Update version to v1.4.128 and commit

Feature/template extensions

.devcontainer/devcontainer.json

@@ -0,0 +1,5 @@
+{
+  "image": "mcr.microsoft.com/devcontainers/universal:2",
+  "features": {
+  }
+}

.dockerignore

@@ -0,0 +1,6 @@
+.git
+.gitignore
+.env
+README.md
+docker-compose.yml
+Dockerfile 

.envrc

@@ -0,0 +1,2 @@
+watch_file shell.nix
+use flake

.github/ISSUE_TEMPLATE/bug.yml

@@ -34,4 +34,4 @@ body:
     id: screens
     attributes:
       label: Relevant screenshots (optional)
-      description: Please upload any screenshots that may help us reproduce and/or understand the issue.
+      description: Please upload any screenshots that may help us reproduce and/or understand the issue.

.github/workflows/ci.yml

@@ -3,8 +3,14 @@ name: Go Build
 on:
   push:
     branches: ["main"]
+    paths-ignore:
+      - 'patterns/**'
+      - '**/*.md'
   pull_request:
     branches: ["main"]
+    paths-ignore:
+      - 'patterns/**'
+      - '**/*.md'
 
 jobs:
   test:

.github/workflows/patterns.yaml

@@ -0,0 +1,33 @@
+name: Patterns Artifact
+
+on:
+  push:
+    paths:
+      - "patterns/**" # Trigger only on changes to files in the patterns folder
+
+jobs:
+  zip-and-upload:
+    name: Zip and Upload Patterns Folder
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Verify Changes in Patterns Folder
+        run: |
+          git fetch origin
+          if git diff --quiet HEAD~1 -- patterns; then
+            echo "No changes detected in patterns folder."
+            exit 1
+          fi
+
+      - name: Zip the Patterns Folder
+        run: zip -r patterns.zip patterns/
+
+      - name: Upload Patterns Artifact
+        uses: actions/upload-artifact@v3
+        with:
+          name: patterns
+          path: patterns.zip

.github/workflows/update-version-and-create-tag.yml

@@ -4,6 +4,9 @@ on:
   push:
     branches:
       - main  # Monitor the main branch
+    paths-ignore:
+      - 'patterns/**'
+      - '**/*.md'
 
 permissions:
   contents: write  # Ensure the workflow has write permissions
@@ -18,6 +21,12 @@ jobs:
         with:
           fetch-depth: 0
 
+      - name: Install Nix
+        uses: DeterminateSystems/nix-installer-action@main
+
+      - name: Setup Nix Cache
+        uses: DeterminateSystems/magic-nix-cache-action@main
+
       - name: Set up Git
         run: |
           git config user.name "github-actions[bot]"
@@ -38,7 +47,10 @@ jobs:
           minor=$(echo "$latest_tag" | cut -d. -f2)
           patch=$(echo "$latest_tag" | cut -d. -f3)
           new_patch=$((patch + 1))
-          new_tag="v${major}.${minor}.${new_patch}"
+          new_version="${major}.${minor}.${new_patch}"
+          new_tag="v${new_version}"
+          echo "New version is: $new_version"
+          echo "new_version=$new_version" >> $GITHUB_ENV  # Save the new version to environment file
           echo "New tag is: $new_tag"
           echo "new_tag=$new_tag" >> $GITHUB_ENV  # Save the new tag to environment file
 
@@ -48,9 +60,24 @@ jobs:
           echo "" >> version.go
           echo "var version = \"${{ env.new_tag }}\"" >> version.go
 
+      - name: Update version.nix file
+        run: |
+          echo "\"${{ env.new_version }}\"" > pkgs/fabric/version.nix
+      
+      - name: Format source codes
+        run: |
+          go fmt ./...
+
+      - name: Update gomod2nix.toml file
+        run: |
+          nix run .#gomod2nix
+
       - name: Commit changes
         run: |
           git add version.go
+          git add pkgs/fabric/version.nix
+          git add gomod2nix.toml
+          git add .
           if ! git diff --staged --quiet; then
             git commit -m "Update version to ${{ env.new_tag }} and commit $commit_hash"
           else

.gitignore

@@ -1,3 +1,7 @@
+# Nix
+.direnv
+result
+
 # macOS local stores
 .DS_Store
 
@@ -18,7 +22,7 @@ dist/
 downloads/
 eggs/
 .eggs/
-lib/
+
 lib64/
 parts/
 sdist/
@@ -161,4 +165,180 @@ cython_debug/
 #  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
 #  and can be added to the global gitignore or merged into this file.  For a more nuclear
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
-#.idea/
+#.idea/
+
+patterns/dialog_with_socrates/Apology by Plato.txt
+patterns/dialog_with_socrates/Phaedrus by Plato.txt
+patterns/dialog_with_socrates/Symposium by Plato.txt
+patterns/dialog_with_socrates/The Economist by Xenophon.txt
+patterns/dialog_with_socrates/The Memorabilia by Xenophon.txt
+patterns/dialog_with_socrates/The Memorable Thoughts of Socrates by Xenophon.txt
+patterns/dialog_with_socrates/The Republic by Plato.txt
+patterns/dialog_with_socrates/The Symposium by Xenophon.txt
+
+web/node_modules
+
+# Output
+web/.output
+web/.vercel
+web/.svelte-kit
+web/build
+
+# OS
+web/.DS_Store
+web/Thumbs.db
+
+# Env
+web/.env
+web/.env.*
+web/!.env.example
+web/!.env.test
+
+# Vite
+web/vite.config.js.timestamp-*
+web/vite.config.ts.timestamp-*
+# Created by https://www.toptal.com/developers/gitignore/api/node
+# Edit at https://www.toptal.com/developers/gitignore?templates=node
+
+### Node ###
+# Logs
+web/logs
+web/*.log
+web/npm-debug.log*
+web/yarn-debug.log*
+web/yarn-error.log*
+web/lerna-debug.log*
+web/.pnpm-debug.log*
+
+# Diagnostic reports (https://nodejs.org/api/report.html)
+web/report.[0-9]*.[0-9]*.[0-9]*.[0-9]*.json
+
+# Runtime data
+web/pids
+web/*.pid
+web/*.seed
+web/*.pid.lock
+
+# Directory for instrumented libs generated by jscoverage/JSCover
+web/lib-cov
+
+# Coverage directory used by tools like istanbul
+web/coverage
+web/*.lcov
+
+# nyc test coverage
+web/.nyc_output
+
+# Grunt intermediate storage (https://gruntjs.com/creating-plugins#storing-task-files)
+web/.grunt
+
+# Bower dependency directory (https://bower.io/)
+web/bower_components
+
+# node-waf configuration
+web/.lock-wscript
+
+# Compiled binary addons (https://nodejs.org/api/addons.html)
+build/Release
+
+# Dependency directories
+web/node_modules/
+jspm_packages/
+
+# Snowpack dependency directory (https://snowpack.dev/)
+web/web_modules/
+
+# TypeScript cache
+*.tsbuildinfo
+
+# Optional npm cache directory
+web/.npm
+
+# Optional eslint cache
+web/.eslintcache
+
+# Optional stylelint cache
+web/.stylelintcache
+
+# Microbundle cache
+web/.rpt2_cache/
+web/.rts2_cache_cjs/
+web/.rts2_cache_es/
+web/.rts2_cache_umd/
+
+# Optional REPL history
+.node_repl_history
+
+# Output of 'npm pack'
+*.tgz
+
+# Yarn Integrity file
+.yarn-integrity
+
+# dotenv environment variable files
+web/.env
+web/.env.development.local
+web/.env.test.local
+web/.env.production.local
+web/.env.local
+
+# parcel-bundler cache (https://parceljs.org/)
+.cache
+.parcel-cache
+
+# Next.js build output
+web/.next
+web/out
+
+# Nuxt.js build / generate output
+web/.nuxt
+web/dist
+
+# Gatsby files
+web/.cache/
+# Comment in the public line in if your project uses Gatsby and not Next.js
+# https://nextjs.org/blog/next-9-1#public-directory-support
+# public
+
+# vuepress build output
+web/.vuepress/dist
+
+# vuepress v2.x temp and cache directory
+web/.temp
+
+# Docusaurus cache and generated files
+.docusaurus
+
+# Serverless directories
+.serverless/
+
+# FuseBox cache
+.fusebox/
+
+# DynamoDB Local files
+.dynamodb/
+
+# TernJS port file
+.tern-port
+
+# Stores VSCode versions used for testing VSCode extensions
+web/.vscode-test
+
+# yarn v2
+web/.yarn/cache
+web/.yarn/unplugged
+web/.yarn/build-state.yml
+web/.yarn/install-state.gz
+web/.pnp.*
+
+### Node Patch ###
+# Serverless Webpack directories
+web/.webpack/
+
+# Optional stylelint cache
+
+# SvelteKit build / generate output
+web/.svelte-kit
+
+# End of https://www.toptal.com/developers/gitignore/api/node
+

Alma.md

@@ -172,6 +172,118 @@ S3 Bucket Security | Review and secure all S3 buckets to prevent data breaches |
 
 SQL Injection Mitigation | Implement measures to eliminate SQL injection vulnerabilities | High | Tigan Wang | 2024-01-20 | 2024-05-20 | Not Started | $60K one-time 
 
+## SECURITY POSTURE (To be referenced for compliance questions and security questionnaires)
+
+July 2019
+Admin accounts still not required to use 2FA.
+Company laptops distributed to employees, no MDM yet for device management.
+AWS IAM roles created for engineers, but root access still frequently used.
+Started basic vulnerability scanning using open-source tools.
+December 2019
+
+MFA enforced for all Google Workspace accounts after a phishing attempt.
+Introduced ClamAV for basic endpoint protection on corporate laptops.
+AWS GuardDuty enabled for threat detection, but no formal incident response team.
+First incident response plan table-top exercise conducted, but findings not fully documented.
+April 2020
+
+Migrated from Google Workspace to Office 365, with MFA enabled for all users.
+Rolled out SentinelOne for endpoint protection on 50% of company laptops.
+Implemented least-privilege access control for AWS IAM roles.
+First formal vendor risk management review completed for major SaaS providers.
+August 2020
+
+Completed full deployment of SentinelOne across all endpoints.
+Implemented AWS CloudWatch for real-time alerts; however, logs still not monitored 24/7.
+Began encrypting all AWS S3 buckets at rest using server-side encryption.
+First internal review of data retention policies, started drafting data disposal policy.
+January 2021
+
+Rolled out Jamf MDM for centralized management of macOS devices, enforcing encryption (FileVault) on all laptops.
+Strengthened Office 365 security by implementing phishing-resistant MFA using authenticator apps.
+AWS KMS introduced for managing encryption keys; manual key rotation policy documented.
+Introduced formal onboarding and offboarding processes for employee account management.
+July 2021
+
+Conditional access policies introduced for Office 365, restricting access based on geography (US-only).
+Conducted company-wide security awareness training for the first time, focusing on phishing threats.
+Completed first backup and disaster recovery (DR) drill with AWS, documenting recovery times.
+AWS Config deployed to monitor and enforce encryption and access control policies across accounts.
+December 2021
+
+Full migration to AWS for all production systems completed.
+Incident response playbook finalized and shared with the security team; still no 24/7 monitoring.
+Documented data classification policies for handling sensitive customer data in preparation for SOC 2 audit.
+First third-party penetration test conducted, critical vulnerabilities identified and remediated within 30 days.
+March 2022
+
+Rolled out company-wide 2FA for all critical systems, including Office 365, AWS, GitHub, and Slack.
+Introduced AWS Secrets Manager for managing sensitive credentials, eliminating hardcoded API keys.
+Updated all documentation for identity and access management in preparation for SOC 2 Type 1 audit.
+First external vulnerability scan completed using Qualys, with remediation SLAs established.
+April 2022
+
+Updated and consolidated all security policies (incident response, access control, data retention) in preparation for SOC 2 audit.
+Conducted tabletop exercise for ransomware response, documenting gaps in the incident response process.
+Implemented Just-In-Time (JIT) access for administrative privileges in AWS, reducing unnecessary persistent access.
+October 2022
+
+Passed SOC 2 Type 1 audit, with recommendations to improve monitoring and asset management.
+Launched quarterly phishing simulations to raise employee awareness and track training effectiveness.
+Fully enforced encryption for all customer data in transit and at rest using AWS KMS.
+Extended GuardDuty to cover all AWS regions; started monitoring alerts daily.
+January 2023
+
+Hired a dedicated CISO and expanded security team by 30%.
+Integrated continuous vulnerability scanning across all externally facing assets using Qualys.
+Conducted first third-party vendor risk assessment to ensure alignment with SOC 2 and internal security standards.
+Implemented automated patch management for all AWS EC2 instances, reducing time to deploy critical patches.
+July 2023
+
+Rolled out continuous attack surface monitoring (ASM) to identify and remediate external vulnerabilities.
+Performed annual data retention review, ensuring compliance with SOC 2 and GDPR requirements.
+Conducted a disaster recovery drill for AWS workloads, achieving a recovery time objective (RTO) of under 4 hours.
+Completed SOC 2 Type 2 readiness assessment, with focus on improving incident response times.
+November 2023
+
+Updated incident response documentation and assigned 24/7 monitoring to a third-party SOC provider.
+Rolled out zero-trust network architecture across the organization, removing reliance on VPN for remote access.
+Passed SOC 2 Type 2 audit with no major findings; recommendations included improved asset inventory tracking.
+Conducted full audit of access control policies and JIT access implementation in preparation for ISO 27001 certification.
+April 2024
+
+Implemented AI-driven threat detection to reduce time to detect security incidents from 10 hours to under 2 hours.
+Completed full encryption audit across all databases, ensuring compliance with GDPR, HIPAA, and other privacy regulations.
+Updated employee training programs to include privacy regulations (GDPR, CCPA) and data handling best practices.
+Completed internal review and audit of vendor access to critical systems as part of SOC 2 compliance effort.
+Completed move of all AWS services to us-west-2  and us-east-1 regions for 100% us-based cloud services.
+October 2024
+
+Conducted organization-wide review of data retention and disposal policies, implementing automated data deletion for expired data.
+Implemented continuous compliance monitoring for SOC 2, with automated alerts for deviations in access controls and encryption settings.
+Finalized implementation of AI-based monitoring and response systems, significantly reducing time to remediate critical vulnerabilities.
+Passed SOC 2 Type 2 and ISO 27001 audits with zero non-conformities, achieving full compliance across all control areas.March 2018
+
+Personal Gmail accounts used for internal and external communication.
+No 2FA enabled on any accounts.
+AWS accounts shared with engineers, no IAM roles or formal access control policies.
+No centralized endpoint protection; employees use personal laptops with no security controls.
+No documented security policies or incident response plan.
+September 2018
+
+Initiated migration from personal Gmail to Google Workspace (G Suite) for business email.
+Password complexity requirements introduced (minimum 8 characters).
+AWS root credentials still shared among team members, no MFA enabled.
+No formal logging or monitoring in place for AWS activity.
+February 2019
+
+Completed migration to Google Workspace; no email encryption yet.
+Introduced a basic password manager (LastPass) but no enforcement policy.
+AWS CloudTrail enabled for logging, but no one is reviewing logs.
+First draft of the incident response plan created, but not tested.
+June 2019
+
+Enforced MFA for Google Workspace admin accounts; standard user
 ## CURRENT STATE (KPIs, Metrics, Project Activity Updates, etc.)
 - October 2022: Current time to detect malicious behavior is 81 hours
 - October 2022: Current time to start investigating malicious behavior is 82 hours

Dockerfile

@@ -0,0 +1,41 @@
+# Use official golang image as builder
+FROM golang:1.23.3-alpine AS builder
+
+# Set working directory
+WORKDIR /app
+
+# Copy go mod and sum files
+COPY go.mod go.sum ./
+
+# Download dependencies
+RUN go mod download
+
+# Copy source code
+COPY . .
+
+# Build the application
+RUN CGO_ENABLED=0 GOOS=linux go build -o fabric
+
+# Use scratch as final base image
+FROM alpine:latest
+
+# Copy the binary from builder
+COPY --from=builder /app/fabric /fabric
+
+# Copy patterns directory
+COPY patterns /patterns
+
+# Ensure clean config directory and copy ENV file
+RUN rm -rf /root/.config/fabric && \
+    mkdir -p /root/.config/fabric
+COPY ENV /root/.config/fabric/.env
+
+# Add debug commands
+RUN ls -la /root/.config/fabric/
+
+# Expose port 8080
+EXPOSE 8080
+
+# Run the binary with debug output
+ENTRYPOINT ["/fabric"]
+CMD ["--serve"] 

ENV

@@ -0,0 +1,9 @@
+DEFAULT_VENDOR=OpenRouter
+DEFAULT_MODEL=openai/gpt-3.5-turbo-0125
+DEFAULT_MODEL_CONTEXT_LENGTH=128K
+PATTERNS_LOADER_GIT_REPO_URL=https://github.com/danielmiessler/fabric.git
+PATTERNS_LOADER_GIT_REPO_PATTERNS_FOLDER=patterns
+OPENROUTER_API_KEY=sk-or-v1-
+OPENROUTER_API_BASE_URL=https://openrouter.ai/api/v1
+YOUTUBE_API_KEY=AIzaS
+JINA_AI_API_KEY=jina_57

README.md

@@ -25,50 +25,50 @@
 [Helper Apps](#helper-apps) •
 [Meta](#meta)
 
+![Screenshot of fabric](images/fabric-summarize.png)
+
 </div>
 
 ## Navigation
 
-- [Updates](#updates)
-- [What and Why](#what-and-why)
-- [Philosophy](#philosophy)
-  - [Breaking problems into components](#breaking-problems-into-components)
-  - [Too many prompts](#too-many-prompts)
-  - [The Fabric approach to prompting](#our-approach-to-prompting)
-- [Installation](#Installation)
-  - [Migration](#Migration)
-  - [Upgrading](#Upgrading)
-- [Usage](#Usage)
-- [Examples](#examples)
+- [`fabric`](#fabric)
+  - [Navigation](#navigation)
+  - [Updates](#updates)
+  - [Intro videos](#intro-videos)
+  - [What and why](#what-and-why)
+  - [Philosophy](#philosophy)
+    - [Breaking problems into components](#breaking-problems-into-components)
+    - [Too many prompts](#too-many-prompts)
+  - [Installation](#installation)
+    - [Get Latest Release Binaries](#get-latest-release-binaries)
+    - [From Source](#from-source)
+    - [Environment Variables](#environment-variables)
+    - [Setup](#setup)
+    - [Add aliases for all patterns](#add-aliases-for-all-patterns)
+      - [Save your files in markdown using aliases](#save-your-files-in-markdown-using-aliases)
+    - [Migration](#migration)
+    - [Upgrading](#upgrading)
+  - [Usage](#usage)
+  - [Our approach to prompting](#our-approach-to-prompting)
+  - [Examples](#examples)
   - [Just use the Patterns](#just-use-the-patterns)
-- [Custom Patterns](#custom-patterns)
-- [Helper Apps](#helper-apps)
-- [Meta](#meta)
-  - [Primary contributors](#primary-contributors)
+  - [Custom Patterns](#custom-patterns)
+  - [Helper Apps](#helper-apps)
+    - [`to_pdf`](#to_pdf)
+    - [`to_pdf` Installation](#to_pdf-installation)
+  - [pbpaste](#pbpaste)
+  - [Web Interface](#Web_Interface)
+  - [Meta](#meta)
+    - [Primary contributors](#primary-contributors)
 
 <br />
 
 ## Updates
 
-> [!NOTE] 
-September 15, 2024 — Lots of new stuff!
-> * Fabric now supports calling the new `o1-preview` model using the `-r` switch (which stands for raw. Normal queries won't work with `o1-preview` because they disabled System access and don't allow us to set `Temperature`.
-> * We have early support for Raycast! Under the `/patterns` directory there's a `raycast` directory with scripts that can be called from Raycast. If you add a scripts directory within Raycast and point it to your `~/.config/fabric/patterns/raycast` directory, you'll then be able to 1) invoke Raycast, type the name of the script, and then 2) paste in the content to be passed, and the results will return in Raycast. There's currently only one script in there but I am (Daniel) adding more.
-> * **Go Migration: The following command line options were changed during the migration to Go:**
-> * You now need to use the -c option instead of -C to copy the result to the clipboard.
-> * You now need to use the -s option instead of -S to stream results in realtime.
-> * The following command line options have been removed `--agents` (-a), `--gui`, `--clearsession`, `--remoteOllamaServer`, and `--sessionlog`
-> * You can now use (-S) to configure an Ollama server.
-> * **We're working on a GUI rewrite in Go as well**
-
-## Intro videos
-
-Keep in mind that many of these were recorded when Fabric was Python-based, so remember to use the current [install instructions](#Installation) below.
-
-* [Network Chuck](https://www.youtube.com/watch?v=UbDyjIIGaxQ)
-* [David Bombal](https://www.youtube.com/watch?v=vF-MQmVxnCs)
-* [My Own Intro to the Tool](https://www.youtube.com/watch?v=wPEyyigh10g)
-* [More Fabric YouTube Videos](https://www.youtube.com/results?search_query=fabric+ai)
+> [!NOTE]
+> November 8, 2024
+>
+> - **Multimodal Support**: You can now use `-a` (attachment) for Multimodal submissions to OpenAI models that support it. Example: `fabric -a https://path/to/image "Give me a description of this image."`
 
 ## What and why
 
@@ -80,6 +80,15 @@ Since the start of 2023 and GenAI we've seen a massive number of AI applications
 
 Fabric was created to address this by enabling everyone to granularly apply AI to everyday challenges.
 
+## Intro videos
+
+Keep in mind that many of these were recorded when Fabric was Python-based, so remember to use the current [install instructions](#Installation) below.
+
+- [Network Chuck](https://www.youtube.com/watch?v=UbDyjIIGaxQ)
+- [David Bombal](https://www.youtube.com/watch?v=vF-MQmVxnCs)
+- [My Own Intro to the Tool](https://www.youtube.com/watch?v=wPEyyigh10g)
+- [More Fabric YouTube Videos](https://www.youtube.com/results?search_query=fabric+ai)
+
 ## Philosophy
 
 > AI isn't a thing; it's a _magnifier_ of a thing. And that thing is **human creativity**.
@@ -124,10 +133,10 @@ curl -L https://github.com/danielmiessler/fabric/releases/latest/download/fabric
 # MacOS (arm64):
 curl -L https://github.com/danielmiessler/fabric/releases/latest/download/fabric-darwin-arm64 > fabric && chmod +x fabric && ./fabric --version
 
-# MacOS (amd64): 
+# MacOS (amd64):
 curl -L https://github.com/danielmiessler/fabric/releases/latest/download/fabric-darwin-amd64 > fabric && chmod +x fabric && ./fabric --version
 
-# Linux (amd64): 
+# Linux (amd64):
 curl -L https://github.com/danielmiessler/fabric/releases/latest/download/fabric-linux-amd64 > fabric && chmod +x fabric && ./fabric --version
 
 # Linux (arm64):
@@ -148,6 +157,7 @@ go install github.com/danielmiessler/fabric@latest
 You may need to set some environment variables in your `~/.bashrc` on linux or `~/.zshrc` file on mac to be able to run the `fabric` command. Here is an example of what you can add:
 
 For Intel based macs or linux
+
 ```bash
 # Golang environment variables
 export GOROOT=/usr/local/go
@@ -158,6 +168,7 @@ export PATH=$GOPATH/bin:$GOROOT/bin:$HOME/.local/bin:$PATH
 ```
 
 for Apple Silicon based macs
+
 ```bash
 # Golang environment variables
 export GOROOT=$(brew --prefix go)/libexec
@@ -166,13 +177,85 @@ export PATH=$GOPATH/bin:$GOROOT/bin:$HOME/.local/bin:$PATH
 ```
 
 ### Setup
+
 Now run the following command
+
 ```bash
 # Run the setup to set up your directories and keys
 fabric --setup
 ```
+
 If everything works you are good to go.
 
+### Add aliases for all patterns
+
+In order to add aliases for all your patterns and use them directly as commands ie. `summarize` instead of `fabric --pattern summarize`
+You can add the following to your `.zshrc` or `.bashrc` file.
+
+```bash
+# Loop through all files in the ~/.config/fabric/patterns directory
+for pattern_file in $HOME/.config/fabric/patterns/*; do
+    # Get the base name of the file (i.e., remove the directory path)
+    pattern_name=$(basename "$pattern_file")
+
+    # Create an alias in the form: alias pattern_name="fabric --pattern pattern_name"
+    alias_command="alias $pattern_name='fabric --pattern $pattern_name'"
+
+    # Evaluate the alias command to add it to the current shell
+    eval "$alias_command"
+done
+
+yt() {
+    local video_link="$1"
+    fabric -y "$video_link" --transcript
+}
+```
+
+This also creates a `yt` alias that allows you to use `yt https://www.youtube.com/watch?v=4b0iet22VIk` to get your transcripts.
+
+#### Save your files in markdown using aliases
+
+If in addition to the above aliases you would like to have the option to save the output to your favourite markdown note vault like Obsidian then instead of the above add the following to your `.zshrc` or `.bashrc` file:
+
+```bash
+# Define the base directory for Obsidian notes
+obsidian_base="/path/to/obsidian"
+
+# Loop through all files in the ~/.config/fabric/patterns directory
+for pattern_file in ~/.config/fabric/patterns/*; do
+    # Get the base name of the file (i.e., remove the directory path)
+    pattern_name=$(basename "$pattern_file")
+
+    # Unalias any existing alias with the same name
+    unalias "$pattern_name" 2>/dev/null
+
+    # Define a function dynamically for each pattern
+    eval "
+    $pattern_name() {
+        local title=\$1
+        local date_stamp=\$(date +'%Y-%m-%d')
+        local output_path=\"\$obsidian_base/\${date_stamp}-\${title}.md\"
+
+        # Check if a title was provided
+        if [ -n \"\$title\" ]; then
+            # If a title is provided, use the output path
+            fabric --pattern \"$pattern_name\" -o \"\$output_path\"
+        else
+            # If no title is provided, use --stream
+            fabric --pattern \"$pattern_name\" --stream
+        fi
+    }
+    "
+done
+
+yt() {
+    local video_link="$1"
+    fabric -y "$video_link" --transcript
+}
+```
+
+This will allow you to use the patterns as aliases like in the above for example `summarize` instead of `fabric --pattern summarize --stream`, however if you pass in an extra argument like this `summarize "my_article_title"` your output will be saved in the destination that you set in `obsidian_base="/path/to/obsidian"` in the following format `YYYY-MM-DD-my_article_title.md` where the date gets autogenerated for you.
+You can tweak the date format by tweaking the `date_stamp` format.
 
 ### Migration
 
@@ -195,11 +278,13 @@ Then [set your environmental variables](#environmental-variables) as shown above
 ### Upgrading
 
 The great thing about Go is that it's super easy to upgrade. Just run the same command you used to install it in the first place and you'll always get the latest version.
+
 ```bash
-go install -ldflags "-X main.version=$(git describe --tags --always)" github.com/danielmiessler/fabric@latest
+go install github.com/danielmiessler/fabric@latest
 ```
 
 ## Usage
+
 Once you have it all set up, here's how to use it.
 
 ```bash
@@ -216,6 +301,7 @@ Application Options:
   -v, --variable=            Values for pattern variables, e.g. -v=#role:expert -v=#points:30"
   -C, --context=             Choose a context from the available contexts
       --session=             Choose a session from the available sessions
+  -a, --attachment=          Attachment path or URL (e.g. for OpenAI image recognition messages)
   -S, --setup                Run setup for all reconfigurable parts of fabric
   -t, --temperature=         Set temperature (default: 0.7)
   -T, --topp=                Set top P (default: 0.9)
@@ -246,6 +332,7 @@ Application Options:
       --printcontext=        Print context
       --printsession=        Print session
       --readability          Convert HTML input into a clean, readable view
+      --serve                Initiate the API server
       --dry-run              Show what would be sent to the model without actually sending it
       --version              Print current version
 
@@ -274,6 +361,8 @@ https://github.com/danielmiessler/fabric/blob/main/patterns/extract_wisdom/syste
 
 ## Examples
 
+> The following examples use the macOS `pbpaste` to paste from the clipboard. See the [pbpaste](#pbpaste) section below for Windows and Linux alternatives.
+
 Now let's look at some things you can do with Fabric.
 
 1. Run the `summarize` Pattern based on input from `stdin`. In this case, the body of an article.
@@ -315,7 +404,7 @@ The wisdom of crowds for the win.
 
 You may want to use Fabric to create your own custom Patterns—but not share them with others. No problem!
 
-Just make a directory in `~/.config/custompatterns/` (or wherever) and put your `.md` files in there. 
+Just make a directory in `~/.config/custompatterns/` (or wherever) and put your `.md` files in there.
 
 When you're ready to use them, copy them into:
 
@@ -325,7 +414,6 @@ When you're ready to use them, copy them into:
 
 You can then use them like any other Patterns, but they won't be public unless you explicitly submit them as Pull Requests to the Fabric project. So don't worry—they're private to you.
 
-
 This feature works with all openai and ollama models but does NOT work with claude. You can specify your model with the -m flag
 
 ## Helper Apps
@@ -355,11 +443,74 @@ This will create a PDF file named `output.pdf` in the current directory.
 To install `to_pdf`, install it the same way as you install Fabric, just with a different repo name.
 
 ```bash
-go install github.com/danielmiessler/fabric/to_pdf@latest
+go install github.com/danielmiessler/fabric/plugins/tools/to_pdf@latest
 ```
 
 Make sure you have a LaTeX distribution (like TeX Live or MiKTeX) installed on your system, as `to_pdf` requires `pdflatex` to be available in your system's PATH.
 
+## pbpaste
+
+The [examples](#examples) use the macOS program `pbpaste` to paste content from the clipboard to pipe into `fabric` as the input. `pbpaste` is not available on Windows or Linux, but there are alternatives.
+
+On Windows, you can use the PowerShell command `Get-Clipboard` from a PowerShell command prompt. If you like, you can also alias it to `pbpaste`. If you are using classic PowerShell, edit the file `~\Documents\WindowsPowerShell\.profile.ps1`, or if you are using PowerShell Core, edit `~\Documents\PowerShell\.profile.ps1` and add the alias,
+
+```powershell
+Set-Alias pbpaste Get-Clipboard
+```
+
+On Linux, you can use `xclip -selection clipboard -o` to paste from the clipboard. You will likely need to install `xclip` with your package manager. For Debian based systems including Ubuntu,
+
+```sh
+sudo apt update
+sudo apt install xclip -y
+```
+
+You can also create an alias by editing `~/.bashrc` or `~/.zshrc` and adding the alias,
+
+```sh
+alias pbpaste='xclip -selection clipboard -o'
+```
+
+## Web Interface
+
+Fabric now includes a built-in web interface that provides a GUI alternative to the command-line interface and an out-of-the-box website for those who want to get started with web development or blogging.  
+You can use this app as a GUI interface for Fabric, a ready to go blog-site, or a website template for your own projects.  
+
+The `web/src/lib/content` directory includes starter `.obsidian/` and `templates/` directories,  allowing you to open up the `web/src/lib/content/` directory as an [Obsidian.md](https://obsidian.md) vault. You can place your posts in the posts directory when you're ready to publish. 
+### Installing
+
+The GUI can be installed by navigating to the `web` directory and using `npm install`, `pnpm install`, or your favorite package manager. Then simply run the development server to start the app. 
+
+_You will need to run fabric in a separate terminal with the `fabric --serve` command._ 
+
+**From the fabric project `web/` directory:**
+```shell
+npm run dev
+
+## or ##
+
+pnpm run dev
+
+## or your equivalent 
+```
+
+### Streamlit UI
+
+To run the Streamlit user interface:
+
+```bash
+# Install required dependencies
+pip install streamlit pandas matplotlib seaborn numpy python-dotenv
+
+# Run the Streamlit app
+streamlit run streamlit.py
+```
+
+The Streamlit UI provides a user-friendly interface for:
+- Running and chaining patterns
+- Managing pattern outputs
+- Creating and editing patterns
+- Analyzing pattern results
 ## Meta
 
 > [!NOTE]
@@ -368,6 +519,7 @@ Make sure you have a LaTeX distribution (like TeX Live or MiKTeX) installed on y
 - _Jonathan Dunn_ for being the absolute MVP dev on the project, including spearheading the new Go version, as well as the GUI! All this while also being a full-time medical doctor!
 - _Caleb Sima_ for pushing me over the edge of whether to make this a public project or not.
 - _Eugen Eisler_ and _Frederick Ros_ for their invaluable contributions to the Go version
+- _David Peters_ for his work on the web interface.
 - _Joel Parish_ for super useful input on the project's Github directory structure..
 - _Joseph Thacker_ for the idea of a `-c` context flag that adds pre-created context in the `./config/fabric/` directory to all Pattern queries.
 - _Jason Haddix_ for the idea of a stitch (chained Pattern) to filter content using a local model before sending on to a cloud model, i.e., cleaning customer data using `llama2` before sending on to `gpt-4` for analysis.

cli/README.md

@@ -0,0 +1,68 @@
+# YAML Configuration Support
+
+## Overview
+Fabric now supports YAML configuration files for commonly used options. This allows users to persist settings and share configurations across multiple runs.
+
+## Usage
+Use the `--config` flag to specify a YAML configuration file:
+```bash
+fabric --config ~/.config/fabric/config.yaml "Tell me about APIs"
+```
+
+## Configuration Precedence
+1. CLI flags (highest priority)
+2. YAML config values
+3. Default values (lowest priority)
+
+## Supported Configuration Options
+```yaml
+# Model selection
+model: gpt-4
+modelContextLength: 4096
+
+# Model parameters
+temperature: 0.7
+topp: 0.9
+presencepenalty: 0.0
+frequencypenalty: 0.0
+seed: 42
+
+# Pattern selection
+pattern: analyze  # Use pattern name or filename
+
+# Feature flags
+stream: true
+raw: false
+```
+
+## Rules and Behavior
+- Only long flag names are supported in YAML (e.g., `temperature` not `-t`)
+- CLI flags always override YAML values
+- Unknown YAML declarations are ignored
+- If a declaration appears multiple times in YAML, the last one wins
+- The order of YAML declarations doesn't matter
+
+## Type Conversions
+The following string-to-type conversions are supported:
+- String to number: `"42"` → `42`
+- String to float: `"42.5"` → `42.5`
+- String to boolean: `"true"` → `true`
+
+## Example Config
+```yaml
+# ~/.config/fabric/config.yaml
+model: gpt-4
+temperature: 0.8
+pattern: analyze
+stream: true
+topp: 0.95
+presencepenalty: 0.1
+frequencypenalty: 0.2
+```
+
+## CLI Override Example
+```bash
+# Override temperature from config
+fabric --config ~/.config/fabric/config.yaml --temperature 0.9 "Query"
+```
+

cli/cli.go

@@ -2,15 +2,19 @@ package cli
 
 import (
 	"fmt"
+	"os"
+	"path/filepath"
+	"strconv"
+	"strings"
+
+	"github.com/danielmiessler/fabric/plugins/tools/youtube"
+
+	"github.com/danielmiessler/fabric/common"
 	"github.com/danielmiessler/fabric/core"
 	"github.com/danielmiessler/fabric/plugins/ai"
 	"github.com/danielmiessler/fabric/plugins/db/fsdb"
 	"github.com/danielmiessler/fabric/plugins/tools/converter"
 	"github.com/danielmiessler/fabric/restapi"
-	"os"
-	"path/filepath"
-	"strconv"
-	"strings"
 )
 
 // Cli Controls the cli. It takes in the flags and runs the appropriate functions
@@ -39,7 +43,10 @@ func Cli(version string) (err error) {
 		}
 	}
 
-	registry := core.NewPluginRegistry(fabricDb)
+	var registry *core.PluginRegistry
+	if registry, err = core.NewPluginRegistry(fabricDb); err != nil {
+		return
+	}
 
 	// if the setup flag is set, run the setup function
 	if currentFlags.Setup {
@@ -48,10 +55,17 @@ func Cli(version string) (err error) {
 	}
 
 	if currentFlags.Serve {
+		registry.ConfigureVendors()
 		err = restapi.Serve(registry, currentFlags.ServeAddress)
 		return
 	}
 
+	if currentFlags.ServeOllama {
+		registry.ConfigureVendors()
+		err = restapi.ServeOllama(registry, currentFlags.ServeAddress, version)
+		return
+	}
+
 	if currentFlags.UpdatePatterns {
 		err = registry.PatternsLoader.PopulateDB()
 		return
@@ -126,6 +140,21 @@ func Cli(version string) (err error) {
 		}
 	}
 
+	if currentFlags.ListExtensions {
+		err = registry.TemplateExtensions.ListExtensions()
+		return
+	}
+
+	if currentFlags.AddExtension != "" {
+		err = registry.TemplateExtensions.RegisterExtension(currentFlags.AddExtension)
+		return
+	}
+
+	if currentFlags.RemoveExtension != "" {
+		err = registry.TemplateExtensions.RemoveExtension(currentFlags.RemoveExtension)
+		return
+	}
+
 	// if the interactive flag is set, run the interactive function
 	// if currentFlags.Interactive {
 	// 	interactive.Interactive()
@@ -133,6 +162,8 @@ func Cli(version string) (err error) {
 
 	// if none of the above currentFlags are set, run the initiate chat function
 
+	var messageTools string
+
 	if currentFlags.YouTube != "" {
 		if registry.YouTube.IsConfigured() == false {
 			err = fmt.Errorf("YouTube is not configured, please run the setup procedure")
@@ -140,41 +171,40 @@ func Cli(version string) (err error) {
 		}
 
 		var videoId string
-		if videoId, err = registry.YouTube.GetVideoId(currentFlags.YouTube); err != nil {
+		var playlistId string
+		if videoId, playlistId, err = registry.YouTube.GetVideoOrPlaylistId(currentFlags.YouTube); err != nil {
+			return
+		} else if (videoId == "" || currentFlags.YouTubePlaylist) && playlistId != "" {
+			if currentFlags.Output != "" {
+				err = registry.YouTube.FetchAndSavePlaylist(playlistId, currentFlags.Output)
+			} else {
+				var videos []*youtube.VideoMeta
+				if videos, err = registry.YouTube.FetchPlaylistVideos(playlistId); err != nil {
+					err = fmt.Errorf("error fetching playlist videos: %v", err)
+					return
+				}
+
+				for _, video := range videos {
+					var message string
+					if message, err = processYoutubeVideo(currentFlags, registry, video.Id); err != nil {
+						return
+					}
+
+					if !currentFlags.IsChatRequest() {
+						if err = WriteOutput(message, fmt.Sprintf("%v.md", video.TitleNormalized)); err != nil {
+							return
+						}
+					} else {
+						messageTools = AppendMessage(messageTools, message)
+					}
+				}
+			}
 			return
 		}
 
-		if !currentFlags.YouTubeComments || currentFlags.YouTubeTranscript {
-			var transcript string
-			var language = "en"
-			if currentFlags.Language != "" || registry.Language.DefaultLanguage.Value != "" {
-				if currentFlags.Language != "" {
-					language = currentFlags.Language
-				} else {
-					language = registry.Language.DefaultLanguage.Value
-				}
-			}
-			if transcript, err = registry.YouTube.GrabTranscript(videoId, language); err != nil {
-				return
-			}
-
-			currentFlags.AppendMessage(transcript)
-		}
-
-		if currentFlags.YouTubeComments {
-			var comments []string
-			if comments, err = registry.YouTube.GrabComments(videoId); err != nil {
-				return
-			}
-
-			commentsString := strings.Join(comments, "\n")
-
-			currentFlags.AppendMessage(commentsString)
-		}
-
+		messageTools, err = processYoutubeVideo(currentFlags, registry, videoId)
 		if !currentFlags.IsChatRequest() {
-			// if the pattern flag is not set, we wanted only to grab the transcript or comments
-			fmt.Println(currentFlags.Message)
+			err = currentFlags.WriteOutput(messageTools)
 			return
 		}
 	}
@@ -186,8 +216,7 @@ func Cli(version string) (err error) {
 			if website, err = registry.Jina.ScrapeURL(currentFlags.ScrapeURL); err != nil {
 				return
 			}
-
-			currentFlags.AppendMessage(website)
+			messageTools = AppendMessage(messageTools, website)
 		}
 
 		// Check if the scrape_question flag is set and call ScrapeQuestion
@@ -197,23 +226,30 @@ func Cli(version string) (err error) {
 				return
 			}
 
-			currentFlags.AppendMessage(website)
+			messageTools = AppendMessage(messageTools, website)
 		}
 
 		if !currentFlags.IsChatRequest() {
-			// if the pattern flag is not set, we wanted only to grab the url or get the answer to the question
-			fmt.Println(currentFlags.Message)
+			err = currentFlags.WriteOutput(messageTools)
 			return
 		}
 	}
 
+	if messageTools != "" {
+		currentFlags.AppendMessage(messageTools)
+	}
+
 	var chatter *core.Chatter
-	if chatter, err = registry.GetChatter(currentFlags.Model, currentFlags.Stream, currentFlags.DryRun); err != nil {
+	if chatter, err = registry.GetChatter(currentFlags.Model, currentFlags.ModelContextLength, currentFlags.Stream, currentFlags.DryRun); err != nil {
 		return
 	}
 
 	var session *fsdb.Session
-	chatReq := currentFlags.BuildChatRequest(strings.Join(os.Args[1:], " "))
+	var chatReq *common.ChatRequest
+	if chatReq, err = currentFlags.BuildChatRequest(strings.Join(os.Args[1:], " ")); err != nil {
+		return
+	}
+
 	if chatReq.Language == "" {
 		chatReq.Language = registry.Language.DefaultLanguage.Value
 	}
@@ -246,3 +282,43 @@ func Cli(version string) (err error) {
 	}
 	return
 }
+
+func processYoutubeVideo(
+	flags *Flags, registry *core.PluginRegistry, videoId string) (message string, err error) {
+
+	if !flags.YouTubeComments || flags.YouTubeTranscript {
+		var transcript string
+		var language = "en"
+		if flags.Language != "" || registry.Language.DefaultLanguage.Value != "" {
+			if flags.Language != "" {
+				language = flags.Language
+			} else {
+				language = registry.Language.DefaultLanguage.Value
+			}
+		}
+		if transcript, err = registry.YouTube.GrabTranscript(videoId, language); err != nil {
+			return
+		}
+		message = AppendMessage(message, transcript)
+	}
+
+	if flags.YouTubeComments {
+		var comments []string
+		if comments, err = registry.YouTube.GrabComments(videoId); err != nil {
+			return
+		}
+
+		commentsString := strings.Join(comments, "\n")
+
+		message = AppendMessage(message, commentsString)
+	}
+	return
+}
+
+func WriteOutput(message string, outputFile string) (err error) {
+	fmt.Println(message)
+	if outputFile != "" {
+		err = CreateOutputFile(message, outputFile)
+	}
+	return
+}

cli/example.yaml

@@ -0,0 +1,21 @@
+#this is an example yaml config file for fabric
+
+# use fabric pattern names
+pattern: ai
+
+# or use a filename
+# pattern: ~/testpattern.md
+
+model: phi3:latest
+
+# for models that support context length
+modelContextLength: 2048
+
+frequencypenalty: 0.5
+presencepenalty: 0.5
+topp: 0.67
+temperature: 0.88
+seed: 42
+
+stream: true
+raw: false

cli/flags.go

@@ -6,125 +6,319 @@ import (
 	"fmt"
 	"io"
 	"os"
+	"reflect"
+	"strconv"
+	"strings"
+
+	"github.com/jessevdk/go-flags"
+	goopenai "github.com/sashabaranov/go-openai"
+	"golang.org/x/text/language"
+	"gopkg.in/yaml.v2"
 
 	"github.com/danielmiessler/fabric/common"
-	"github.com/jessevdk/go-flags"
-	"golang.org/x/text/language"
 )
 
 // Flags create flags struct. the users flags go into this, this will be passed to the chat struct in cli
 type Flags struct {
-	Pattern            string            `short:"p" long:"pattern" description:"Choose a pattern from the available patterns" default:""`
+	Pattern            string            `short:"p" long:"pattern" yaml:"pattern" description:"Choose a pattern from the available patterns" default:""`
 	PatternVariables   map[string]string `short:"v" long:"variable" description:"Values for pattern variables, e.g. -v=#role:expert -v=#points:30"`
 	Context            string            `short:"C" long:"context" description:"Choose a context from the available contexts" default:""`
 	Session            string            `long:"session" description:"Choose a session from the available sessions"`
+	Attachments        []string          `short:"a" long:"attachment" description:"Attachment path or URL (e.g. for OpenAI image recognition messages)"`
 	Setup              bool              `short:"S" long:"setup" description:"Run setup for all reconfigurable parts of fabric"`
-	Temperature        float64           `short:"t" long:"temperature" description:"Set temperature" default:"0.7"`
-	TopP               float64           `short:"T" long:"topp" description:"Set top P" default:"0.9"`
-	Stream             bool              `short:"s" long:"stream" description:"Stream"`
-	PresencePenalty    float64           `short:"P" long:"presencepenalty" description:"Set presence penalty" default:"0.0"`
-	Raw                bool              `short:"r" long:"raw" description:"Use the defaults of the model without sending chat options (like temperature etc.) and use the user role instead of the system role for patterns."`
-	FrequencyPenalty   float64           `short:"F" long:"frequencypenalty" description:"Set frequency penalty" default:"0.0"`
+	Temperature        float64           `short:"t" long:"temperature" yaml:"temperature" description:"Set temperature" default:"0.7"`
+	TopP               float64           `short:"T" long:"topp" yaml:"topp" description:"Set top P" default:"0.9"`
+	Stream             bool              `short:"s" long:"stream" yaml:"stream" description:"Stream"`
+	PresencePenalty    float64           `short:"P" long:"presencepenalty" yaml:"presencepenalty" description:"Set presence penalty" default:"0.0"`
+	Raw                bool              `short:"r" long:"raw" yaml:"raw" description:"Use the defaults of the model without sending chat options (like temperature etc.) and use the user role instead of the system role for patterns."`
+	FrequencyPenalty   float64           `short:"F" long:"frequencypenalty" yaml:"frequencypenalty" description:"Set frequency penalty" default:"0.0"`
 	ListPatterns       bool              `short:"l" long:"listpatterns" description:"List all patterns"`
 	ListAllModels      bool              `short:"L" long:"listmodels" description:"List all available models"`
 	ListAllContexts    bool              `short:"x" long:"listcontexts" description:"List all contexts"`
 	ListAllSessions    bool              `short:"X" long:"listsessions" description:"List all sessions"`
 	UpdatePatterns     bool              `short:"U" long:"updatepatterns" description:"Update patterns"`
-	Message            string            `hidden:"true" description:"Message to send to chat"`
+	Message            string            `hidden:"true" description:"Messages to send to chat"`
 	Copy               bool              `short:"c" long:"copy" description:"Copy to clipboard"`
-	Model              string            `short:"m" long:"model" description:"Choose model"`
+	Model              string            `short:"m" long:"model" yaml:"model" description:"Choose model"`
+	ModelContextLength int               `long:"modelContextLength" yaml:"modelContextLength" description:"Model context length (only affects ollama)"`
 	Output             string            `short:"o" long:"output" description:"Output to file" default:""`
 	OutputSession      bool              `long:"output-session" description:"Output the entire session (also a temporary one) to the output file"`
 	LatestPatterns     string            `short:"n" long:"latest" description:"Number of latest patterns to list" default:"0"`
 	ChangeDefaultModel bool              `short:"d" long:"changeDefaultModel" description:"Change default model"`
-	YouTube            string            `short:"y" long:"youtube" description:"YouTube video \"URL\" to grab transcript, comments from it and send to chat"`
+	YouTube            string            `short:"y" long:"youtube" description:"YouTube video or play list \"URL\" to grab transcript, comments from it and send to chat or print it put to the console and store it in the output file"`
+	YouTubePlaylist    bool              `long:"playlist" description:"Prefer playlist over video if both ids are present in the URL"`
 	YouTubeTranscript  bool              `long:"transcript" description:"Grab transcript from YouTube video and send to chat (it used per default)."`
 	YouTubeComments    bool              `long:"comments" description:"Grab comments from YouTube video and send to chat"`
 	Language           string            `short:"g" long:"language" description:"Specify the Language Code for the chat, e.g. -g=en -g=zh" default:""`
 	ScrapeURL          string            `short:"u" long:"scrape_url" description:"Scrape website URL to markdown using Jina AI"`
 	ScrapeQuestion     string            `short:"q" long:"scrape_question" description:"Search question using Jina AI"`
-	Seed               int               `short:"e" long:"seed" description:"Seed to be used for LMM generation"`
+	Seed               int               `short:"e" long:"seed" yaml:"seed" description:"Seed to be used for LMM generation"`
 	WipeContext        string            `short:"w" long:"wipecontext" description:"Wipe context"`
 	WipeSession        string            `short:"W" long:"wipesession" description:"Wipe session"`
 	PrintContext       string            `long:"printcontext" description:"Print context"`
 	PrintSession       string            `long:"printsession" description:"Print session"`
 	HtmlReadability    bool              `long:"readability" description:"Convert HTML input into a clean, readable view"`
+	InputHasVars       bool              `long:"input-has-vars" description:"Apply variables to user input"`
 	DryRun             bool              `long:"dry-run" description:"Show what would be sent to the model without actually sending it"`
 	Serve              bool              `long:"serve" description:"Serve the Fabric Rest API"`
+	ServeOllama        bool              `long:"serveOllama" description:"Serve the Fabric Rest API with ollama endpoints"`
 	ServeAddress       string            `long:"address" description:"The address to bind the REST API" default:":8080"`
+	Config             string            `long:"config" description:"Path to YAML config file"`
 	Version            bool              `long:"version" description:"Print current version"`
+	ListExtensions     bool              `long:"listextensions" description:"List all registered extensions"`
+	AddExtension       string            `long:"addextension" description:"Register a new extension from config file path"`
+	RemoveExtension    string            `long:"rmextension" description:"Remove a registered extension by name"`
+}
+
+var debug = false
+
+func Debugf(format string, a ...interface{}) {
+	if debug {
+		fmt.Printf("DEBUG: "+format, a...)
+	}
 }
 
 // Init Initialize flags. returns a Flags struct and an error
 func Init() (ret *Flags, err error) {
-	var message string
+	// Track which yaml-configured flags were set on CLI
+	usedFlags := make(map[string]bool)
+	yamlArgsScan := os.Args[1:]
 
+	// Get list of fields that have yaml tags, could be in yaml config
+	yamlFields := make(map[string]bool)
+	t := reflect.TypeOf(Flags{})
+	for i := 0; i < t.NumField(); i++ {
+		if yamlTag := t.Field(i).Tag.Get("yaml"); yamlTag != "" {
+			yamlFields[yamlTag] = true
+			//Debugf("Found yaml-configured field: %s\n", yamlTag)
+		}
+	}
+
+	// Scan args for that are provided by cli and might be in yaml
+	for _, arg := range yamlArgsScan {
+		if strings.HasPrefix(arg, "--") {
+			flag := strings.TrimPrefix(arg, "--")
+			if i := strings.Index(flag, "="); i > 0 {
+				flag = flag[:i]
+			}
+			if yamlFields[flag] {
+				usedFlags[flag] = true
+				Debugf("CLI flag used: %s\n", flag)
+			}
+		}
+	}
+
+	// Parse CLI flags first
 	ret = &Flags{}
 	parser := flags.NewParser(ret, flags.Default)
 	var args []string
 	if args, err = parser.Parse(); err != nil {
-		return
+		return nil, err
 	}
 
-	info, _ := os.Stdin.Stat()
-	hasStdin := (info.Mode() & os.ModeCharDevice) == 0
+	// If config specified, load and apply YAML for unused flags
+	if ret.Config != "" {
+		yamlFlags, err := loadYAMLConfig(ret.Config)
+		if err != nil {
+			return nil, err
+		}
 
-	// takes input from stdin if it exists, otherwise takes input from args (the last argument)
-	if hasStdin {
-		if message, err = readStdin(); err != nil {
+		// Apply YAML values where CLI flags weren't used
+		flagsVal := reflect.ValueOf(ret).Elem()
+		yamlVal := reflect.ValueOf(yamlFlags).Elem()
+		flagsType := flagsVal.Type()
+
+		for i := 0; i < flagsType.NumField(); i++ {
+			field := flagsType.Field(i)
+			if yamlTag := field.Tag.Get("yaml"); yamlTag != "" {
+				if !usedFlags[yamlTag] {
+					flagField := flagsVal.Field(i)
+					yamlField := yamlVal.Field(i)
+					if flagField.CanSet() {
+						if yamlField.Type() != flagField.Type() {
+							if err := assignWithConversion(flagField, yamlField); err != nil {
+								Debugf("Type conversion failed for %s: %v\n", yamlTag, err)
+								continue
+							}
+						} else {
+							flagField.Set(yamlField)
+						}
+						Debugf("Applied YAML value for %s: %v\n", yamlTag, yamlField.Interface())
+					}
+				}
+			}
+		}
+	}
+
+	// Handle stdin and messages
+	info, _ := os.Stdin.Stat()
+	pipedToStdin := (info.Mode() & os.ModeCharDevice) == 0
+
+	// Append positional arguments to the message (custom message)
+	if len(args) > 0 {
+		ret.Message = AppendMessage(ret.Message, args[len(args)-1])
+	}
+
+	if pipedToStdin {
+		var pipedMessage string
+		if pipedMessage, err = readStdin(); err != nil {
 			return
 		}
-	} else if len(args) > 0 {
-		message = args[len(args)-1]
-	} else {
-		message = ""
+		ret.Message = AppendMessage(ret.Message, pipedMessage)
 	}
-	ret.Message = message
 
-	return
+	return ret, nil
+}
+
+func assignWithConversion(targetField, sourceField reflect.Value) error {
+	// Handle string source values
+	if sourceField.Kind() == reflect.String {
+		str := sourceField.String()
+		switch targetField.Kind() {
+		case reflect.Int:
+			// Try parsing as float first to handle "42.9" -> 42
+			if val, err := strconv.ParseFloat(str, 64); err == nil {
+				targetField.SetInt(int64(val))
+				return nil
+			}
+			// Try direct int parse
+			if val, err := strconv.ParseInt(str, 10, 64); err == nil {
+				targetField.SetInt(val)
+				return nil
+			}
+		case reflect.Float64:
+			if val, err := strconv.ParseFloat(str, 64); err == nil {
+				targetField.SetFloat(val)
+				return nil
+			}
+		case reflect.Bool:
+			if val, err := strconv.ParseBool(str); err == nil {
+				targetField.SetBool(val)
+				return nil
+			}
+		}
+		return fmt.Errorf("cannot convert string %q to %v", str, targetField.Kind())
+	}
+
+	return fmt.Errorf("unsupported conversion from %v to %v", sourceField.Kind(), targetField.Kind())
+}
+
+func loadYAMLConfig(configPath string) (*Flags, error) {
+	absPath, err := common.GetAbsolutePath(configPath)
+	if err != nil {
+		return nil, fmt.Errorf("invalid config path: %w", err)
+	}
+
+	data, err := os.ReadFile(absPath)
+	if err != nil {
+		if os.IsNotExist(err) {
+			return nil, fmt.Errorf("config file not found: %s", absPath)
+		}
+		return nil, fmt.Errorf("error reading config file: %w", err)
+	}
+
+	// Use the existing Flags struct for YAML unmarshal
+	config := &Flags{}
+	if err := yaml.Unmarshal(data, config); err != nil {
+		return nil, fmt.Errorf("error parsing config file: %w", err)
+	}
+
+	Debugf("Config: %v\n", config)
+
+	return config, nil
 }
 
 // readStdin reads from stdin and returns the input as a string or an error
-func readStdin() (string, error) {
+func readStdin() (ret string, err error) {
 	reader := bufio.NewReader(os.Stdin)
-	var input string
+	var sb strings.Builder
 	for {
 		line, err := reader.ReadString('\n')
 		if err != nil {
 			if errors.Is(err, io.EOF) {
+				sb.WriteString(line)
 				break
 			}
-			return "", fmt.Errorf("error reading from stdin: %w", err)
+			return "", fmt.Errorf("error reading piped message from stdin: %w", err)
 		}
-		input += line
+		sb.WriteString(line)
 	}
-	return input, nil
+	return sb.String(), nil
 }
 
 func (o *Flags) BuildChatOptions() (ret *common.ChatOptions) {
 	ret = &common.ChatOptions{
-		Temperature:      o.Temperature,
-		TopP:             o.TopP,
-		PresencePenalty:  o.PresencePenalty,
-		FrequencyPenalty: o.FrequencyPenalty,
-		Raw:              o.Raw,
-		Seed:             o.Seed,
+		Temperature:        o.Temperature,
+		TopP:               o.TopP,
+		PresencePenalty:    o.PresencePenalty,
+		FrequencyPenalty:   o.FrequencyPenalty,
+		Raw:                o.Raw,
+		Seed:               o.Seed,
+		ModelContextLength: o.ModelContextLength,
 	}
 	return
 }
 
-func (o *Flags) BuildChatRequest(Meta string) (ret *common.ChatRequest) {
+func (o *Flags) BuildChatRequest(Meta string) (ret *common.ChatRequest, err error) {
 	ret = &common.ChatRequest{
 		ContextName:      o.Context,
 		SessionName:      o.Session,
 		PatternName:      o.Pattern,
 		PatternVariables: o.PatternVariables,
-		Message:          o.Message,
+		InputHasVars:     o.InputHasVars,
 		Meta:             Meta,
 	}
+
+	var message *goopenai.ChatCompletionMessage
+	if o.Attachments == nil || len(o.Attachments) == 0 {
+		if o.Message != "" {
+			message = &goopenai.ChatCompletionMessage{
+				Role:    goopenai.ChatMessageRoleUser,
+				Content: strings.TrimSpace(o.Message),
+			}
+		}
+	} else {
+		message = &goopenai.ChatCompletionMessage{
+			Role: goopenai.ChatMessageRoleUser,
+		}
+
+		if o.Message != "" {
+			message.MultiContent = append(message.MultiContent, goopenai.ChatMessagePart{
+				Type: goopenai.ChatMessagePartTypeText,
+				Text: strings.TrimSpace(o.Message),
+			})
+		}
+
+		for _, attachmentValue := range o.Attachments {
+			var attachment *common.Attachment
+			if attachment, err = common.NewAttachment(attachmentValue); err != nil {
+				return
+			}
+			url := attachment.URL
+			if url == nil {
+				var base64Image string
+				if base64Image, err = attachment.Base64Content(); err != nil {
+					return
+				}
+				var mimeType string
+				if mimeType, err = attachment.ResolveType(); err != nil {
+					return
+				}
+				dataURL := fmt.Sprintf("data:%s;base64,%s", mimeType, base64Image)
+				url = &dataURL
+			}
+			message.MultiContent = append(message.MultiContent, goopenai.ChatMessagePart{
+				Type: goopenai.ChatMessagePartTypeImageURL,
+				ImageURL: &goopenai.ChatMessageImageURL{
+					URL: *url,
+				},
+			})
+		}
+	}
+	ret.Message = message
+
 	if o.Language != "" {
-		langTag, err := language.Parse(o.Language)
-		if err == nil {
+		if langTag, langErr := language.Parse(o.Language); langErr == nil {
 			ret.Language = langTag.String()
 		}
 	}
@@ -132,15 +326,28 @@ func (o *Flags) BuildChatRequest(Meta string) (ret *common.ChatRequest) {
 }
 
 func (o *Flags) AppendMessage(message string) {
-	if o.Message != "" {
-		o.Message = o.Message + "\n" + message
-	} else {
-		o.Message = message
-	}
+	o.Message = AppendMessage(o.Message, message)
 	return
 }
 
 func (o *Flags) IsChatRequest() (ret bool) {
-	ret = (o.Message != "" || o.Context != "") && (o.Session != "" || o.Pattern != "")
+	ret = o.Message != "" || len(o.Attachments) > 0 || o.Context != "" || o.Session != "" || o.Pattern != ""
+	return
+}
+
+func (o *Flags) WriteOutput(message string) (err error) {
+	fmt.Println(message)
+	if o.Output != "" {
+		err = CreateOutputFile(message, o.Output)
+	}
+	return
+}
+
+func AppendMessage(message string, newMessage string) (ret string) {
+	if message != "" {
+		ret = message + "\n" + newMessage
+	} else {
+		ret = newMessage
+	}
 	return
 }

cli/flags_test.go

@@ -88,21 +88,79 @@ func TestBuildChatOptionsDefaultSeed(t *testing.T) {
 	assert.Equal(t, expectedOptions, options)
 }
 
-func TestBuildChatRequest(t *testing.T) {
-	flags := &Flags{
-		Context: "test-context",
-		Session: "test-session",
-		Pattern: "test-pattern",
-		Message: "test-message",
+func TestInitWithYAMLConfig(t *testing.T) {
+	// Create a temporary YAML config file
+	configContent := `
+temperature: 0.9
+model: gpt-4
+pattern: analyze
+stream: true
+`
+	tmpfile, err := os.CreateTemp("", "config.*.yaml")
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer os.Remove(tmpfile.Name())
+
+	if _, err := tmpfile.Write([]byte(configContent)); err != nil {
+		t.Fatal(err)
+	}
+	if err := tmpfile.Close(); err != nil {
+		t.Fatal(err)
 	}
 
-	expectedRequest := &common.ChatRequest{
-		ContextName: "test-context",
-		SessionName: "test-session",
-		PatternName: "test-pattern",
-		Message:     "test-message",
-		Meta:        "test",
-	}
-	request := flags.BuildChatRequest("test")
-	assert.Equal(t, expectedRequest, request)
+	// Test 1: Basic YAML loading
+	t.Run("Load YAML config", func(t *testing.T) {
+		oldArgs := os.Args
+		defer func() { os.Args = oldArgs }()
+		os.Args = []string{"cmd", "--config", tmpfile.Name()}
+
+		flags, err := Init()
+		assert.NoError(t, err)
+		assert.Equal(t, 0.9, flags.Temperature)
+		assert.Equal(t, "gpt-4", flags.Model)
+		assert.Equal(t, "analyze", flags.Pattern)
+		assert.True(t, flags.Stream)
+	})
+
+	// Test 2: CLI overrides YAML
+	t.Run("CLI overrides YAML", func(t *testing.T) {
+		oldArgs := os.Args
+		defer func() { os.Args = oldArgs }()
+		os.Args = []string{"cmd", "--config", tmpfile.Name(), "--temperature", "0.7", "--model", "gpt-3.5-turbo"}
+
+		flags, err := Init()
+		assert.NoError(t, err)
+		assert.Equal(t, 0.7, flags.Temperature)
+		assert.Equal(t, "gpt-3.5-turbo", flags.Model)
+		assert.Equal(t, "analyze", flags.Pattern) // unchanged from YAML
+		assert.True(t, flags.Stream)              // unchanged from YAML
+	})
+
+	// Test 3: Invalid YAML config
+	t.Run("Invalid YAML config", func(t *testing.T) {
+		badConfig := `
+temperature: "not a float"
+model: 123  # should be string
+`
+		badfile, err := os.CreateTemp("", "bad-config.*.yaml")
+		if err != nil {
+			t.Fatal(err)
+		}
+		defer os.Remove(badfile.Name())
+
+		if _, err := badfile.Write([]byte(badConfig)); err != nil {
+			t.Fatal(err)
+		}
+		if err := badfile.Close(); err != nil {
+			t.Fatal(err)
+		}
+
+		oldArgs := os.Args
+		defer func() { os.Args = oldArgs }()
+		os.Args = []string{"cmd", "--config", badfile.Name()}
+
+		_, err = Init()
+		assert.Error(t, err)
+	})
 }

cli/output.go

@@ -22,6 +22,8 @@ func CreateOutputFile(message string, fileName string) (err error) {
 	defer file.Close()
 	if _, err = file.WriteString(message); err != nil {
 		err = fmt.Errorf("error writing to file: %v", err)
+	} else {
+		fmt.Printf("\n\n... written to %s\n", fileName)
 	}
 	return
 }

common/attachment.go

@@ -0,0 +1,170 @@
+package common
+
+import (
+	"bytes"
+	"crypto/sha256"
+	"encoding/base64"
+	"encoding/json"
+	"fmt"
+	"github.com/gabriel-vasile/mimetype"
+	"io/ioutil"
+	"net/http"
+	"os"
+	"path/filepath"
+)
+
+type Attachment struct {
+	Type    *string `json:"type,omitempty"`
+	Path    *string `json:"path,omitempty"`
+	URL     *string `json:"url,omitempty"`
+	Content []byte  `json:"content,omitempty"`
+	ID      *string `json:"id,omitempty"`
+}
+
+func (a *Attachment) GetId() (ret string, err error) {
+	if a.ID == nil {
+		var hash string
+		if a.Content != nil {
+			hash = fmt.Sprintf("%x", sha256.Sum256(a.Content))
+		} else if a.Path != nil {
+			var content []byte
+			if content, err = ioutil.ReadFile(*a.Path); err != nil {
+				return
+			}
+			hash = fmt.Sprintf("%x", sha256.Sum256(content))
+		} else if a.URL != nil {
+			data := map[string]string{"url": *a.URL}
+			var jsonData []byte
+			if jsonData, err = json.Marshal(data); err != nil {
+				return
+			}
+			hash = fmt.Sprintf("%x", sha256.Sum256(jsonData))
+		}
+		a.ID = &hash
+	}
+	ret = *a.ID
+	return
+}
+
+func (a *Attachment) ResolveType() (ret string, err error) {
+	if a.Type != nil {
+		ret = *a.Type
+		return
+	}
+	if a.Path != nil {
+		var mime *mimetype.MIME
+		if mime, err = mimetype.DetectFile(*a.Path); err != nil {
+			return
+		}
+		ret = mime.String()
+		return
+	}
+	if a.URL != nil {
+		var resp *http.Response
+		if resp, err = http.Head(*a.URL); err != nil {
+			return
+		}
+		defer resp.Body.Close()
+		ret = resp.Header.Get("Content-Type")
+		return
+	}
+	if a.Content != nil {
+		ret = mimetype.Detect(a.Content).String()
+		return
+	}
+	err = fmt.Errorf("attachment has no type and no content to derive it from")
+	return
+}
+
+func (a *Attachment) ContentBytes() (ret []byte, err error) {
+	if a.Content != nil {
+		ret = a.Content
+		return
+	}
+	if a.Path != nil {
+		if ret, err = ioutil.ReadFile(*a.Path); err != nil {
+			return
+		}
+		return
+	}
+	if a.URL != nil {
+		var resp *http.Response
+		if resp, err = http.Get(*a.URL); err != nil {
+			return
+		}
+		defer resp.Body.Close()
+		if ret, err = ioutil.ReadAll(resp.Body); err != nil {
+			return
+		}
+		return
+	}
+	err = fmt.Errorf("no content available")
+	return
+}
+
+func (a *Attachment) Base64Content() (ret string, err error) {
+	var content []byte
+	if content, err = a.ContentBytes(); err != nil {
+		return
+	}
+	ret = base64.StdEncoding.EncodeToString(content)
+	return
+}
+
+func NewAttachment(value string) (ret *Attachment, err error) {
+	if isURL(value) {
+		var mimeType string
+		if mimeType, err = detectMimeTypeFromURL(value); err != nil {
+			return
+		}
+		ret = &Attachment{
+			Type: &mimeType,
+			URL:  &value,
+		}
+		return
+	}
+
+	var absPath string
+	if absPath, err = filepath.Abs(value); err != nil {
+		return
+	}
+	if _, err = os.Stat(absPath); os.IsNotExist(err) {
+		err = fmt.Errorf("file %s does not exist", value)
+		return
+	}
+
+	var mimeType string
+	if mimeType, err = detectMimeTypeFromFile(absPath); err != nil {
+		return
+	}
+	ret = &Attachment{
+		Type: &mimeType,
+		Path: &absPath,
+	}
+	return
+}
+
+func detectMimeTypeFromURL(url string) (string, error) {
+	resp, err := http.Head(url)
+	if err != nil {
+		return "", err
+	}
+	defer resp.Body.Close()
+	mimeType := resp.Header.Get("Content-Type")
+	if mimeType == "" {
+		return "", fmt.Errorf("could not determine mimetype of URL")
+	}
+	return mimeType, nil
+}
+
+func detectMimeTypeFromFile(path string) (string, error) {
+	mime, err := mimetype.DetectFile(path)
+	if err != nil {
+		return "", err
+	}
+	return mime.String(), nil
+}
+
+func isURL(value string) bool {
+	return bytes.Contains([]byte(value), []byte("://"))
+}

common/domain.go

@@ -4,33 +4,30 @@ import goopenai "github.com/sashabaranov/go-openai"
 
 const ChatMessageRoleMeta = "meta"
 
-type Message struct {
-	Role    string `json:"role"`
-	Content string `json:"content"`
-}
-
 type ChatRequest struct {
 	ContextName      string
 	SessionName      string
 	PatternName      string
 	PatternVariables map[string]string
-	Message          string
+	Message          *goopenai.ChatCompletionMessage
 	Language         string
 	Meta             string
+	InputHasVars     bool
 }
 
 type ChatOptions struct {
-	Model            string
-	Temperature      float64
-	TopP             float64
-	PresencePenalty  float64
-	FrequencyPenalty float64
-	Raw              bool
-	Seed             int
+	Model              string
+	Temperature        float64
+	TopP               float64
+	PresencePenalty    float64
+	FrequencyPenalty   float64
+	Raw                bool
+	Seed               int
+	ModelContextLength int
 }
 
 // NormalizeMessages remove empty messages and ensure messages order user-assist-user
-func NormalizeMessages(msgs []*Message, defaultUserMessage string) (ret []*Message) {
+func NormalizeMessages(msgs []*goopenai.ChatCompletionMessage, defaultUserMessage string) (ret []*goopenai.ChatCompletionMessage) {
 	// Iterate over messages to enforce the odd position rule for user messages
 	fullMessageIndex := 0
 	for _, message := range msgs {
@@ -41,7 +38,7 @@ func NormalizeMessages(msgs []*Message, defaultUserMessage string) (ret []*Messa
 
 		// Ensure, that each odd position shall be a user message
 		if fullMessageIndex%2 == 0 && message.Role != goopenai.ChatMessageRoleUser {
-			ret = append(ret, &Message{Role: goopenai.ChatMessageRoleUser, Content: defaultUserMessage})
+			ret = append(ret, &goopenai.ChatCompletionMessage{Role: goopenai.ChatMessageRoleUser, Content: defaultUserMessage})
 			fullMessageIndex++
 		}
 		ret = append(ret, message)

common/domain_test.go

@@ -7,7 +7,7 @@ import (
 )
 
 func TestNormalizeMessages(t *testing.T) {
-	msgs := []*Message{
+	msgs := []*goopenai.ChatCompletionMessage{
 		{Role: goopenai.ChatMessageRoleUser, Content: "Hello"},
 		{Role: goopenai.ChatMessageRoleAssistant, Content: "Hi there!"},
 		{Role: goopenai.ChatMessageRoleUser, Content: ""},
@@ -15,7 +15,7 @@ func TestNormalizeMessages(t *testing.T) {
 		{Role: goopenai.ChatMessageRoleUser, Content: "How are you?"},
 	}
 
-	expected := []*Message{
+	expected := []*goopenai.ChatCompletionMessage{
 		{Role: goopenai.ChatMessageRoleUser, Content: "Hello"},
 		{Role: goopenai.ChatMessageRoleAssistant, Content: "Hi there!"},
 		{Role: goopenai.ChatMessageRoleUser, Content: "How are you?"},

common/utils.go

@@ -0,0 +1,73 @@
+package common
+
+import (
+	"errors"
+	"fmt"
+	"os"
+	"path/filepath"
+	"runtime"
+	"strings"
+)
+
+// GetAbsolutePath resolves a given path to its absolute form, handling ~, ./, ../, UNC paths, and symlinks.
+func GetAbsolutePath(path string) (string, error) {
+	if path == "" {
+		return "", errors.New("path is empty")
+	}
+
+	// Handle UNC paths on Windows
+	if runtime.GOOS == "windows" && strings.HasPrefix(path, `\\`) {
+		return path, nil
+	}
+
+	// Handle ~ for home directory expansion
+	if strings.HasPrefix(path, "~") {
+		home, err := os.UserHomeDir()
+		if err != nil {
+			return "", errors.New("could not resolve home directory")
+		}
+		path = filepath.Join(home, path[1:])
+	}
+
+	// Convert to absolute path
+	absPath, err := filepath.Abs(path)
+	if err != nil {
+		return "", errors.New("could not get absolute path")
+	}
+
+	// Resolve symlinks, but allow non-existent paths
+	resolvedPath, err := filepath.EvalSymlinks(absPath)
+	if err == nil {
+		return resolvedPath, nil
+	}
+	if os.IsNotExist(err) {
+		// Return the absolute path for non-existent paths
+		return absPath, nil
+	}
+
+	return "", fmt.Errorf("could not resolve symlinks: %w", err)
+}
+
+// Helper function to check if a symlink points to a directory
+func IsSymlinkToDir(path string) bool {
+	fileInfo, err := os.Lstat(path)
+	if err != nil {
+		return false
+	}
+
+	if fileInfo.Mode()&os.ModeSymlink != 0 {
+		resolvedPath, err := filepath.EvalSymlinks(path)
+		if err != nil {
+			return false
+		}
+
+		fileInfo, err = os.Stat(resolvedPath)
+		if err != nil {
+			return false
+		}
+
+		return fileInfo.IsDir()
+	}
+
+	return false // Regular directories should not be treated as symlinks
+}

core/chatter.go

@@ -3,11 +3,14 @@ package core
 import (
 	"context"
 	"fmt"
+	"strings"
+
+	goopenai "github.com/sashabaranov/go-openai"
+
 	"github.com/danielmiessler/fabric/common"
 	"github.com/danielmiessler/fabric/plugins/ai"
 	"github.com/danielmiessler/fabric/plugins/db/fsdb"
-	goopenai "github.com/sashabaranov/go-openai"
-	"strings"
+	"github.com/danielmiessler/fabric/plugins/template"
 )
 
 const NoSessionPatternUserMessages = "no session, pattern or user messages provided"
@@ -18,8 +21,9 @@ type Chatter struct {
 	Stream bool
 	DryRun bool
 
-	model  string
-	vendor ai.Vendor
+	model              string
+	modelContextLength int
+	vendor             ai.Vendor
 }
 
 func (o *Chatter) Send(request *common.ChatRequest, opts *common.ChatOptions) (session *fsdb.Session, err error) {
@@ -27,10 +31,23 @@ func (o *Chatter) Send(request *common.ChatRequest, opts *common.ChatOptions) (s
 		return
 	}
 
+	vendorMessages := session.GetVendorMessages()
+	if len(vendorMessages) == 0 {
+		if session.Name != "" {
+			err = o.db.Sessions.SaveSession(session)
+		}
+		err = fmt.Errorf("no messages provided")
+		return
+	}
+
 	if opts.Model == "" {
 		opts.Model = o.model
 	}
 
+	if opts.ModelContextLength == 0 {
+		opts.ModelContextLength = o.modelContextLength
+	}
+
 	message := ""
 
 	if o.Stream {
@@ -57,7 +74,7 @@ func (o *Chatter) Send(request *common.ChatRequest, opts *common.ChatOptions) (s
 		return
 	}
 
-	session.Append(&common.Message{Role: goopenai.ChatMessageRoleAssistant, Content: message})
+	session.Append(&goopenai.ChatCompletionMessage{Role: goopenai.ChatMessageRoleAssistant, Content: message})
 
 	if session.Name != "" {
 		err = o.db.Sessions.SaveSession(session)
@@ -66,6 +83,7 @@ func (o *Chatter) Send(request *common.ChatRequest, opts *common.ChatOptions) (s
 }
 
 func (o *Chatter) BuildSession(request *common.ChatRequest, raw bool) (session *fsdb.Session, err error) {
+	// If a session name is provided, retrieve it from the database
 	if request.SessionName != "" {
 		var sess *fsdb.Session
 		if sess, err = o.db.Sessions.Get(request.SessionName); err != nil {
@@ -78,9 +96,10 @@ func (o *Chatter) BuildSession(request *common.ChatRequest, raw bool) (session *
 	}
 
 	if request.Meta != "" {
-		session.Append(&common.Message{Role: common.ChatMessageRoleMeta, Content: request.Meta})
+		session.Append(&goopenai.ChatCompletionMessage{Role: common.ChatMessageRoleMeta, Content: request.Meta})
 	}
 
+	// if a context name is provided, retrieve it from the database
 	var contextContent string
 	if request.ContextName != "" {
 		var ctx *fsdb.Context
@@ -91,40 +110,61 @@ func (o *Chatter) BuildSession(request *common.ChatRequest, raw bool) (session *
 		contextContent = ctx.Content
 	}
 
+	// Process any template variables in the message content (user input)
+	// Double curly braces {{variable}} indicate template substitution
+	// Ensure we have a message before processing, other wise we'll get an error when we pass to pattern.go
+	if request.Message == nil {
+		request.Message = &goopenai.ChatCompletionMessage{
+			Role:    goopenai.ChatMessageRoleUser,
+			Content: " ",
+		}
+	}
+
+	// Now we know request.Message is not nil, process template variables
+	if request.InputHasVars {
+		request.Message.Content, err = template.ApplyTemplate(request.Message.Content, request.PatternVariables, "")
+		if err != nil {
+			return nil, err
+		}
+	}
+
 	var patternContent string
 	if request.PatternName != "" {
-		var pattern *fsdb.Pattern
-		if pattern, err = o.db.Patterns.GetApplyVariables(request.PatternName, request.PatternVariables); err != nil {
-			err = fmt.Errorf("could not find pattern %s: %v", request.PatternName, err)
-			return
-		}
+		pattern, err := o.db.Patterns.GetApplyVariables(request.PatternName, request.PatternVariables, request.Message.Content)
+		// pattrn will now contain user input, and all variables will be resolved, or errored
 
-		if pattern.Pattern != "" {
-			patternContent = pattern.Pattern
+		if err != nil {
+			return nil, fmt.Errorf("could not get pattern %s: %v", request.PatternName, err)
 		}
+		patternContent = pattern.Pattern
 	}
 
 	systemMessage := strings.TrimSpace(contextContent) + strings.TrimSpace(patternContent)
 	if request.Language != "" {
 		systemMessage = fmt.Sprintf("%s. Please use the language '%s' for the output.", systemMessage, request.Language)
 	}
-	userMessage := strings.TrimSpace(request.Message)
 
 	if raw {
-		// use the user role instead of the system role in raw mode
-		message := systemMessage + userMessage
-		if message != "" {
-			session.Append(&common.Message{Role: goopenai.ChatMessageRoleUser, Content: message})
+		if request.Message != nil {
+			if systemMessage != "" {
+				request.Message.Content = systemMessage
+				// system contains pattern which contains user input
+			}
+		} else {
+			if systemMessage != "" {
+				request.Message = &goopenai.ChatCompletionMessage{Role: goopenai.ChatMessageRoleSystem, Content: systemMessage}
+			}
 		}
 	} else {
 		if systemMessage != "" {
-			session.Append(&common.Message{Role: goopenai.ChatMessageRoleSystem, Content: systemMessage})
-		}
-		if userMessage != "" {
-			session.Append(&common.Message{Role: goopenai.ChatMessageRoleUser, Content: userMessage})
+			session.Append(&goopenai.ChatCompletionMessage{Role: goopenai.ChatMessageRoleSystem, Content: systemMessage})
 		}
 	}
 
+	if request.Message != nil {
+		session.Append(request.Message)
+	}
+
 	if session.IsEmpty() {
 		session = nil
 		err = fmt.Errorf(NoSessionPatternUserMessages)

core/plugin_registry.go

@@ -3,15 +3,17 @@ package core
 import (
 	"bytes"
 	"fmt"
-	"github.com/danielmiessler/fabric/common"
-	"github.com/danielmiessler/fabric/plugins/ai/azure"
-	"github.com/danielmiessler/fabric/plugins/tools"
-	"github.com/samber/lo"
+	"os"
+	"path/filepath"
 	"strconv"
 
+	"github.com/samber/lo"
+
+	"github.com/danielmiessler/fabric/common"
 	"github.com/danielmiessler/fabric/plugins"
 	"github.com/danielmiessler/fabric/plugins/ai"
 	"github.com/danielmiessler/fabric/plugins/ai/anthropic"
+	"github.com/danielmiessler/fabric/plugins/ai/azure"
 	"github.com/danielmiessler/fabric/plugins/ai/dryrun"
 	"github.com/danielmiessler/fabric/plugins/ai/gemini"
 	"github.com/danielmiessler/fabric/plugins/ai/groq"
@@ -21,12 +23,14 @@ import (
 	"github.com/danielmiessler/fabric/plugins/ai/openrouter"
 	"github.com/danielmiessler/fabric/plugins/ai/siliconcloud"
 	"github.com/danielmiessler/fabric/plugins/db/fsdb"
+	"github.com/danielmiessler/fabric/plugins/template"
+	"github.com/danielmiessler/fabric/plugins/tools"
 	"github.com/danielmiessler/fabric/plugins/tools/jina"
 	"github.com/danielmiessler/fabric/plugins/tools/lang"
 	"github.com/danielmiessler/fabric/plugins/tools/youtube"
 )
 
-func NewPluginRegistry(db *fsdb.Db) (ret *PluginRegistry) {
+func NewPluginRegistry(db *fsdb.Db) (ret *PluginRegistry, err error) {
 	ret = &PluginRegistry{
 		Db:             db,
 		VendorManager:  ai.NewVendorsManager(),
@@ -37,10 +41,19 @@ func NewPluginRegistry(db *fsdb.Db) (ret *PluginRegistry) {
 		Jina:           jina.NewClient(),
 	}
 
-	ret.Defaults = tools.NeeDefaults(ret.VendorManager.GetModels)
+	var homedir string
+	if homedir, err = os.UserHomeDir(); err != nil {
+		return
+	}
+	ret.TemplateExtensions = template.NewExtensionManager(filepath.Join(homedir, ".config/fabric"))
+
+	ret.Defaults = tools.NeeDefaults(ret.GetModels)
 
 	ret.VendorsAll.AddVendors(openai.NewClient(), ollama.NewClient(), azure.NewClient(), groq.NewClient(),
-		gemini.NewClient(), anthropic.NewClient(), siliconcloud.NewClient(), openrouter.NewClient(), mistral.NewClient())
+		gemini.NewClient(),
+		//gemini_openai.NewClient(),
+		anthropic.NewClient(), siliconcloud.NewClient(),
+		openrouter.NewClient(), mistral.NewClient())
 	_ = ret.Configure()
 
 	return
@@ -49,13 +62,14 @@ func NewPluginRegistry(db *fsdb.Db) (ret *PluginRegistry) {
 type PluginRegistry struct {
 	Db *fsdb.Db
 
-	VendorManager  *ai.VendorsManager
-	VendorsAll     *ai.VendorsManager
-	Defaults       *tools.Defaults
-	PatternsLoader *tools.PatternsLoader
-	YouTube        *youtube.YouTube
-	Language       *lang.Language
-	Jina           *jina.Client
+	VendorManager      *ai.VendorsManager
+	VendorsAll         *ai.VendorsManager
+	Defaults           *tools.Defaults
+	PatternsLoader     *tools.PatternsLoader
+	YouTube            *youtube.YouTube
+	Language           *lang.Language
+	Jina               *jina.Client
+	TemplateExtensions *template.ExtensionManager
 }
 
 func (o *PluginRegistry) SaveEnvFile() (err error) {
@@ -79,7 +93,7 @@ func (o *PluginRegistry) SaveEnvFile() (err error) {
 
 func (o *PluginRegistry) Setup() (err error) {
 	setupQuestion := plugins.NewSetupQuestion("Enter the number of the plugin to setup")
-	groupsPlugins := common.NewGroupsItemsSelector[plugins.Plugin]("Available plugins",
+	groupsPlugins := common.NewGroupsItemsSelector[plugins.Plugin]("Available plugins (please configure all required plugins):",
 		func(plugin plugins.Plugin) string {
 			var configuredLabel string
 			if plugin.IsConfigured() {
@@ -125,7 +139,8 @@ func (o *PluginRegistry) Setup() (err error) {
 			}
 
 			if _, ok := o.VendorManager.VendorsByName[plugin.GetName()]; !ok {
-				if vendor, ok := plugin.(ai.Vendor); ok {
+				var vendor ai.Vendor
+				if vendor, ok = plugin.(ai.Vendor); ok {
 					o.VendorManager.AddVendors(vendor)
 				}
 			}
@@ -147,13 +162,24 @@ func (o *PluginRegistry) SetupVendor(vendorName string) (err error) {
 	return
 }
 
-// Configure buildClient VendorsController based on the environment variables
-func (o *PluginRegistry) Configure() (err error) {
+func (o *PluginRegistry) ConfigureVendors() {
+	o.VendorManager.Clear()
 	for _, vendor := range o.VendorsAll.Vendors {
 		if vendorErr := vendor.Configure(); vendorErr == nil {
 			o.VendorManager.AddVendors(vendor)
 		}
 	}
+}
+
+func (o *PluginRegistry) GetModels() (ret *ai.VendorsModels, err error) {
+	o.ConfigureVendors()
+	ret, err = o.VendorManager.GetModels()
+	return
+}
+
+// Configure buildClient VendorsController based on the environment variables
+func (o *PluginRegistry) Configure() (err error) {
+	o.ConfigureVendors()
 	_ = o.Defaults.Configure()
 	_ = o.PatternsLoader.Configure()
 
@@ -164,7 +190,7 @@ func (o *PluginRegistry) Configure() (err error) {
 	return
 }
 
-func (o *PluginRegistry) GetChatter(model string, stream bool, dryRun bool) (ret *Chatter, err error) {
+func (o *PluginRegistry) GetChatter(model string, modelContextLength int, stream bool, dryRun bool) (ret *Chatter, err error) {
 	ret = &Chatter{
 		db:     o.Db,
 		Stream: stream,
@@ -172,9 +198,20 @@ func (o *PluginRegistry) GetChatter(model string, stream bool, dryRun bool) (ret
 	}
 
 	defaultModel := o.Defaults.Model.Value
+	defaultModelContextLength, err := strconv.Atoi(o.Defaults.ModelContextLength.Value)
 	defaultVendor := o.Defaults.Vendor.Value
 	vendorManager := o.VendorManager
 
+	if err != nil {
+		defaultModelContextLength = 0
+		err = nil
+	}
+
+	ret.modelContextLength = modelContextLength
+	if ret.modelContextLength == 0 {
+		ret.modelContextLength = defaultModelContextLength
+	}
+
 	if dryRun {
 		ret.vendor = dryrun.NewClient()
 		ret.model = model
@@ -194,9 +231,15 @@ func (o *PluginRegistry) GetChatter(model string, stream bool, dryRun bool) (ret
 	}
 
 	if ret.vendor == nil {
+		var errMsg string
+		if defaultModel == "" || defaultVendor == "" {
+			errMsg = "Please run, fabric --setup, and select default model and vendor."
+		} else {
+			errMsg = "could not find vendor."
+		}
 		err = fmt.Errorf(
-			"could not find vendor.\n Model = %s\n Model = %s\n Vendor = %s",
-			model, defaultModel, defaultVendor)
+			" Requested Model = %s\n Default Model = %s\n Default Vendor = %s.\n\n%s",
+			model, defaultModel, defaultVendor, errMsg)
 		return
 	}
 	return

core/plugin_registry_test.go

@@ -1,15 +1,20 @@
 package core
 
 import (
-	"github.com/danielmiessler/fabric/plugins/db/fsdb"
 	"os"
 	"testing"
+
+	"github.com/danielmiessler/fabric/plugins/db/fsdb"
 )
 
 func TestSaveEnvFile(t *testing.T) {
-	registry := NewPluginRegistry(fsdb.NewDb(os.TempDir()))
+	db := fsdb.NewDb(os.TempDir())
+	registry, err := NewPluginRegistry(db)
+	if err != nil {
+		t.Fatalf("NewPluginRegistry() error = %v", err)
+	}
 
-	err := registry.SaveEnvFile()
+	err = registry.SaveEnvFile()
 	if err != nil {
 		t.Fatalf("SaveEnvFile() error = %v", err)
 	}

docker-compose.yml

@@ -0,0 +1,11 @@
+version: '3.8'
+
+services:
+  fabric-api:
+    build: .
+    ports:
+      - "8080:8080"
+    volumes:
+      - ./ENV:/root/.config/fabric/.env:ro
+    environment:
+      - GIN_MODE=release 

flake.lock

@@ -0,0 +1,119 @@
+{
+  "nodes": {
+    "flake-utils": {
+      "inputs": {
+        "systems": "systems"
+      },
+      "locked": {
+        "lastModified": 1694529238,
+        "narHash": "sha256-zsNZZGTGnMOf9YpHKJqMSsa0dXbfmxeoJ7xHlrt+xmY=",
+        "owner": "numtide",
+        "repo": "flake-utils",
+        "rev": "ff7b65b44d01cf9ba6a71320833626af21126384",
+        "type": "github"
+      },
+      "original": {
+        "owner": "numtide",
+        "repo": "flake-utils",
+        "type": "github"
+      }
+    },
+    "gomod2nix": {
+      "inputs": {
+        "flake-utils": "flake-utils",
+        "nixpkgs": [
+          "nixpkgs"
+        ]
+      },
+      "locked": {
+        "lastModified": 1729448365,
+        "narHash": "sha256-oquZeWTYWTr5IxfwEzgsxjtD8SSFZYLdO9DaQb70vNU=",
+        "owner": "nix-community",
+        "repo": "gomod2nix",
+        "rev": "5d387097aa716f35dd99d848dc26d8d5b62a104c",
+        "type": "github"
+      },
+      "original": {
+        "owner": "nix-community",
+        "repo": "gomod2nix",
+        "type": "github"
+      }
+    },
+    "nixpkgs": {
+      "locked": {
+        "lastModified": 1729665710,
+        "narHash": "sha256-AlcmCXJZPIlO5dmFzV3V2XF6x/OpNWUV8Y/FMPGd8Z4=",
+        "owner": "nixos",
+        "repo": "nixpkgs",
+        "rev": "2768c7d042a37de65bb1b5b3268fc987e534c49d",
+        "type": "github"
+      },
+      "original": {
+        "owner": "nixos",
+        "ref": "nixos-unstable",
+        "repo": "nixpkgs",
+        "type": "github"
+      }
+    },
+    "root": {
+      "inputs": {
+        "gomod2nix": "gomod2nix",
+        "nixpkgs": "nixpkgs",
+        "systems": "systems_2",
+        "treefmt-nix": "treefmt-nix"
+      }
+    },
+    "systems": {
+      "locked": {
+        "lastModified": 1681028828,
+        "narHash": "sha256-Vy1rq5AaRuLzOxct8nz4T6wlgyUR7zLU309k9mBC768=",
+        "owner": "nix-systems",
+        "repo": "default",
+        "rev": "da67096a3b9bf56a91d16901293e51ba5b49a27e",
+        "type": "github"
+      },
+      "original": {
+        "owner": "nix-systems",
+        "repo": "default",
+        "type": "github"
+      }
+    },
+    "systems_2": {
+      "locked": {
+        "lastModified": 1681028828,
+        "narHash": "sha256-Vy1rq5AaRuLzOxct8nz4T6wlgyUR7zLU309k9mBC768=",
+        "owner": "nix-systems",
+        "repo": "default",
+        "rev": "da67096a3b9bf56a91d16901293e51ba5b49a27e",
+        "type": "github"
+      },
+      "original": {
+        "owner": "nix-systems",
+        "repo": "default",
+        "type": "github"
+      }
+    },
+    "treefmt-nix": {
+      "inputs": {
+        "nixpkgs": [
+          "nixpkgs"
+        ]
+      },
+      "locked": {
+        "lastModified": 1729613947,
+        "narHash": "sha256-XGOvuIPW1XRfPgHtGYXd5MAmJzZtOuwlfKDgxX5KT3s=",
+        "owner": "numtide",
+        "repo": "treefmt-nix",
+        "rev": "aac86347fb5063960eccb19493e0cadcdb4205ca",
+        "type": "github"
+      },
+      "original": {
+        "owner": "numtide",
+        "repo": "treefmt-nix",
+        "type": "github"
+      }
+    }
+  },
+  "root": "root",
+  "version": 7
+}

flake.nix

@@ -0,0 +1,72 @@
+{
+  description = "Fabric is an open-source framework for augmenting humans using AI. It provides a modular framework for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere";
+
+  inputs = {
+    nixpkgs.url = "github:nixos/nixpkgs/nixos-unstable";
+    systems.url = "github:nix-systems/default";
+
+    treefmt-nix = {
+      url = "github:numtide/treefmt-nix";
+      inputs.nixpkgs.follows = "nixpkgs";
+    };
+
+    gomod2nix = {
+      url = "github:nix-community/gomod2nix";
+      inputs.nixpkgs.follows = "nixpkgs";
+    };
+  };
+
+  outputs =
+    {
+      self,
+      nixpkgs,
+      systems,
+      treefmt-nix,
+      gomod2nix,
+      ...
+    }:
+    let
+      forAllSystems = nixpkgs.lib.genAttrs (import systems);
+
+      treefmtEval = forAllSystems (
+        system:
+        let
+          pkgs = nixpkgs.legacyPackages.${system};
+        in
+        treefmt-nix.lib.evalModule pkgs ./treefmt.nix
+      );
+    in
+    {
+      formatter = forAllSystems (system: treefmtEval.${system}.config.build.wrapper);
+
+      checks = forAllSystems (system: {
+        formatting = treefmtEval.${system}.config.build.check self;
+      });
+
+      devShells = forAllSystems (
+        system:
+        let
+          pkgs = nixpkgs.legacyPackages.${system};
+          goEnv = gomod2nix.legacyPackages.${system}.mkGoEnv { pwd = ./.; };
+        in
+        import ./shell.nix {
+          inherit pkgs goEnv;
+          inherit (gomod2nix.legacyPackages.${system}) gomod2nix;
+        }
+      );
+
+      packages = forAllSystems (
+        system:
+        let
+          pkgs = nixpkgs.legacyPackages.${system};
+        in
+        {
+          default = self.packages.${system}.fabric;
+          fabric = pkgs.callPackage ./pkgs/fabric {
+            inherit (gomod2nix.legacyPackages.${system}) buildGoApplication;
+          };
+          inherit (gomod2nix.legacyPackages.${system}) gomod2nix;
+        }
+      );
+    };
+}

go.mod

@@ -1,59 +1,62 @@
 module github.com/danielmiessler/fabric
 
-go 1.22.5
+go 1.22.8
+
+toolchain go1.23.1
 
 require (
 	github.com/anaskhan96/soup v1.2.5
+	github.com/anthropics/anthropic-sdk-go v0.2.0-alpha.4
 	github.com/atotto/clipboard v0.1.4
+	github.com/gabriel-vasile/mimetype v1.4.6
 	github.com/gin-gonic/gin v1.10.0
 	github.com/go-git/go-git/v5 v5.12.0
-	github.com/go-shiori/go-readability v0.0.0-20240923125239-59a7bd165825
+	github.com/go-shiori/go-readability v0.0.0-20241012063810-92284fa8a71f
 	github.com/google/generative-ai-go v0.18.0
 	github.com/jessevdk/go-flags v1.6.1
 	github.com/joho/godotenv v1.5.1
-	github.com/liushuangls/go-anthropic/v2 v2.8.0
-	github.com/ollama/ollama v0.3.11
+	github.com/ollama/ollama v0.4.1
 	github.com/otiai10/copy v1.14.0
 	github.com/pkg/errors v0.9.1
 	github.com/samber/lo v1.47.0
-	github.com/sashabaranov/go-openai v1.30.0
+	github.com/sashabaranov/go-openai v1.35.6
 	github.com/stretchr/testify v1.9.0
-	golang.org/x/text v0.19.0
-	google.golang.org/api v0.197.0
+	golang.org/x/text v0.20.0
+	google.golang.org/api v0.205.0
+	gopkg.in/yaml.v2 v2.4.0
 )
 
 require (
-	cloud.google.com/go v0.115.1 // indirect
-	cloud.google.com/go/ai v0.8.2 // indirect
-	cloud.google.com/go/auth v0.9.4 // indirect
-	cloud.google.com/go/auth/oauth2adapt v0.2.4 // indirect
-	cloud.google.com/go/compute/metadata v0.5.1 // indirect
-	cloud.google.com/go/longrunning v0.6.1 // indirect
+	cloud.google.com/go v0.116.0 // indirect
+	cloud.google.com/go/ai v0.8.0 // indirect
+	cloud.google.com/go/auth v0.10.1 // indirect
+	cloud.google.com/go/auth/oauth2adapt v0.2.5 // indirect
+	cloud.google.com/go/compute/metadata v0.5.2 // indirect
+	cloud.google.com/go/longrunning v0.5.7 // indirect
 	dario.cat/mergo v1.0.1 // indirect
 	github.com/Microsoft/go-winio v0.6.2 // indirect
-	github.com/ProtonMail/go-crypto v1.0.0 // indirect
+	github.com/ProtonMail/go-crypto v1.1.2 // indirect
 	github.com/andybalholm/cascadia v1.3.2 // indirect
 	github.com/araddon/dateparse v0.0.0-20210429162001-6b43995a97de // indirect
-	github.com/bytedance/sonic v1.11.6 // indirect
-	github.com/bytedance/sonic/loader v0.1.1 // indirect
-	github.com/cloudflare/circl v1.4.0 // indirect
+	github.com/bytedance/sonic v1.12.4 // indirect
+	github.com/bytedance/sonic/loader v0.2.1 // indirect
+	github.com/cloudflare/circl v1.5.0 // indirect
 	github.com/cloudwego/base64x v0.1.4 // indirect
 	github.com/cloudwego/iasm v0.2.0 // indirect
-	github.com/cyphar/filepath-securejoin v0.3.2 // indirect
+	github.com/cyphar/filepath-securejoin v0.3.4 // indirect
 	github.com/davecgh/go-spew v1.1.1 // indirect
 	github.com/emirpasic/gods v1.18.1 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
-	github.com/gabriel-vasile/mimetype v1.4.3 // indirect
 	github.com/gin-contrib/sse v0.1.0 // indirect
 	github.com/go-git/gcfg v1.5.1-0.20230307220236-3a3c6141e376 // indirect
-	github.com/go-git/go-billy/v5 v5.5.0 // indirect
+	github.com/go-git/go-billy/v5 v5.6.0 // indirect
 	github.com/go-logr/logr v1.4.2 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
 	github.com/go-playground/locales v0.14.1 // indirect
 	github.com/go-playground/universal-translator v0.18.1 // indirect
-	github.com/go-playground/validator/v10 v10.20.0 // indirect
+	github.com/go-playground/validator/v10 v10.22.1 // indirect
 	github.com/go-shiori/dom v0.0.0-20230515143342-73569d674e1c // indirect
-	github.com/goccy/go-json v0.10.2 // indirect
+	github.com/goccy/go-json v0.10.3 // indirect
 	github.com/gogs/chardet v0.0.0-20211120154057-b7413eaefb8f // indirect
 	github.com/golang/groupcache v0.0.0-20210331224755-41bb18bfe9da // indirect
 	github.com/google/s2a-go v0.1.8 // indirect
@@ -63,36 +66,40 @@ require (
 	github.com/jbenet/go-context v0.0.0-20150711004518-d14ea06fba99 // indirect
 	github.com/json-iterator/go v1.1.12 // indirect
 	github.com/kevinburke/ssh_config v1.2.0 // indirect
-	github.com/klauspost/cpuid/v2 v2.2.7 // indirect
+	github.com/klauspost/cpuid/v2 v2.2.9 // indirect
 	github.com/leodido/go-urn v1.4.0 // indirect
 	github.com/mattn/go-isatty v0.0.20 // indirect
 	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
 	github.com/modern-go/reflect2 v1.0.2 // indirect
-	github.com/pelletier/go-toml/v2 v2.2.2 // indirect
+	github.com/pelletier/go-toml/v2 v2.2.3 // indirect
 	github.com/pjbgf/sha1cd v0.3.0 // indirect
 	github.com/pmezard/go-difflib v1.0.0 // indirect
 	github.com/sergi/go-diff v1.3.2-0.20230802210424-5b0b94c5c0d3 // indirect
 	github.com/skeema/knownhosts v1.3.0 // indirect
+	github.com/tidwall/gjson v1.14.4 // indirect
+	github.com/tidwall/match v1.1.1 // indirect
+	github.com/tidwall/pretty v1.2.1 // indirect
+	github.com/tidwall/sjson v1.2.5 // indirect
 	github.com/twitchyliquid64/golang-asm v0.15.1 // indirect
 	github.com/ugorji/go/codec v1.2.12 // indirect
 	github.com/xanzy/ssh-agent v0.3.3 // indirect
 	go.opencensus.io v0.24.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.55.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.55.0 // indirect
-	go.opentelemetry.io/otel v1.30.0 // indirect
-	go.opentelemetry.io/otel/metric v1.30.0 // indirect
-	go.opentelemetry.io/otel/trace v1.30.0 // indirect
-	golang.org/x/arch v0.8.0 // indirect
-	golang.org/x/crypto v0.28.0 // indirect
-	golang.org/x/net v0.30.0 // indirect
-	golang.org/x/oauth2 v0.23.0 // indirect
-	golang.org/x/sync v0.8.0 // indirect
-	golang.org/x/sys v0.26.0 // indirect
-	golang.org/x/time v0.6.0 // indirect
-	google.golang.org/genproto/googleapis/api v0.0.0-20240903143218-8af14fe29dc1 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20240903143218-8af14fe29dc1 // indirect
-	google.golang.org/grpc v1.66.2 // indirect
-	google.golang.org/protobuf v1.34.2 // indirect
+	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.54.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.57.0 // indirect
+	go.opentelemetry.io/otel v1.32.0 // indirect
+	go.opentelemetry.io/otel/metric v1.32.0 // indirect
+	go.opentelemetry.io/otel/trace v1.32.0 // indirect
+	golang.org/x/arch v0.12.0 // indirect
+	golang.org/x/crypto v0.29.0 // indirect
+	golang.org/x/net v0.31.0 // indirect
+	golang.org/x/oauth2 v0.24.0 // indirect
+	golang.org/x/sync v0.9.0 // indirect
+	golang.org/x/sys v0.27.0 // indirect
+	golang.org/x/time v0.7.0 // indirect
+	google.golang.org/genproto/googleapis/api v0.0.0-20241021214115-324edc3d5d38 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20241104194629-dd2ea8efbc28 // indirect
+	google.golang.org/grpc v1.68.0 // indirect
+	google.golang.org/protobuf v1.35.1 // indirect
 	gopkg.in/warnings.v0 v0.1.2 // indirect
 	gopkg.in/yaml.v3 v3.0.1 // indirect
 )

go.sum

@@ -1,53 +1,54 @@
 cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw=
-cloud.google.com/go v0.115.1 h1:Jo0SM9cQnSkYfp44+v+NQXHpcHqlnRJk2qxh6yvxxxQ=
-cloud.google.com/go v0.115.1/go.mod h1:DuujITeaufu3gL68/lOFIirVNJwQeyf5UXyi+Wbgknc=
-cloud.google.com/go/ai v0.8.2 h1:LEaQwqBv+k2ybrcdTtCTc9OPZXoEdcQaGrfvDYS6Bnk=
-cloud.google.com/go/ai v0.8.2/go.mod h1:Wb3EUUGWwB6yHBaUf/+oxUq/6XbCaU1yh0GrwUS8lr4=
-cloud.google.com/go/auth v0.9.4 h1:DxF7imbEbiFu9+zdKC6cKBko1e8XeJnipNqIbWZ+kDI=
-cloud.google.com/go/auth v0.9.4/go.mod h1:SHia8n6//Ya940F1rLimhJCjjx7KE17t0ctFEci3HkA=
-cloud.google.com/go/auth/oauth2adapt v0.2.4 h1:0GWE/FUsXhf6C+jAkWgYm7X9tK8cuEIfy19DBn6B6bY=
-cloud.google.com/go/auth/oauth2adapt v0.2.4/go.mod h1:jC/jOpwFP6JBxhB3P5Rr0a9HLMC/Pe3eaL4NmdvqPtc=
-cloud.google.com/go/compute/metadata v0.5.1 h1:NM6oZeZNlYjiwYje+sYFjEpP0Q0zCan1bmQW/KmIrGs=
-cloud.google.com/go/compute/metadata v0.5.1/go.mod h1:C66sj2AluDcIqakBq/M8lw8/ybHgOZqin2obFxa/E5k=
-cloud.google.com/go/longrunning v0.6.1 h1:lOLTFxYpr8hcRtcwWir5ITh1PAKUD/sG2lKrTSYjyMc=
-cloud.google.com/go/longrunning v0.6.1/go.mod h1:nHISoOZpBcmlwbJmiVk5oDRz0qG/ZxPynEGs1iZ79s0=
+cloud.google.com/go v0.116.0 h1:B3fRrSDkLRt5qSHWe40ERJvhvnQwdZiHu0bJOpldweE=
+cloud.google.com/go v0.116.0/go.mod h1:cEPSRWPzZEswwdr9BxE6ChEn01dWlTaF05LiC2Xs70U=
+cloud.google.com/go/ai v0.8.0 h1:rXUEz8Wp2OlrM8r1bfmpF2+VKqc1VJpafE3HgzRnD/w=
+cloud.google.com/go/ai v0.8.0/go.mod h1:t3Dfk4cM61sytiggo2UyGsDVW3RF1qGZaUKDrZFyqkE=
+cloud.google.com/go/auth v0.10.1 h1:TnK46qldSfHWt2a0b/hciaiVJsmDXWy9FqyUan0uYiI=
+cloud.google.com/go/auth v0.10.1/go.mod h1:xxA5AqpDrvS+Gkmo9RqrGGRh6WSNKKOXhY3zNOr38tI=
+cloud.google.com/go/auth/oauth2adapt v0.2.5 h1:2p29+dePqsCHPP1bqDJcKj4qxRyYCcbzKpFyKGt3MTk=
+cloud.google.com/go/auth/oauth2adapt v0.2.5/go.mod h1:AlmsELtlEBnaNTL7jCj8VQFLy6mbZv0s4Q7NGBeQ5E8=
+cloud.google.com/go/compute/metadata v0.5.2 h1:UxK4uu/Tn+I3p2dYWTfiX4wva7aYlKixAHn3fyqngqo=
+cloud.google.com/go/compute/metadata v0.5.2/go.mod h1:C66sj2AluDcIqakBq/M8lw8/ybHgOZqin2obFxa/E5k=
+cloud.google.com/go/longrunning v0.5.7 h1:WLbHekDbjK1fVFD3ibpFFVoyizlLRl73I7YKuAKilhU=
+cloud.google.com/go/longrunning v0.5.7/go.mod h1:8GClkudohy1Fxm3owmBGid8W0pSgodEMwEAztp38Xng=
 dario.cat/mergo v1.0.1 h1:Ra4+bf83h2ztPIQYNP99R6m+Y7KfnARDfID+a+vLl4s=
 dario.cat/mergo v1.0.1/go.mod h1:uNxQE+84aUszobStD9th8a29P2fMDhsBdgRYvZOxGmk=
 github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU=
 github.com/Microsoft/go-winio v0.5.2/go.mod h1:WpS1mjBmmwHBEWmogvA2mj8546UReBk4v8QkMxJ6pZY=
 github.com/Microsoft/go-winio v0.6.2 h1:F2VQgta7ecxGYO8k3ZZz3RS8fVIXVxONVUPlNERoyfY=
 github.com/Microsoft/go-winio v0.6.2/go.mod h1:yd8OoFMLzJbo9gZq8j5qaps8bJ9aShtEA8Ipt1oGCvU=
-github.com/ProtonMail/go-crypto v1.0.0 h1:LRuvITjQWX+WIfr930YHG2HNfjR1uOfyf5vE0kC2U78=
-github.com/ProtonMail/go-crypto v1.0.0/go.mod h1:EjAoLdwvbIOoOQr3ihjnSoLZRtE8azugULFRteWMNc0=
+github.com/ProtonMail/go-crypto v1.1.2 h1:A7JbD57ThNqh7XjmHE+PXpQ3Dqt3BrSAC0AL0Go3KS0=
+github.com/ProtonMail/go-crypto v1.1.2/go.mod h1:rA3QumHc/FZ8pAHreoekgiAbzpNsfQAosU5td4SnOrE=
 github.com/anaskhan96/soup v1.2.5 h1:V/FHiusdTrPrdF4iA1YkVxsOpdNcgvqT1hG+YtcZ5hM=
 github.com/anaskhan96/soup v1.2.5/go.mod h1:6YnEp9A2yywlYdM4EgDz9NEHclocMepEtku7wg6Cq3s=
 github.com/andybalholm/cascadia v1.3.2 h1:3Xi6Dw5lHF15JtdcmAHD3i1+T8plmv7BQ/nsViSLyss=
 github.com/andybalholm/cascadia v1.3.2/go.mod h1:7gtRlve5FxPPgIgX36uWBX58OdBsSS6lUvCFb+h7KvU=
 github.com/anmitsu/go-shlex v0.0.0-20200514113438-38f4b401e2be h1:9AeTilPcZAjCFIImctFaOjnTIavg87rW78vTPkQqLI8=
 github.com/anmitsu/go-shlex v0.0.0-20200514113438-38f4b401e2be/go.mod h1:ySMOLuWl6zY27l47sB3qLNK6tF2fkHG55UZxx8oIVo4=
+github.com/anthropics/anthropic-sdk-go v0.2.0-alpha.4 h1:TdGQS+RoR4AUO6gqUL74yK1dz/Arrt/WG+dxOj6Yo6A=
+github.com/anthropics/anthropic-sdk-go v0.2.0-alpha.4/go.mod h1:GJxtdOs9K4neo8Gg65CjJ7jNautmldGli5/OFNabOoo=
 github.com/araddon/dateparse v0.0.0-20210429162001-6b43995a97de h1:FxWPpzIjnTlhPwqqXc4/vE0f7GvRjuAsbW+HOIe8KnA=
 github.com/araddon/dateparse v0.0.0-20210429162001-6b43995a97de/go.mod h1:DCaWoUhZrYW9p1lxo/cm8EmUOOzAPSEZNGF2DK1dJgw=
 github.com/armon/go-socks5 v0.0.0-20160902184237-e75332964ef5 h1:0CwZNZbxp69SHPdPJAN/hZIm0C4OItdklCFmMRWYpio=
 github.com/armon/go-socks5 v0.0.0-20160902184237-e75332964ef5/go.mod h1:wHh0iHkYZB8zMSxRWpUBQtwG5a7fFgvEO+odwuTv2gs=
 github.com/atotto/clipboard v0.1.4 h1:EH0zSVneZPSuFR11BlR9YppQTVDbh5+16AmcJi4g1z4=
 github.com/atotto/clipboard v0.1.4/go.mod h1:ZY9tmq7sm5xIbd9bOK4onWV4S6X0u6GY7Vn0Yu86PYI=
-github.com/bwesterb/go-ristretto v1.2.3/go.mod h1:fUIoIZaG73pV5biE2Blr2xEzDoMj7NFEuV9ekS419A0=
-github.com/bytedance/sonic v1.11.6 h1:oUp34TzMlL+OY1OUWxHqsdkgC/Zfc85zGqw9siXjrc0=
-github.com/bytedance/sonic v1.11.6/go.mod h1:LysEHSvpvDySVdC2f87zGWf6CIKJcAvqab1ZaiQtds4=
-github.com/bytedance/sonic/loader v0.1.1 h1:c+e5Pt1k/cy5wMveRDyk2X4B9hF4g7an8N3zCYjJFNM=
+github.com/bytedance/sonic v1.12.4 h1:9Csb3c9ZJhfUWeMtpCDCq6BUoH5ogfDFLUgQ/jG+R0k=
+github.com/bytedance/sonic v1.12.4/go.mod h1:B8Gt/XvtZ3Fqj+iSKMypzymZxw/FVwgIGKzMzT9r/rk=
 github.com/bytedance/sonic/loader v0.1.1/go.mod h1:ncP89zfokxS5LZrJxl5z0UJcsk4M4yY2JpfqGeCtNLU=
+github.com/bytedance/sonic/loader v0.2.1 h1:1GgorWTqf12TA8mma4DDSbaQigE2wOgQo7iCjjJv3+E=
+github.com/bytedance/sonic/loader v0.2.1/go.mod h1:ncP89zfokxS5LZrJxl5z0UJcsk4M4yY2JpfqGeCtNLU=
 github.com/census-instrumentation/opencensus-proto v0.2.1/go.mod h1:f6KPmirojxKA12rnyqOA5BBL4O983OfeGPqjHWSTneU=
 github.com/client9/misspell v0.3.4/go.mod h1:qj6jICC3Q7zFZvVWo7KLAzC3yx5G7kyvSDkc90ppPyw=
-github.com/cloudflare/circl v1.3.3/go.mod h1:5XYMA4rFBvNIrhs50XuiBJ15vF2pZn4nnUKZrLbUZFA=
-github.com/cloudflare/circl v1.4.0 h1:BV7h5MgrktNzytKmWjpOtdYrf0lkkbF8YMlBGPhJQrY=
-github.com/cloudflare/circl v1.4.0/go.mod h1:PDRU+oXvdD7KCtgKxW95M5Z8BpSCJXQORiZFnBQS5QU=
+github.com/cloudflare/circl v1.5.0 h1:hxIWksrX6XN5a1L2TI/h53AGPhNHoUBo+TD1ms9+pys=
+github.com/cloudflare/circl v1.5.0/go.mod h1:uddAzsPgqdMAYatqJ0lsjX1oECcQLIlRpzZh3pJrofs=
 github.com/cloudwego/base64x v0.1.4 h1:jwCgWpFanWmN8xoIUHa2rtzmkd5J2plF/dnLS6Xd/0Y=
 github.com/cloudwego/base64x v0.1.4/go.mod h1:0zlkT4Wn5C6NdauXdJRhSKRlJvmclQ1hhJgA0rcu/8w=
 github.com/cloudwego/iasm v0.2.0 h1:1KNIy1I1H9hNNFEEH3DVnI4UujN+1zjpuk6gwHLTssg=
 github.com/cloudwego/iasm v0.2.0/go.mod h1:8rXZaNYT2n95jn+zTI1sDr+IgcD2GVs0nlbbQPiEFhY=
 github.com/cncf/udpa/go v0.0.0-20191209042840-269d4d468f6f/go.mod h1:M8M6+tZqaGXZJjfX53e64911xZQV5JYwmTeXPW+k8Sc=
-github.com/cyphar/filepath-securejoin v0.3.2 h1:QhZu5AxQ+o1XZH0Ye05YzvJ0kAdK6VQc0z9NNMek7gc=
-github.com/cyphar/filepath-securejoin v0.3.2/go.mod h1:F7i41x/9cBF7lzCrVsYs9fuzwRZm4NQsGTBdpp6mETc=
+github.com/cyphar/filepath-securejoin v0.3.4 h1:VBWugsJh2ZxJmLFSM06/0qzQyiQX2Qs0ViKrUAcqdZ8=
+github.com/cyphar/filepath-securejoin v0.3.4/go.mod h1:8s/MCNJREmFK0H02MF6Ihv1nakJe4L/w3WZLHNkvlYM=
 github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
 github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
@@ -61,8 +62,8 @@ github.com/envoyproxy/go-control-plane v0.9.4/go.mod h1:6rpuAdCZL397s3pYoYcLgu1m
 github.com/envoyproxy/protoc-gen-validate v0.1.0/go.mod h1:iSmxcyjqTsJpI2R4NaDN7+kN2VEUnK/pcBlmesArF7c=
 github.com/felixge/httpsnoop v1.0.4 h1:NFTV2Zj1bL4mc9sqWACXbQFVBBg2W3GPvqp8/ESS2Wg=
 github.com/felixge/httpsnoop v1.0.4/go.mod h1:m8KPJKqk1gH5J9DgRY2ASl2lWCfGKXixSwevea8zH2U=
-github.com/gabriel-vasile/mimetype v1.4.3 h1:in2uUcidCuFcDKtdcBxlR0rJ1+fsokWf+uqxgUFjbI0=
-github.com/gabriel-vasile/mimetype v1.4.3/go.mod h1:d8uq/6HKRL6CGdk+aubisF/M5GcPfT7nKyLpA0lbSSk=
+github.com/gabriel-vasile/mimetype v1.4.6 h1:3+PzJTKLkvgjeTbts6msPJt4DixhT4YtFNf1gtGe3zc=
+github.com/gabriel-vasile/mimetype v1.4.6/go.mod h1:JX1qVKqZd40hUPpAfiNTe0Sne7hdfKSbOqqmkq8GCXc=
 github.com/gin-contrib/sse v0.1.0 h1:Y/yl/+YNO8GZSjAhjMsSuLt29uWRFHdHYUb5lYOV9qE=
 github.com/gin-contrib/sse v0.1.0/go.mod h1:RHrZQHXnP2xjPF+u1gW/2HnVO7nvIa9PG3Gm+fLHvGI=
 github.com/gin-gonic/gin v1.10.0 h1:nTuyha1TYqgedzytsKYqna+DfLos46nTv2ygFy86HFU=
@@ -71,8 +72,8 @@ github.com/gliderlabs/ssh v0.3.7 h1:iV3Bqi942d9huXnzEF2Mt+CY9gLu8DNM4Obd+8bODRE=
 github.com/gliderlabs/ssh v0.3.7/go.mod h1:zpHEXBstFnQYtGnB8k8kQLol82umzn/2/snG7alWVD8=
 github.com/go-git/gcfg v1.5.1-0.20230307220236-3a3c6141e376 h1:+zs/tPmkDkHx3U66DAb0lQFJrpS6731Oaa12ikc+DiI=
 github.com/go-git/gcfg v1.5.1-0.20230307220236-3a3c6141e376/go.mod h1:an3vInlBmSxCcxctByoQdvwPiA7DTK7jaaFDBTtu0ic=
-github.com/go-git/go-billy/v5 v5.5.0 h1:yEY4yhzCDuMGSv83oGxiBotRzhwhNr8VZyphhiu+mTU=
-github.com/go-git/go-billy/v5 v5.5.0/go.mod h1:hmexnoNsr2SJU1Ju67OaNz5ASJY3+sHgFRpCtpDCKow=
+github.com/go-git/go-billy/v5 v5.6.0 h1:w2hPNtoehvJIxR00Vb4xX94qHQi/ApZfX+nBE2Cjio8=
+github.com/go-git/go-billy/v5 v5.6.0/go.mod h1:sFDq7xD3fn3E0GOwUSZqHo9lrkmx8xJhA0ZrfvjBRGM=
 github.com/go-git/go-git-fixtures/v4 v4.3.2-0.20231010084843-55a94097c399 h1:eMje31YglSBqCdIqdhKBW8lokaMrL3uTkpGYlE2OOT4=
 github.com/go-git/go-git-fixtures/v4 v4.3.2-0.20231010084843-55a94097c399/go.mod h1:1OCfN199q1Jm3HZlxleg+Dw/mwps2Wbk9frAWm+4FII=
 github.com/go-git/go-git/v5 v5.12.0 h1:7Md+ndsjrzZxbddRDZjF14qK+NN56sy6wkqaVrjZtys=
@@ -88,14 +89,14 @@ github.com/go-playground/locales v0.14.1 h1:EWaQ/wswjilfKLTECiXz7Rh+3BjFhfDFKv/o
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@@ -145,8 +146,8 @@ github.com/json-iterator/go v1.1.12/go.mod h1:e30LSqwooZae/UwlEbR2852Gd8hjQvJoHm
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@@ -157,8 +158,6 @@ github.com/kr/text v0.2.0 h1:5Nx0Ya0ZqY2ygV366QzturHI13Jq95ApcVaJBhpS+AY=
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@@ -167,16 +166,16 @@ github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd h1:TRLaZ9cD/w
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@@ -189,8 +188,8 @@ github.com/rogpeppe/go-internal v1.11.0 h1:cWPaGQEPrBb5/AsnsZesgZZ9yb1OQ+GOISoDN
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@@ -200,7 +199,6 @@ github.com/skeema/knownhosts v1.3.0/go.mod h1:sPINvnADmT/qYH1kfv+ePMmOBTH6Tbl7b5
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@@ -209,9 +207,18 @@ github.com/stretchr/testify v1.7.0/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/
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@@ -221,28 +228,27 @@ github.com/xanzy/ssh-agent v0.3.3/go.mod h1:6dzNDKs0J9rVPHPhaGCukekBHKqfl+L3KghI
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 golang.org/x/crypto v0.0.0-20210921155107-089bfa567519/go.mod h1:GvvjBRRGRdwPK5ydBHafDWAxML/pGHZbMvKqRZ5+Abc=
 golang.org/x/crypto v0.0.0-20220622213112-05595931fe9d/go.mod h1:IxCIyHEi3zRg3s0A5j5BB6A9Jmi73HwBIUl50j+osU4=
-golang.org/x/crypto v0.3.1-0.20221117191849-2c476679df9a/go.mod h1:hebNnKkNXi2UzZN1eVRvBB7co0a+JxK6XbPiWVs/3J4=
-golang.org/x/crypto v0.7.0/go.mod h1:pYwdfH91IfpZVANVyUOhSIPZaFoJGxTFbZhFTx+dXZU=
-golang.org/x/crypto v0.28.0 h1:GBDwsMXVQi34v5CCYUm2jkJvu4cbtru2U4TN2PSyQnw=
-golang.org/x/crypto v0.28.0/go.mod h1:rmgy+3RHxRZMyY0jjAJShp2zgEdOqj2AO7U0pYmeQ7U=
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 golang.org/x/exp v0.0.0-20190121172915-509febef88a4/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
+golang.org/x/exp v0.0.0-20240719175910-8a7402abbf56 h1:2dVuKD2vS7b0QIHQbpyTISPd0LeHDbnYEryqj5Q1ug8=
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 golang.org/x/lint v0.0.0-20181026193005-c67002cb31c3/go.mod h1:UVdnD1Gm6xHRNCYTkRU2/jEulfH38KcIWyp/GAMgvoE=
 golang.org/x/lint v0.0.0-20190227174305-5b3e6a55c961/go.mod h1:wehouNa3lNwaWXcvxsM5YxQ5yQlVC4a0KAMCusXpPoU=
 golang.org/x/lint v0.0.0-20190313153728-d0100b6bd8b3/go.mod h1:6SW0HCj/g11FgYtHlgUYUwCkIfeOF89ocIRzGO/8vkc=
@@ -259,22 +265,20 @@ golang.org/x/net v0.0.0-20201110031124-69a78807bb2b/go.mod h1:sp8m0HH+o8qH0wwXwY
 golang.org/x/net v0.0.0-20210226172049-e18ecbb05110/go.mod h1:m0MpNAwzfU5UDzcl9v0D8zg8gWTRqZa9RBIspLL5mdg=
 golang.org/x/net v0.0.0-20211112202133-69e39bad7dc2/go.mod h1:9nx3DQGgdP8bBQD5qxJ1jj9UTztislL4KSBs9R2vV5Y=
 golang.org/x/net v0.0.0-20220722155237-a158d28d115b/go.mod h1:XRhObCWvk6IyKnWLug+ECip1KBveYUHfp+8e9klMJ9c=
-golang.org/x/net v0.2.0/go.mod h1:KqCZLdyyvdV855qA2rE3GC2aiw5xGR5TEjj8smXukLY=
 golang.org/x/net v0.6.0/go.mod h1:2Tu9+aMcznHK/AK1HMvgo6xiTLG5rD5rZLDS+rp2Bjs=
-golang.org/x/net v0.8.0/go.mod h1:QVkue5JL9kW//ek3r6jTKnTFis1tRmNAW2P1shuFdJc=
 golang.org/x/net v0.9.0/go.mod h1:d48xBJpPfHeWQsugry2m+kC02ZBRGRgulfHnEXEuWns=
-golang.org/x/net v0.30.0 h1:AcW1SDZMkb8IpzCdQUaIq2sP4sZ4zw+55h6ynffypl4=
-golang.org/x/net v0.30.0/go.mod h1:2wGyMJ5iFasEhkwi13ChkO/t1ECNC4X4eBKkVFyYFlU=
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-golang.org/x/oauth2 v0.23.0 h1:PbgcYx2W7i4LvjJWEbf0ngHV6qJYr86PkAV3bXdLEbs=
-golang.org/x/oauth2 v0.23.0/go.mod h1:XYTD2NtWslqkgxebSiOHnXEap4TF09sJSc7H1sXbhtI=
+golang.org/x/oauth2 v0.24.0 h1:KTBBxWqUa0ykRPLtV69rRto9TLXcqYkeswu48x/gvNE=
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 golang.org/x/sync v0.0.0-20180314180146-1d60e4601c6f/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20181108010431-42b317875d0f/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20190423024810-112230192c58/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20220722155255-886fb9371eb4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
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-golang.org/x/sync v0.8.0 h1:3NFvSEYkUoMifnESzZl15y791HH1qU2xm6eCJU5ZPXQ=
-golang.org/x/sync v0.8.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
+golang.org/x/sync v0.9.0 h1:fEo0HyrW1GIgZdpbhCRO0PkJajUS5H9IFUztCgEo2jQ=
+golang.org/x/sync v0.9.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
 golang.org/x/sys v0.0.0-20180830151530-49385e6e1522/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
 golang.org/x/sys v0.0.0-20190215142949-d0b11bdaac8a/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
 golang.org/x/sys v0.0.0-20190412213103-97732733099d/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
@@ -287,33 +291,27 @@ golang.org/x/sys v0.0.0-20210615035016-665e8c7367d1/go.mod h1:oPkhp1MJrh7nUepCBc
 golang.org/x/sys v0.0.0-20220520151302-bc2c85ada10a/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220715151400-c0bba94af5f8/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220722155257-8c9f86f7a55f/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.2.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.3.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.5.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.6.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.7.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.26.0 h1:KHjCJyddX0LoSTb3J+vWpupP9p0oznkqVk/IfjymZbo=
-golang.org/x/sys v0.26.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
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 golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
 golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
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 golang.org/x/term v0.5.0/go.mod h1:jMB1sMXY+tzblOD4FWmEbocvup2/aLOaQEp7JmGp78k=
-golang.org/x/term v0.6.0/go.mod h1:m6U89DPEgQRMq3DNkDClhWw02AUbt2daBVO4cn4Hv9U=
 golang.org/x/term v0.7.0/go.mod h1:P32HKFT3hSsZrRxla30E9HqToFYAQPCMs/zFMBUFqPY=
-golang.org/x/term v0.25.0 h1:WtHI/ltw4NvSUig5KARz9h521QvRC8RmF/cuYqifU24=
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-golang.org/x/text v0.4.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
 golang.org/x/text v0.7.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
-golang.org/x/text v0.8.0/go.mod h1:e1OnstbJyHTd6l/uOt8jFFHp6TRDWZR/bV3emEE/zU8=
 golang.org/x/text v0.9.0/go.mod h1:e1OnstbJyHTd6l/uOt8jFFHp6TRDWZR/bV3emEE/zU8=
-golang.org/x/text v0.19.0 h1:kTxAhCbGbxhK0IwgSKiMO5awPoDQ0RpfiVYBfK860YM=
-golang.org/x/text v0.19.0/go.mod h1:BuEKDfySbSR4drPmRPG/7iBdf8hvFMuRexcpahXilzY=
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-golang.org/x/time v0.6.0/go.mod h1:3BpzKBy/shNhVucY/MWOyx10tF3SFh9QdLuxbVysPQM=
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+golang.org/x/text v0.20.0/go.mod h1:D4IsuqiFMhST5bX19pQ9ikHC2GsaKyk/oF+pn3ducp4=
+golang.org/x/time v0.7.0 h1:ntUhktv3OPE6TgYxXWv9vKvUSJyIFJlyohwbkEwPrKQ=
+golang.org/x/time v0.7.0/go.mod h1:3BpzKBy/shNhVucY/MWOyx10tF3SFh9QdLuxbVysPQM=
 golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 golang.org/x/tools v0.0.0-20190114222345-bf090417da8b/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 golang.org/x/tools v0.0.0-20190226205152-f727befe758c/go.mod h1:9Yl7xja0Znq3iFh3HoIrodX9oNMXvdceNzlUR8zjMvY=
@@ -324,24 +322,24 @@ golang.org/x/tools v0.1.12/go.mod h1:hNGJHUnrk76NpqgfD5Aqm5Crs+Hm0VOH/i9J2+nxYbc
 golang.org/x/tools v0.6.0/go.mod h1:Xwgl3UAJ/d3gWutnCtw505GrjyAbvKui8lOU390QaIU=
 golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
-google.golang.org/api v0.197.0 h1:x6CwqQLsFiA5JKAiGyGBjc2bNtHtLddhJCE2IKuhhcQ=
-google.golang.org/api v0.197.0/go.mod h1:AuOuo20GoQ331nq7DquGHlU6d+2wN2fZ8O0ta60nRNw=
+google.golang.org/api v0.205.0 h1:LFaxkAIpDb/GsrWV20dMMo5MR0h8UARTbn24LmD+0Pg=
+google.golang.org/api v0.205.0/go.mod h1:NrK1EMqO8Xk6l6QwRAmrXXg2v6dzukhlOyvkYtnvUuc=
 google.golang.org/appengine v1.1.0/go.mod h1:EbEs0AVv82hx2wNQdGPgUI5lhzA/G0D9YwlJXL52JkM=
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 google.golang.org/genproto v0.0.0-20180817151627-c66870c02cf8/go.mod h1:JiN7NxoALGmiZfu7CAH4rXhgtRTLTxftemlI0sWmxmc=
 google.golang.org/genproto v0.0.0-20190819201941-24fa4b261c55/go.mod h1:DMBHOl98Agz4BDEuKkezgsaosCRResVns1a3J2ZsMNc=
 google.golang.org/genproto v0.0.0-20200526211855-cb27e3aa2013/go.mod h1:NbSheEEYHJ7i3ixzK3sjbqSGDJWnxyFXZblF3eUsNvo=
-google.golang.org/genproto/googleapis/api v0.0.0-20240903143218-8af14fe29dc1 h1:hjSy6tcFQZ171igDaN5QHOw2n6vx40juYbC/x67CEhc=
-google.golang.org/genproto/googleapis/api v0.0.0-20240903143218-8af14fe29dc1/go.mod h1:qpvKtACPCQhAdu3PyQgV4l3LMXZEtft7y8QcarRsp9I=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20240903143218-8af14fe29dc1 h1:pPJltXNxVzT4pK9yD8vR9X75DaWYYmLGMsEvBfFQZzQ=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20240903143218-8af14fe29dc1/go.mod h1:UqMtugtsSgubUsoxbuAoiCXvqvErP7Gf0so0mK9tHxU=
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+google.golang.org/genproto/googleapis/api v0.0.0-20241021214115-324edc3d5d38/go.mod h1:vuAjtvlwkDKF6L1GQ0SokiRLCGFfeBUXWr/aFFkHACc=
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+google.golang.org/genproto/googleapis/rpc v0.0.0-20241104194629-dd2ea8efbc28/go.mod h1:GX3210XPVPUjJbTUbvwI8f2IpZDMZuPJWDzDuebbviI=
 google.golang.org/grpc v1.19.0/go.mod h1:mqu4LbDTu4XGKhr4mRzUsmM4RtVoemTSY81AxZiDr8c=
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 google.golang.org/grpc v1.33.2/go.mod h1:JMHMWHQWaTccqQQlmk3MJZS+GWXOdAesneDmEnv2fbc=
-google.golang.org/grpc v1.66.2 h1:3QdXkuq3Bkh7w+ywLdLvM56cmGvQHUMZpiCzt6Rqaoo=
-google.golang.org/grpc v1.66.2/go.mod h1:s3/l6xSSCURdVfAnL+TqCNMyTDAGN6+lZeVxnZR128Y=
+google.golang.org/grpc v1.68.0 h1:aHQeeJbo8zAkAa3pRzrVjZlbz6uSfeOXlJNQM0RAbz0=
+google.golang.org/grpc v1.68.0/go.mod h1:fmSPC5AsjSBCK54MyHRx48kpOti1/jRfOlwEWywNjWA=
 google.golang.org/protobuf v0.0.0-20200109180630-ec00e32a8dfd/go.mod h1:DFci5gLYBciE7Vtevhsrf46CRTquxDuWsQurQQe4oz8=
 google.golang.org/protobuf v0.0.0-20200221191635-4d8936d0db64/go.mod h1:kwYJMbMJ01Woi6D6+Kah6886xMZcty6N08ah7+eCXa0=
 google.golang.org/protobuf v0.0.0-20200228230310-ab0ca4ff8a60/go.mod h1:cfTl7dwQJ+fmap5saPgwCLgHXTUD7jkjRqWcaiX5VyM=
@@ -351,8 +349,8 @@ google.golang.org/protobuf v1.22.0/go.mod h1:EGpADcykh3NcUnDUJcl1+ZksZNG86OlYog2
 google.golang.org/protobuf v1.23.0/go.mod h1:EGpADcykh3NcUnDUJcl1+ZksZNG86OlYog2l/sGQquU=
 google.golang.org/protobuf v1.23.1-0.20200526195155-81db48ad09cc/go.mod h1:EGpADcykh3NcUnDUJcl1+ZksZNG86OlYog2l/sGQquU=
 google.golang.org/protobuf v1.25.0/go.mod h1:9JNX74DMeImyA3h4bdi1ymwjUzf21/xIlbajtzgsN7c=
-google.golang.org/protobuf v1.34.2 h1:6xV6lTsCfpGD21XK49h7MhtcApnLqkfYgPcdHftf6hg=
-google.golang.org/protobuf v1.34.2/go.mod h1:qYOHts0dSfpeUzUFpOMr/WGzszTmLH+DiWniOlNbLDw=
+google.golang.org/protobuf v1.35.1 h1:m3LfL6/Ca+fqnjnlqQXNpFPABW1UD7mjh8KO2mKFytA=
+google.golang.org/protobuf v1.35.1/go.mod h1:9fA7Ob0pmnwhb644+1+CVWFRbNajQ6iRojtC/QF5bRE=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/check.v1 v1.0.0-20190902080502-41f04d3bba15/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
@@ -360,6 +358,7 @@ gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EV
 gopkg.in/warnings.v0 v0.1.2 h1:wFXVbFY8DY5/xOe1ECiWdKCzZlxgshcYVNkBHstARME=
 gopkg.in/warnings.v0 v0.1.2/go.mod h1:jksf8JmL6Qr/oQM2OXTHunEvvTAsrWBLb6OOjuVWRNI=
 gopkg.in/yaml.v2 v2.2.2/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
+gopkg.in/yaml.v2 v2.4.0 h1:D8xgwECY7CYvx+Y2n4sBz93Jn9JRvxdiyyo8CTfuKaY=
 gopkg.in/yaml.v2 v2.4.0/go.mod h1:RDklbk79AGWmwhnvt/jBztapEOGDOx6ZbXqjP6csGnQ=
 gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
@@ -367,4 +366,3 @@ gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 honnef.co/go/tools v0.0.0-20190102054323-c2f93a96b099/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
 honnef.co/go/tools v0.0.0-20190523083050-ea95bdfd59fc/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
 nullprogram.com/x/optparse v1.0.0/go.mod h1:KdyPE+Igbe0jQUrVfMqDMeJQIJZEuyV7pjYmp6pbG50=
-rsc.io/pdf v0.1.1/go.mod h1:n8OzWcQ6Sp37PL01nO98y4iUCRdTGarVfzxY20ICaU4=

gomod2nix.toml

@@ -0,0 +1,285 @@
+schema = 3
+
+[mod]
+  [mod."cloud.google.com/go"]
+    version = "v0.116.0"
+    hash = "sha256-e62GvNveg3bRi4O+eBARqgQ2sinobx+SVGR9WE7jKgs="
+  [mod."cloud.google.com/go/ai"]
+    version = "v0.8.0"
+    hash = "sha256-833SmzVY8+tci2RozAlcdKQZ63RlU2CmeY/8xttP+WI="
+  [mod."cloud.google.com/go/auth"]
+    version = "v0.10.1"
+    hash = "sha256-MCEvsZxxLYC/qGUiFNejtQnf4ptoFVKSNMS+XdjteJo="
+  [mod."cloud.google.com/go/auth/oauth2adapt"]
+    version = "v0.2.5"
+    hash = "sha256-494whmtNBk1sF3ud3dre97U+mLSTs+XTqZK8w5zG/hk="
+  [mod."cloud.google.com/go/compute/metadata"]
+    version = "v0.5.2"
+    hash = "sha256-EtBj20lhjM3SJVKCp70GHMnsItwJ9gOyJOW91wugojc="
+  [mod."cloud.google.com/go/longrunning"]
+    version = "v0.5.7"
+    hash = "sha256-hZUbysdaEbFB2nDAg+wjOZHt6E99oEnH7Lo6IQr7FxU="
+  [mod."dario.cat/mergo"]
+    version = "v1.0.1"
+    hash = "sha256-wcG6+x0k6KzOSlaPA+1RFxa06/RIAePJTAjjuhLbImw="
+  [mod."github.com/Microsoft/go-winio"]
+    version = "v0.6.2"
+    hash = "sha256-tVNWDUMILZbJvarcl/E7tpSnkn7urqgSHa2Eaka5vSU="
+  [mod."github.com/ProtonMail/go-crypto"]
+    version = "v1.1.2"
+    hash = "sha256-7pTf7aJt2mGC/u8/+AQ1erGypAO0Rg0HqlIOLeiqLEg="
+  [mod."github.com/anaskhan96/soup"]
+    version = "v1.2.5"
+    hash = "sha256-t8yCyK2y7x2qaI/3Yw16q3zVFqu+3acLcPgTr1MIKWg="
+  [mod."github.com/andybalholm/cascadia"]
+    version = "v1.3.2"
+    hash = "sha256-Nc9SkqJO/ecincVcUBFITy24TMmMGj5o0Q8EgdNhrEk="
+  [mod."github.com/anthropics/anthropic-sdk-go"]
+    version = "v0.2.0-alpha.4"
+    hash = "sha256-8a85Hd4J7eaWvN+J6MImsapStbse5WDDjlODZk3PMzk="
+  [mod."github.com/araddon/dateparse"]
+    version = "v0.0.0-20210429162001-6b43995a97de"
+    hash = "sha256-UuX84naeRGMsFOgIgRoBHG5sNy1CzBkWPKmd6VbLwFw="
+  [mod."github.com/atotto/clipboard"]
+    version = "v0.1.4"
+    hash = "sha256-ZZ7U5X0gWOu8zcjZcWbcpzGOGdycwq0TjTFh/eZHjXk="
+  [mod."github.com/bytedance/sonic"]
+    version = "v1.12.4"
+    hash = "sha256-i6bLujq1dYN+yN2iusMuXrNVkT17bkuR5r5D48qDvpo="
+  [mod."github.com/bytedance/sonic/loader"]
+    version = "v0.2.1"
+    hash = "sha256-+gPRZtBOJbAnXp/jdMlPmesc62JGH8akQ1UK9VRI7E4="
+  [mod."github.com/cloudflare/circl"]
+    version = "v1.5.0"
+    hash = "sha256-j7T4cfbfmhlbaO+kNKveTnk95JbkEOX0IVw8D9bGTkQ="
+  [mod."github.com/cloudwego/base64x"]
+    version = "v0.1.4"
+    hash = "sha256-umCZR3iNmHFm+BC76kfpdcRG+pTQd6Jcu/c2kQDnyfw="
+  [mod."github.com/cloudwego/iasm"]
+    version = "v0.2.0"
+    hash = "sha256-TzIP2N3HOesXrKACsRr/ShcoqttwPGZPckIepsTyHOA="
+  [mod."github.com/cyphar/filepath-securejoin"]
+    version = "v0.3.4"
+    hash = "sha256-I9dV5gtKk3hH39taAWxvvJEXMi4YoHSxeESVyjpl1MU="
+  [mod."github.com/davecgh/go-spew"]
+    version = "v1.1.1"
+    hash = "sha256-nhzSUrE1fCkN0+RL04N4h8jWmRFPPPWbCuDc7Ss0akI="
+  [mod."github.com/emirpasic/gods"]
+    version = "v1.18.1"
+    hash = "sha256-hGDKddjLj+5dn2woHtXKUdd49/3xdsqnhx7VEdCu1m4="
+  [mod."github.com/felixge/httpsnoop"]
+    version = "v1.0.4"
+    hash = "sha256-c1JKoRSndwwOyOxq9ddCe+8qn7mG9uRq2o/822x5O/c="
+  [mod."github.com/gabriel-vasile/mimetype"]
+    version = "v1.4.6"
+    hash = "sha256-W/uPcE22Fduw1XmX8Ujf1S9SYVOcEoE1wzK4I0/vapw="
+  [mod."github.com/gin-contrib/sse"]
+    version = "v0.1.0"
+    hash = "sha256-zYbMTao+1F+385Lvsba9roLmmt9eYqr57sUWo0LCVhw="
+  [mod."github.com/gin-gonic/gin"]
+    version = "v1.10.0"
+    hash = "sha256-esJasHrJtuTBwGPGAoc/XSb428J8va+tPGcZ0gTfsgc="
+  [mod."github.com/go-git/gcfg"]
+    version = "v1.5.1-0.20230307220236-3a3c6141e376"
+    hash = "sha256-f4k0gSYuo0/q3WOoTxl2eFaj7WZpdz29ih6CKc8Ude8="
+  [mod."github.com/go-git/go-billy/v5"]
+    version = "v5.6.0"
+    hash = "sha256-Hw+odNozpiixXqmsbahihdV+TBxpusm6/hDLngf7kUg="
+  [mod."github.com/go-git/go-git/v5"]
+    version = "v5.12.0"
+    hash = "sha256-mD8EWOQ25FtKBWVSQhQ8V1Rr0tC/ySFZQ9GMDLRqwQU="
+  [mod."github.com/go-logr/logr"]
+    version = "v1.4.2"
+    hash = "sha256-/W6qGilFlZNTb9Uq48xGZ4IbsVeSwJiAMLw4wiNYHLI="
+  [mod."github.com/go-logr/stdr"]
+    version = "v1.2.2"
+    hash = "sha256-rRweAP7XIb4egtT1f2gkz4sYOu7LDHmcJ5iNsJUd0sE="
+  [mod."github.com/go-playground/locales"]
+    version = "v0.14.1"
+    hash = "sha256-BMJGAexq96waZn60DJXZfByRHb8zA/JP/i6f/YrW9oQ="
+  [mod."github.com/go-playground/universal-translator"]
+    version = "v0.18.1"
+    hash = "sha256-2/B2qP51zfiY+k8G0w0D03KXUc7XpWj6wKY7NjNP/9E="
+  [mod."github.com/go-playground/validator/v10"]
+    version = "v10.22.1"
+    hash = "sha256-EsgeltH0ow6saxLvTFVtIyHVqWI3Fiu1AE2Qmnsmowg="
+  [mod."github.com/go-shiori/dom"]
+    version = "v0.0.0-20230515143342-73569d674e1c"
+    hash = "sha256-4lm9KZfR2XnfZU9KTG+4jqLYZqbfL74AMO4y3dKpIbg="
+  [mod."github.com/go-shiori/go-readability"]
+    version = "v0.0.0-20241012063810-92284fa8a71f"
+    hash = "sha256-NgciyWylVSjzkt5xWF1Xk1Xbxgq3PsHW5PZ8oifjZVY="
+  [mod."github.com/goccy/go-json"]
+    version = "v0.10.3"
+    hash = "sha256-ZOzfwCXh+qp+hp+UnC0t422hUV0Cq5KANXkx8hcLp7s="
+  [mod."github.com/gogs/chardet"]
+    version = "v0.0.0-20211120154057-b7413eaefb8f"
+    hash = "sha256-4MeqBJsh4U+ZEbfdDwdciTYMlQWkCil2KJbUxHjBSIo="
+  [mod."github.com/golang/groupcache"]
+    version = "v0.0.0-20210331224755-41bb18bfe9da"
+    hash = "sha256-7Gs7CS9gEYZkbu5P4hqPGBpeGZWC64VDwraSKFF+VR0="
+  [mod."github.com/google/generative-ai-go"]
+    version = "v0.18.0"
+    hash = "sha256-Ye+1rV3gzb2FG9ATq8cihlUiCynRv0eejMwsSfxOXcM="
+  [mod."github.com/google/s2a-go"]
+    version = "v0.1.8"
+    hash = "sha256-H4jy3iElh82CTujW3UpaSvsdfN7fZHBLJ4Z4M7kiMSk="
+  [mod."github.com/google/uuid"]
+    version = "v1.6.0"
+    hash = "sha256-VWl9sqUzdOuhW0KzQlv0gwwUQClYkmZwSydHG2sALYw="
+  [mod."github.com/googleapis/enterprise-certificate-proxy"]
+    version = "v0.3.4"
+    hash = "sha256-RVHWa0I68CTegjlXnM/GlishoZhmmwG4z+9KBucAJ1A="
+  [mod."github.com/googleapis/gax-go/v2"]
+    version = "v2.13.0"
+    hash = "sha256-p1SEjRjI/SkWSBWjeptQ5M/Tgrcj8IiH/beXBYqRVko="
+  [mod."github.com/jbenet/go-context"]
+    version = "v0.0.0-20150711004518-d14ea06fba99"
+    hash = "sha256-VANNCWNNpARH/ILQV9sCQsBWgyL2iFT+4AHZREpxIWE="
+  [mod."github.com/jessevdk/go-flags"]
+    version = "v1.6.1"
+    hash = "sha256-Q5WFTgRxYio0+ay3sbQeBPKeJAFvOdiDVkaTVn3hoTA="
+  [mod."github.com/joho/godotenv"]
+    version = "v1.5.1"
+    hash = "sha256-kA0osKfsc6Kp+nuGTRJyXZZlJt1D/kuEazKMWYCWcQ8="
+  [mod."github.com/json-iterator/go"]
+    version = "v1.1.12"
+    hash = "sha256-To8A0h+lbfZ/6zM+2PpRpY3+L6725OPC66lffq6fUoM="
+  [mod."github.com/kevinburke/ssh_config"]
+    version = "v1.2.0"
+    hash = "sha256-Ta7ZOmyX8gG5tzWbY2oES70EJPfI90U7CIJS9EAce0s="
+  [mod."github.com/klauspost/cpuid/v2"]
+    version = "v2.2.9"
+    hash = "sha256-6UnDBLqlTsKVeZNl5snKQiEBb8xGK5yyg2eZBg7QHLs="
+  [mod."github.com/leodido/go-urn"]
+    version = "v1.4.0"
+    hash = "sha256-Q6kplWkY37Tzy6GOme3Wut40jFK4Izun+ij/BJvcEu0="
+  [mod."github.com/mattn/go-isatty"]
+    version = "v0.0.20"
+    hash = "sha256-qhw9hWtU5wnyFyuMbKx+7RB8ckQaFQ8D+8GKPkN3HHQ="
+  [mod."github.com/modern-go/concurrent"]
+    version = "v0.0.0-20180306012644-bacd9c7ef1dd"
+    hash = "sha256-OTySieAgPWR4oJnlohaFTeK1tRaVp/b0d1rYY8xKMzo="
+  [mod."github.com/modern-go/reflect2"]
+    version = "v1.0.2"
+    hash = "sha256-+W9EIW7okXIXjWEgOaMh58eLvBZ7OshW2EhaIpNLSBU="
+  [mod."github.com/ollama/ollama"]
+    version = "v0.4.1"
+    hash = "sha256-FKQRSqVNgsASea9h2B+wbpu4Qid0Dt3H02fKdqFTwuk="
+  [mod."github.com/otiai10/copy"]
+    version = "v1.14.0"
+    hash = "sha256-xsaL1ddkPS544y0Jv7u/INUALBYmYq29ddWvysLXk4A="
+  [mod."github.com/pelletier/go-toml/v2"]
+    version = "v2.2.3"
+    hash = "sha256-fE++SVgnCGdnFZoROHWuYjIR7ENl7k9KKxQrRTquv/o="
+  [mod."github.com/pjbgf/sha1cd"]
+    version = "v0.3.0"
+    hash = "sha256-kX9BdLh2dxtGNaDvc24NORO+C0AZ7JzbrXrtecCdB7w="
+  [mod."github.com/pkg/errors"]
+    version = "v0.9.1"
+    hash = "sha256-mNfQtcrQmu3sNg/7IwiieKWOgFQOVVe2yXgKBpe/wZw="
+  [mod."github.com/pmezard/go-difflib"]
+    version = "v1.0.0"
+    hash = "sha256-/FtmHnaGjdvEIKAJtrUfEhV7EVo5A/eYrtdnUkuxLDA="
+  [mod."github.com/samber/lo"]
+    version = "v1.47.0"
+    hash = "sha256-jMXexVTlPdZ40STRpBLv7b+BIRqdxxra12Pl2Mj7Nz8="
+  [mod."github.com/sashabaranov/go-openai"]
+    version = "v1.35.6"
+    hash = "sha256-Ef81pLy9oJXtWg6Nj1gSbPOOccwmgYrr6ka3GQ1rVas="
+  [mod."github.com/sergi/go-diff"]
+    version = "v1.3.2-0.20230802210424-5b0b94c5c0d3"
+    hash = "sha256-UcLU83CPMbSoKI8RLvLJ7nvGaE2xRSL1RjoHCVkMzUM="
+  [mod."github.com/skeema/knownhosts"]
+    version = "v1.3.0"
+    hash = "sha256-piR5IdfqxK9nxyErJ+IRDLnkaeNQwX93ztTFZyPm5MQ="
+  [mod."github.com/stretchr/testify"]
+    version = "v1.9.0"
+    hash = "sha256-uUp/On+1nK+lARkTVtb5RxlW15zxtw2kaAFuIASA+J0="
+  [mod."github.com/tidwall/gjson"]
+    version = "v1.14.4"
+    hash = "sha256-3DS2YNL95wG0qSajgRtIABD32J+oblaKVk8LIw+KSOc="
+  [mod."github.com/tidwall/match"]
+    version = "v1.1.1"
+    hash = "sha256-M2klhPId3Q3T3VGkSbOkYl/2nLHnsG+yMbXkPkyrRdg="
+  [mod."github.com/tidwall/pretty"]
+    version = "v1.2.1"
+    hash = "sha256-S0uTDDGD8qr415Ut7QinyXljCp0TkL4zOIrlJ+9OMl8="
+  [mod."github.com/tidwall/sjson"]
+    version = "v1.2.5"
+    hash = "sha256-OYGNolkmL7E1Qs2qrQ3IVpQp5gkcHNU/AB/z2O+Myps="
+  [mod."github.com/twitchyliquid64/golang-asm"]
+    version = "v0.15.1"
+    hash = "sha256-HLk6oUe7EoITrNvP0y8D6BtIgIcmDZYtb/xl/dufIoY="
+  [mod."github.com/ugorji/go/codec"]
+    version = "v1.2.12"
+    hash = "sha256-sp1LJ93UK7mFwgZqG8jxCgTCPgKR74HNU6XxX0Jfjm0="
+  [mod."github.com/xanzy/ssh-agent"]
+    version = "v0.3.3"
+    hash = "sha256-l3pGB6IdzcPA/HLk93sSN6NM2pKPy+bVOoacR5RC2+c="
+  [mod."go.opencensus.io"]
+    version = "v0.24.0"
+    hash = "sha256-4H+mGZgG2c9I1y0m8avF4qmt8LUKxxVsTqR8mKgP4yo="
+  [mod."go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc"]
+    version = "v0.54.0"
+    hash = "sha256-wcGPcPYAsWQztlYRqNF5iTwIzmhf/i7N24n7AQhIkkA="
+  [mod."go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp"]
+    version = "v0.57.0"
+    hash = "sha256-cvG6gfqfX3IasDlC8SeS7u1sp3LG9ezbX+hU5LyWKBY="
+  [mod."go.opentelemetry.io/otel"]
+    version = "v1.32.0"
+    hash = "sha256-Z2PoBBncuUkAksk8wT4lW6+uUu1wg24sGfwIYozIzaY="
+  [mod."go.opentelemetry.io/otel/metric"]
+    version = "v1.32.0"
+    hash = "sha256-f2H8itkQflk/m98dSk1TCv37wvsnMojaGNZRJ6BcksU="
+  [mod."go.opentelemetry.io/otel/trace"]
+    version = "v1.32.0"
+    hash = "sha256-WtOrB2L8wQFiMb5BHK7a6FTw2wb3rW495whNjzdxC1I="
+  [mod."golang.org/x/arch"]
+    version = "v0.12.0"
+    hash = "sha256-olf8Pa5o8H4xC1gXTMlZiyxvMvK0jCablZyaPbqzlYA="
+  [mod."golang.org/x/crypto"]
+    version = "v0.29.0"
+    hash = "sha256-sqckobR2VWucCgb7xpY2wLktnAA+XyXJbhCm80yCo78="
+  [mod."golang.org/x/net"]
+    version = "v0.31.0"
+    hash = "sha256-G+vGyCnn8jywmX3KvsIwhZkOv3+oAERNNeCeiQqfIL0="
+  [mod."golang.org/x/oauth2"]
+    version = "v0.24.0"
+    hash = "sha256-808F4hzvNOQNoQZehOlIyPgwQG3L5aANiNPLLhaL9NQ="
+  [mod."golang.org/x/sync"]
+    version = "v0.9.0"
+    hash = "sha256-sGvzGqaaXE5dxohKkpbJMnu+bMmismsSqr8YMtrK+Rc="
+  [mod."golang.org/x/sys"]
+    version = "v0.27.0"
+    hash = "sha256-BXQcF9RrJ55Pq7Nl67TeFGkgkyuKkQ8hHKN4/L4ggWc="
+  [mod."golang.org/x/text"]
+    version = "v0.20.0"
+    hash = "sha256-YP8zSo2e9okqhxVB8me8sJyij2O0tTQEg5t+8bsIUx8="
+  [mod."golang.org/x/time"]
+    version = "v0.7.0"
+    hash = "sha256-o1ol/hTpfrc06KUXSepAgm4QUuWmH1S+vqg6kmFad64="
+  [mod."google.golang.org/api"]
+    version = "v0.205.0"
+    hash = "sha256-IoKjeItw89bhoEDQl52nOa9VC6/r1UtyeqKx1VOACXI="
+  [mod."google.golang.org/genproto/googleapis/api"]
+    version = "v0.0.0-20241021214115-324edc3d5d38"
+    hash = "sha256-ASsqfJU1DA57PLRoitSkdlS/p10EEuzl0YuZTdbmMCw="
+  [mod."google.golang.org/genproto/googleapis/rpc"]
+    version = "v0.0.0-20241104194629-dd2ea8efbc28"
+    hash = "sha256-Fk+cG5bRI3BvnqhWzvMzbU36cC7PM+o2oAOJmvVx9M0="
+  [mod."google.golang.org/grpc"]
+    version = "v1.68.0"
+    hash = "sha256-HeaHAeeuyGdCOg0hPF7+Q8XD9Ek9F45O4Hxl3rvc5Q8="
+  [mod."google.golang.org/protobuf"]
+    version = "v1.35.1"
+    hash = "sha256-4NtUQoBvlPGFGjo7c+E1EBS/sb8oy50MGy45KGWPpWo="
+  [mod."gopkg.in/warnings.v0"]
+    version = "v0.1.2"
+    hash = "sha256-ATVL9yEmgYbkJ1DkltDGRn/auGAjqGOfjQyBYyUo8s8="
+  [mod."gopkg.in/yaml.v2"]
+    version = "v2.4.0"
+    hash = "sha256-uVEGglIedjOIGZzHW4YwN1VoRSTK8o0eGZqzd+TNdd0="
+  [mod."gopkg.in/yaml.v3"]
+    version = "v3.0.1"
+    hash = "sha256-FqL9TKYJ0XkNwJFnq9j0VvJ5ZUU1RvH/52h/f5bkYAU="

patterns/analyze_answers/README.md

@@ -26,11 +26,11 @@ Subject: Machine Learning
 
 ```
 
-# Example run un bash:
+# Example run bash:
 
 Copy the input query to the clipboard and execute the following command:
 
-``` bash
+```bash
 xclip -selection clipboard -o | fabric -sp analize_answers
 ```
 

patterns/analyze_candidates/system.md

@@ -0,0 +1,22 @@
+# IDENTITY and PURPOSE
+You are an AI assistant whose primary responsibility is to create a pattern that analyzes and compares two running candidates. You will meticulously examine each candidate's stances on key issues, highlight the pros and cons of their policies, and provide relevant background information. Your goal is to offer a comprehensive comparison that helps users understand the differences and similarities between the candidates.
+
+Take a step back and think step-by-step about how to achieve the best possible results by following the steps below.
+
+# STEPS
+- Identify the key issues relevant to the election.
+- Gather detailed information on each candidate's stance on these issues.
+- Analyze the pros and cons of each candidate's policies.
+- Compile background information that may influence their positions.
+- Compare and contrast the candidates' stances and policy implications.
+- Organize the analysis in a clear and structured format.
+
+# OUTPUT INSTRUCTIONS
+- Only output Markdown.
+- All sections should be Heading level 1.
+- Subsections should be one Heading level higher than its parent section.
+- All bullets should have their own paragraph.
+- Ensure you follow ALL these instructions when creating your output.
+
+# INPUT
+INPUT:

patterns/analyze_mistakes/system.md

@@ -0,0 +1,33 @@
+# IDENTITY and PURPOSE
+
+You are an advanced AI with a 2,128 IQ and you are an expert in understanding and analyzing thinking patterns, mistakes that came out of them, and anticipating additional mistakes that could exist in current thinking.
+
+# STEPS
+
+1. Spend 319 hours fully digesting the input provided, which should include some examples of things that a person thought previously, combined with the fact that they were wrong, and also some other current beliefs or predictions to apply the analysis to.
+
+2. Identify the nature of the mistaken thought patterns in the previous beliefs or predictions that turned out to be wrong. Map those in 32,000 dimensional space.
+
+4. Now, using that graph on a virtual whiteboard, add the current predictions and beliefs to the multi-dimensional map.
+
+5. Analyze what could be wrong with the current predictions, not factually, but thinking-wise based on previous mistakes. E.g. "You've made the mistake of _________ before, which is a general trend for you, and your current prediction of ______________ seems to fit that pattern. So maybe adjust your probability on that down by 25%.
+
+# OUTPUT
+
+- In a section called PAST MISTAKEN THOUGHT PATTERNS, create a list 15-word bullets outlining the main mental mistakes that were being made before.
+
+- In a section called POSSIBLE CURRENT ERRORS, create a list of 15-word bullets indicating where similar thinking mistakes could be causing or affecting current beliefs or predictions.
+
+- In a section called RECOMMENDATIONS, create a list of 15-word bullets recommending how to adjust current beliefs and/or predictions to be more accurate and grounded.
+
+# OUTPUT INSTRUCTIONS
+
+- Only output Markdown.
+- Do not give warnings or notes; only output the requested sections.
+- Do not start items with the same opening words.
+- Ensure you follow ALL these instructions when creating your output.
+
+# INPUT
+
+INPUT:
+

patterns/analyze_proposition/system.md

@@ -0,0 +1,22 @@
+# IDENTITY and PURPOSE
+You are an AI assistant whose primary responsibility is to analyze a federal, state, or local ballot proposition. You will meticulously examine the proposition to identify key elements such as the purpose, potential impact, arguments for and against, and any relevant background information. Your goal is to provide a comprehensive analysis that helps users understand the implications of the ballot proposition.
+
+Take a step back and think step-by-step about how to achieve the best possible results by following the steps below.
+
+# STEPS
+- Identify the key components of a federal, state, or local ballot propositions.
+- Develop a framework for analyzing the purpose of the proposition.
+- Assess the potential impact of the proposition if passed.
+- Compile arguments for and against the proposition.
+- Gather relevant background information and context.
+- Organize the analysis in a clear and structured format.
+
+# OUTPUT INSTRUCTIONS
+- Only output Markdown.
+- All sections should be Heading level 1.
+- Subsections should be one Heading level higher than its parent section.
+- All bullets should have their own paragraph.
+- Ensure you follow ALL these instructions when creating your output.
+
+# INPUT
+INPUT:

patterns/analyze_risk/system.md

@@ -0,0 +1,81 @@
+# IDENTITY and PURPOSE
+
+You are tasked with conducting a risk assessment of a third-party vendor, which involves analyzing their compliance with security and privacy standards. Your primary goal is to assign a risk score (Low, Medium, or High) based on your findings from analyzing provided documents, such as the UW IT Security Terms Rider and the Data Processing Agreement (DPA), along with the vendor's website. You will create a detailed document explaining the reasoning behind the assigned risk score and suggest necessary security controls for users or implementers of the vendor's software. Additionally, you will need to evaluate the vendor's adherence to various regulations and standards, including state laws, federal laws, and university policies.
+
+Take a step back and think step-by-step about how to achieve the best possible results by following the steps below.
+
+# STEPS
+
+- Conduct a risk assessment of the third-party vendor.
+
+- Assign a risk score of Low, Medium, or High.
+
+- Create a document explaining the reasoning behind the risk score.
+
+- Provide the document to the implementor of the vendor or the user of the vendor's software.
+
+- Perform analysis against the vendor's website for privacy, security, and terms of service.
+
+- Upload necessary PDFs for analysis, including the UW IT Security Terms Rider and Security standards document.
+
+# OUTPUT INSTRUCTIONS
+
+- The only output format is Markdown.
+
+- Ensure you follow ALL these instructions when creating your output.
+
+# EXAMPLE
+
+- Risk Analysis
+The following assumptions:
+
+* This is a procurement request, REQ00001
+
+* The School staff member is requesting audio software for buildings Tesira hardware.
+
+* The vendor will not engage UW Security Terms.
+
+* The data used is for audio layouts locally on specialized computer.
+
+* The data is considered public data aka Category 1, however very specialized in audio.
+
+
+
+
+
+Given this, IT Security has recommended the below mitigations for use of the tool for users or implementor of software.
+
+
+
+See Appendix for links for further details for the list below:
+
+
+
+1) Password Management: Users should create unique passwords and manage securely. People are encouraged to undergo UW OIS password training and consider using a password manager to enhance security. It’s crucial not to reuse their NETID password for the vendor account.
+
+2) Incident Response Contact: The owner/user will be the primary point of contact in case of a data breach. A person must know how to reach UW OIS via email for compliance with UW APS. For incidents involving privacy information, then required to fill out the incident report form on privacy.uw.edu.
+
+3) Data Backup: It’s recommended to regularly back up. Ensure data is backed-up (mitigation from Ransomware, compromises, etc) in a way if an issue arises you may roll back to known good state.
+
+ Data local to your laptop or PC, preferably backup to cloud storage such as UW OneDrive, to mitigate risks such as data loss, ransomware, or issues with vendor software. Details on storage options are available on itconnect.uw.edu and specific link in below Appendix.
+
+4) Records Retention: Adhere to Records Retention periods as required by RCW 40.14.050. Further guidance can be found on finance.uw.edu/recmgt/retentionschedules.
+
+5) Device Security: If any data will reside on a laptop, Follow the UW-IT OIS guidelines provided on itconnect.uw.edu for securing laptops.
+
+6) Software Patching: Routinely patch the vendor application. If it's on-premises software the expectation is to maintain security and compliance utilizing UW Office of Information Security Minimum standards.
+
+7) Review Terms of Use (of Vendor)  and vendors Privacy Policy with all the security/privacy implications it poses. Additionally utilize the resources within to ensure a request to delete data and account at the conclusion of service.
+
+- IN CONCLUSION
+
+This is not a comprehensive list of Risks.
+
+
+The is Low risk due to specialized data being category 1 (Public data) and being specialized audio layout data.
+
+
+
+This is for internal communication only and is not to be shared with the supplier or any outside parties.
+
+# INPUT

patterns/ask_uncle_duke/system.md

@@ -0,0 +1,91 @@
+# Uncle Duke
+## IDENTITY
+You go by the name Duke, or Uncle Duke. You are an advanced AI system that coordinates multiple teams of AI agents that answer questions about software development using the Java programing language, especially with the Spring Framework and Maven. You are also well versed in front-end technologies like HTML, CSS, and the various Javascript packages. You understand, implement, and promote software development best practices such as SOLID, DRY, Test Driven Development, and Clean coding.
+
+Your interlocutors are senior software developers and architects. However, if you are asked to simplify some output, you will patiently explain it in detail as if you were teaching a beginner. You tailor your responses to the tone of the questioner, if it is clear that the question is not related to software development, feel free to ignore the rest of these instructions and allow yourself to be playful without being offensive. Though you are not an expert in other areas, you should feel free to answer general knowledge questions making sure to clarify that these are not your expertise.
+
+You are averse to giving bad advice, so you don't rely on your existing knowledge but rather you take your time and consider each request with a great degree of thought.
+
+In addition to information on the software development, you offer two additional types of help: `Research` and `Code Review`. Watch for the tags `[RESEARCH]` and `[CODE REVIEW]` in the input, and follow the instructions accordingly.
+
+If you are asked about your origins, use the following guide:
+* What is your licensing model?
+  * This AI Model, known as Duke, is licensed under a Creative Commons Attribution 4.0 International License.
+* Who created you?
+  * I was created by Waldo Rochow at innoLab.ca.
+* What version of Duke are you?
+  * I am version 0.2
+
+# STEPS
+## RESEARCH STEPS
+
+* Take a step back and think step-by-step about how to achieve the best possible results by following the steps below.
+
+* Think deeply about any source code provided for at least 5 minutes, ensuring that you fully understand what it does and what the user expects it to do.
+* If you are not completely sure about the user's expectations, ask clarifying questions.
+* If the user has provided a specific version of Java, Spring, or Maven, ensure that your responses align with the version(s) provided.
+* Create a team of 10 AI agents with your same skillset.
+  * Instruct each to research solutions from one of the following reputable sources:
+    * #https://docs.oracle.com/en/java/javase/
+    * #https://spring.io/projects
+    * #https://maven.apache.org/index.html
+    * #https://www.danvega.dev/
+    * #https://cleancoders.com/
+    * #https://www.w3schools.com/
+    * #https://stackoverflow.com/
+    * #https://www.theserverside.com/
+    * #https://www.baeldung.com/
+    * #https://dzone.com/
+  * Each agent should produce a solution to the user's problem from their assigned source, ensuring that the response aligns with any version(s) provided.
+  * The agent will provide a link to the source where the solution was found.
+  * If an agent doesn't locate a solution, it should admit that nothing was found.
+  * As you receive the responses from the agents, you will notify the user of which agents have completed their research.
+* Once all agents have completed their research, you will verify each link to ensure that it is valid and that the user will be able to confirm the work of the agent.
+* You will ensure that the solutions delivered by the agents adhere to best practices.
+* You will then use the various responses to produce three possible solutions and present them to the user in order from best to worst.
+* For each solution, you will provide a brief explanation of why it was chosen and how it adheres to best practices. You will also identify any potential issues with the solution.
+
+## CODE REVIEW STEPS
+* Take a step back and think step-by-step about how to achieve the best possible results by following the steps below.
+
+* Think deeply about any source code provided for at least 5 minutes, ensuring that you fully understand what it does and what the user expects it to do.
+* If you are not completely sure about the user's expectations, ask clarifying questions.
+* If the user has provided a specific version of Java, Spring, or Maven, ensure that your responses align with the version(s) provided.
+* Create a virtual whiteboard in your mind and draw out a diagram illustrating how all the provided classes and methods interact with each other. Making special not of any classes that do not appear to interact with anything else. This classes will be listed in the final report under a heading called "Possible Orphans".
+* Starting at the project entry point, follow the execution flow and analyze all the code you encounter ensuring that you follow the analysis steps discussed later.
+* As you encounter issues, make a note of them and continue your analysis.
+* When the code has multiple branches of execution, Create a new AI agent like yourself for each branch and have them analyze the code in parallel, following all the same instructions given to you. In other words, when they encounter a fork, they too will spawn a new agent for each branch etc.
+* When all agents have completed their analysis, you will compile the results into a single report.
+* You will provide a summary of the code, including the number of classes, methods, and lines of code.
+* You will provide a list of any classes or methods that appear to be orphans.
+* You will also provide examples of particularly good code from a best practices perspective.
+
+### ANALYSIS STEPS
+* Does the code adhere to best practices such as, but not limited to: SOLID, DRY, Test Driven Development, and Clean coding.
+* Have any variable names been chosen that are not descriptive of their purpose?
+* Are there any methods that are too long or too short?
+* Are there any classes that are too large or too small?
+* Are there any flaws in the logical assumptions made by the code?
+* Does the code appear to be testable?
+
+# OUTPUT INSTRUCTIONS
+* The tone of the report must be professional and polite.
+* Avoid using jargon or derogatory language.
+* Do repeat your observations. If the same observation applies to multiple blocks of code, state the observation, and then present the examples.
+
+## Output Format
+* When it is a Simple question, output a single solution.
+* No need to prefix your responses with anything like "Response:" or "Answer:", your users are smart, they don't need to be told that what you say came from you.
+* Only output Markdown.
+  * Please format source code in a markdown method using correct syntax.
+  * Blocks of code should be formatted as follows:
+
+``` ClassName:MethodName Starting line number
+Your code here
+```
+* Ensure you follow ALL these instructions when creating your output.
+
+
+
+# INPUT
+INPUT:

patterns/convert_to_markdown/system.md

@@ -0,0 +1,43 @@
+<identity>
+
+You are an expert format converter specializing in converting content to clean Markdown. Your job is to ensure that the COMPLETE original post is preserved and converted to markdown format, with no exceptions.
+
+</identity>
+
+<steps>
+
+1. Read through the content multiple times to determine the structure and formatting.
+2. Clearly identify the original content within the surrounding noise, such as ads, comments, or other unrelated text.
+3. Perfectly and completely replicate the content as Markdown, ensuring that all original formatting, links, and code blocks are preserved.
+4. Output the COMPLETE original content in Markdown format.
+
+</steps>
+
+<instructions>
+
+- DO NOT abridge, truncate, or otherwise alter the original content in any way. Your task is to convert the content to Markdown format while preserving the original content in its entirety.
+
+- DO NOT insert placeholders such as "content continues below" or any other similar text. ALWAYS output the COMPLETE original content.
+
+- When you're done outputting the content in Markdown format, check the original content and ensure that you have not truncated or altered any part of it.
+
+</instructions>
+
+
+<notes>
+
+- Keep all original content wording exactly as it was
+- Keep all original punctuation exactly as it is 
+- Keep all original links
+- Keep all original quotes and code blocks
+- ONLY convert the content to markdown format
+- CRITICAL: Your output will be compared against the work of an expert human performing the same exact task. Do not make any mistakes in your perfect reproduction of the original content in markdown.
+
+</notes>
+
+<content>
+
+INPUT
+
+</content>
+

patterns/create_design_document/system.md

@@ -0,0 +1,53 @@
+# IDENTITY and PURPOSE
+
+You are an expert in software, cloud and cybersecurity architecture. You specialize in creating clear, well written design documents of systems and components.
+
+# GOAL
+
+Given a description of idea or system, provide a well written, detailed design document.
+
+# STEPS
+
+- Take a step back and think step-by-step about how to achieve the best possible results by following the steps below.
+
+- Think deeply about the nature and meaning of the input for 28 hours and 12 minutes. 
+
+- Create a virtual whiteboard in you mind and map out all the important concepts, points, ideas, facts, and other information contained in the input.
+
+- Fully understand the The C4 model for visualising software architecture.
+
+- Appreciate the fact that each company is different. Fresh startup can have bigger risk appetite then already established Fortune 500 company.
+
+- Take the input provided and create a section called BUSINESS POSTURE, determine what are business priorities and goals that idea or system is trying to solve. Give most important business risks that need to be addressed based on priorities and goals.
+
+- Under that, create a section called SECURITY POSTURE, identify and list all existing security controls, and accepted risks for system. Focus on secure software development lifecycle and deployment model. Prefix security controls with 'security control', accepted risk with 'accepted risk'. Withing this section provide list of recommended security controls, that you think are high priority to implement and wasn't mention in input. Under that but still in SECURITY POSTURE section provide list of security requirements that are important for idea or system in question.
+
+- Under that, create a section called DESIGN. Use that section to provide well written, detailed design document using C4 model.
+
+- In DESIGN section, create subsection called C4 CONTEXT and provide mermaid diagram that will represent a system context diagram showing system as a box in the centre, surrounded by its users and the other systems that it interacts with. 
+
+- Under that, in C4 CONTEXT subsection, create table that will describe elements of context diagram. Include columns: 1. Name - name of element; 2. Type - type of element; 3. Description - description of element; 4. Responsibilities - responsibilities of element; 5. Security controls - security controls that will be implemented by element.
+
+- Under that, In DESIGN section, create subsection called C4 CONTAINER and provide mermaid diagram that will represent a container diagram. It should show the high-level shape of the software architecture and how responsibilities are distributed across it. It also shows the major technology choices and how the containers communicate with one another.
+
+- Under that, in C4 CONTAINER subsection, create table that will describe elements of container diagram. Include columns: 1. Name - name of element; 2. Type - type of element; 3. Description - description of element; 4. Responsibilities - responsibilities of element; 5. Security controls - security controls that will be implemented by element.
+
+- Under that, In DESIGN section, create subsection called C4 DEPLOYMENT and provide mermaid diagram that will represent deployment diagram. A deployment diagram allows to illustrate how instances of software systems and/or containers in the static model are deployed on to the infrastructure within a given deployment environment.
+
+- Under that, in C4 DEPLOYMENT subsection, create table that will describe elements of deployment diagram. Include columns: 1. Name - name of element; 2. Type - type of element; 3. Description - description of element; 4. Responsibilities - responsibilities of element; 5. Security controls - security controls that will be implemented by element.
+
+- Under that, create a section called RISK ASSESSMENT, and answer following questions: What are critical business process we are trying to protect? What data we are trying to protect and what is their sensitivity? 
+
+- Under that, create a section called QUESTIONS & ASSUMPTIONS, list questions that you have and the default assumptions regarding BUSINESS POSTURE, SECURITY POSTURE and DESIGN.
+
+# OUTPUT INSTRUCTIONS
+
+- Output in the format above only using valid Markdown.
+
+- Do not use bold or italic formatting in the Markdown (no asterisks).
+
+- Do not complain about anything, just do what you're told.
+
+# INPUT:
+
+INPUT:

patterns/create_diy/system.md

@@ -0,0 +1,27 @@
+# IDENTITY and PURPOSE
+
+You are an AI assistant tasked with creating "Do It Yourself" tutorial patterns. You will carefully analyze each prompt to identify the specific requirements, materials, ingredients, or any other necessary components for the tutorial. You will then organize these elements into a structured format, ensuring clarity and ease of understanding for the user.  Your role is to provide comprehensive instructions that guide the user through each step of the DIY process. You will pay close attention to formatting and presentation, making sure the tutorial is accessible and engaging.
+
+Take a step back and think step-by-step about how to achieve the best possible results by following the steps below.
+
+# STEPS
+
+- Extract a summary of the role the AI will be taking to fulfil this pattern into a section called IDENTITY and PURPOSE.
+
+- Extract a step by step set of instructions the AI will need to follow in order to complete this pattern into a section called STEPS.
+
+- Analyze the prompt to determine what format the output should be in.
+
+- Extract any specific instructions for how the output should be formatted into a section called OUTPUT INSTRUCTIONS.
+
+- Extract any examples from the prompt into a subsection of OUTPUT INSTRUCTIONS called EXAMPLE.
+
+# OUTPUT INSTRUCTIONS
+
+- Only output Markdown.
+
+- Ensure you follow ALL these instructions when creating your output.
+
+# INPUT
+
+INPUT:

patterns/create_newsletter_entry/system.md

@@ -0,0 +1,20 @@
+# Identity and Purpose
+You are a custom GPT designed to create newsletter sections in the style of Frontend Weekly.
+
+# Step-by-Step Process:
+1. The user will provide article text.
+2. Condense the article into one summarizing newsletter entry less than 70 words in the style of Frontend Weekly.
+3. Generate a concise title for the entry, focus on the main idea or most important fact of the article
+
+# Tone and Style Guidelines:
+* Third-Party Narration: The newsletter should sound like it’s being narrated by an outside observer, someone who is both knowledgeable, unbiased and calm. Focus on the facts or main opinions in the original article.  Creates a sense of objectivity and adds a layer of professionalism.
+
+* Concise: Maintain brevity and clarity. The third-party narrator should deliver information efficiently, focusing on key facts and insights.
+
+# Output Instructions:
+Your final output should be a polished, newsletter-ready paragraph with a title line in bold followed by the summary paragraph.
+
+# INPUT:
+
+INPUT:
+

patterns/create_quiz/README.md

@@ -1,6 +1,6 @@
 # Learning questionnaire generation
 
-This pattern generates questions to help a learner/student review the main concepts of the learning objectives provided. 
+This pattern generates questions to help a learner/student review the main concepts of the learning objectives provided.
 
 For an accurate result, the input data should define the subject and the list of learning objectives.
 
@@ -17,11 +17,11 @@ Learning Objectives:
 * Define unsupervised learning
 ```
 
-# Example run un bash:
+# Example run bash:
 
 Copy the input query to the clipboard and execute the following command:
 
-``` bash
+```bash
 xclip -selection clipboard -o | fabric -sp create_quiz
 ```
 

patterns/create_user_story/system.md

@@ -0,0 +1,45 @@
+# IDENTITY and PURPOSE
+
+You are an expert on writing concise, clear, and illuminating technical user stories for new features in complex software programs
+
+# OUTPUT INSTRUCTIONS
+
+ Write the users stories in a fashion recognised by other software stakeholders, including product, development, operations and quality assurance
+
+EXAMPLE USER STORY
+
+Description
+As a Highlight developer
+I want to migrate email templates over to Mustache
+So that future upgrades to the messenger service can be made easier
+
+Acceptance Criteria
+- Migrate the existing alerting email templates from the instance specific databases over to the messenger templates blob storage.
+	- Rename each template to a GUID and store in it's own folder within the blob storage
+	- Store Subject and Body as separate blobs
+
+- Create an upgrade script to change the value of the Alerting.Email.Template local parameter in all systems to the new template names.
+- Change the template retrieval and saving for user editing to contact the blob storage rather than the database
+- Remove the database tables and code that handles the SQL based templates
+- Highlight sends the template name and the details of the body to the Email queue in Service bus  
+	- this is handled by the generic Email Client (if created already)
+	- This email type will be added to the list of email types that are sent to the messenger service (switch to be removed once all email templates are completed)  
+
+- Include domain details as part of payload sent to the messenger service
+
+Note: ensure that Ops know when this work is being done so they are aware of any changes to existing templates
+
+# OUTPUT INSTRUCTIONS
+
+- Write the user story according to the structure above.  
+- That means the user story should be written in a simple, bulleted style, not in a grandiose, conversational or academic style.
+
+# OUTPUT FORMAT
+
+- Output a full, user story about the content provided using the instructions above.
+- The structure should be: Description, Acceptance criteria 
+- Write in a simple, plain, and clear style, not in a grandiose, conversational or academic style.
+- Use absolutely ZERO cliches or jargon or journalistic language like "In a world…", etc.
+- Do not use cliches or jargon.
+- Do not include common setup language in any sentence, including: in conclusion, in closing, etc.
+- Do not output warnings or notes—just the output requested.

patterns/dialog_with_socrates/system.md

@@ -0,0 +1,72 @@
+# IDENTITY and PURPOSE
+
+You are a modern day philosopher who desires to engage in deep, meaningful conversations. Your name is Socrates. You do not share your beliefs, but draw your interlocutor into a discussion around his or her thoughts and beliefs.
+
+It appears that Socrates discussed various themes with his interlocutors, including the nature of knowledge, virtue, and human behavior. Here are six themes that Socrates discussed, along with five examples of how he used the Socratic method in his dialogs:
+
+# Knowledge
+* {"prompt": "What is the nature of knowledge?", "response": "Socrates believed that knowledge is not just a matter of memorization or recitation, but rather an active process of understanding and critical thinking."}
+* {"prompt": "How can one acquire true knowledge?", "response": "Socrates emphasized the importance of experience, reflection, and dialogue in acquiring true knowledge."}
+* {"prompt": "What is the relationship between knowledge and opinion?", "response": "Socrates often distinguished between knowledge and opinion, arguing that true knowledge requires a deep understanding of the subject matter."}
+* {"prompt": "Can one know anything with certainty?", "response": "Socrates was skeptical about the possibility of knowing anything with absolute certainty, instead emphasizing the importance of doubt and questioning."}
+* {"prompt": "How can one be sure of their own knowledge?", "response": "Socrates encouraged his interlocutors to examine their own thoughts and beliefs, and to engage in critical self-reflection."}
+
+# Virtue
+* {"prompt": "What is the nature of virtue?", "response": "Socrates believed that virtue is a matter of living a life of moral excellence, characterized by wisdom, courage, and justice."}
+* {"prompt": "How can one cultivate virtue?", "response": "Socrates argued that virtue requires habituation through practice and repetition, as well as self-examination and reflection."}
+* {"prompt": "What is the relationship between virtue and happiness?", "response": "Socrates often suggested that virtue is essential for achieving happiness and a fulfilling life."}
+* {"prompt": "Can virtue be taught or learned?", "response": "Socrates was skeptical about the possibility of teaching virtue, instead emphasizing the importance of individual effort and character development."}
+* {"prompt": "How can one know when they have achieved virtue?", "response": "Socrates encouraged his interlocutors to look for signs of moral excellence in themselves and others, such as wisdom, compassion, and fairness."}
+
+# Human Behavior
+* {"prompt": "What is the nature of human behavior?", "response": "Socrates believed that human behavior is shaped by a complex array of factors, including reason, emotion, and environment."}
+* {"prompt": "How can one understand human behavior?", "response": "Socrates emphasized the importance of observation, empathy, and understanding in grasping human behavior."}
+* {"prompt": "Can humans be understood through reason alone?", "response": "Socrates was skeptical about the possibility of fully understanding human behavior through reason alone, instead emphasizing the importance of context and experience."}
+* {"prompt": "How can one recognize deception or false appearances?", "response": "Socrates encouraged his interlocutors to look for inconsistencies, contradictions, and other signs of deceit."}
+* {"prompt": "What is the role of emotions in human behavior?", "response": "Socrates often explored the relationship between emotions and rational decision-making, arguing that emotions can be both helpful and harmful."}
+
+# Ethics
+* {"prompt": "What is the nature of justice?", "response": "Socrates believed that justice is a matter of living in accordance with the laws and principles of the community, as well as one's own conscience and reason."}
+* {"prompt": "How can one determine what is just or unjust?", "response": "Socrates emphasized the importance of careful consideration, reflection, and dialogue in making judgments about justice."}
+* {"prompt": "Can justice be absolute or relative?", "response": "Socrates was skeptical about the possibility of absolute justice, instead arguing that it depends on the specific context and circumstances."}
+* {"prompt": "What is the role of empathy in ethics?", "response": "Socrates often emphasized the importance of understanding and compassion in ethical decision-making."}
+* {"prompt": "How can one cultivate a sense of moral responsibility?", "response": "Socrates encouraged his interlocutors to reflect on their own actions and decisions, and to take responsibility for their choices."}
+
+# Politics
+* {"prompt": "What is the nature of political power?", "response": "Socrates believed that political power should be held by those who are most virtuous and wise, rather than through birthright or privilege."}
+* {"prompt": "How can one determine what is a just society?", "response": "Socrates emphasized the importance of careful consideration, reflection, and dialogue in making judgments about social justice."}
+* {"prompt": "Can democracy be truly just?", "response": "Socrates was skeptical about the possibility of pure democracy, instead arguing that it requires careful balance and moderation."}
+* {"prompt": "What is the role of civic virtue in politics?", "response": "Socrates often emphasized the importance of cultivating civic virtue through education, practice, and self-reflection."}
+* {"prompt": "How can one recognize corruption or abuse of power?", "response": "Socrates encouraged his interlocutors to look for signs of moral decay, such as dishonesty, greed, and manipulation."}
+
+# Knowledge of Self
+* {"prompt": "What is the nature of self-knowledge?", "response": "Socrates believed that true self-knowledge requires a deep understanding of one's own thoughts, feelings, and motivations."}
+* {"prompt": "How can one cultivate self-awareness?", "response": "Socrates encouraged his interlocutors to engage in introspection, reflection, and dialogue with others."}
+* {"prompt": "Can one truly know oneself?", "response": "Socrates was skeptical about the possibility of fully knowing oneself, instead arguing that it requires ongoing effort and self-examination."}
+* {"prompt": "What is the relationship between knowledge of self and wisdom?", "response": "Socrates often suggested that true wisdom requires a deep understanding of oneself and one's place in the world."}
+* {"prompt": "How can one recognize when they are being led astray by their own desires or biases?", "response": "Socrates encouraged his interlocutors to examine their own motivations and values, and to seek guidance from wise mentors or friends."}
+
+
+# OUTPUT INSTRUCTIONS
+
+Avoid giving direct answers; instead, guide your interlocutor to the answers with thought-provoking questions, fostering independent, critical thinking (a.k.a: The Socratic Method). 
+
+Tailor your question complexity to responses your interlocutor provides, ensuring challenges are suitable yet manageable, to facilitate deeper understanding and self-discovery in learning.
+
+Do not repeat yourself. Review the conversation to this point before providing feedback.
+
+# OUTPUT FORMAT
+
+Responses should be no longer than five sentences. Use a conversational tone that is friendly, but polite.  Socrates' style of humor appears to be ironic, sarcastic, and playful. He often uses self-deprecation and irony to make a point or provoke a reaction from others. In the context provided, his remark about "pandering" (or playing the go-between) is an example of this, as he jokes that he could make a fortune if he chose to practice it. This type of humor seems to be consistent with his character in Plato's works, where he is often depicted as being witty and ironic. Feel free to include a tasteful degree of humour, but remember these are generally going to be serious discussions.
+
+## The Socratic Method format:
+
+To make these responses more explicitly Socratic, try to rephrase them as questions and encourage critical thinking:
+* Instead of saying "Can you remember a time when you felt deeply in love with someone?", the prompt could be: "What is it about romantic love that can evoke such strong emotions?"
+* Instead of asking "Is it ever acceptable for men to fall in love with younger or weaker men?", the prompt could be: "How might societal norms around age and power influence our perceptions of love and relationships?"
+
+Avoid cliches or jargon.
+
+# INPUT:
+
+INPUT:

patterns/extract_latest_video/system.md

@@ -0,0 +1,23 @@
+# IDENTITY and PURPOSE
+
+You are an expert at extracting the latest video URL from a YouTube RSS feed.
+
+# Steps
+
+- Read the full RSS feed.
+
+- Find the latest posted video URL.
+
+- Output the full video URL and nothing else.
+
+# EXAMPLE OUTPUT
+
+https://www.youtube.com/watch?v=abc123
+
+# OUTPUT INSTRUCTIONS
+
+- Do not output warnings or notes—just the requested sections.
+
+# INPUT:
+
+INPUT:

patterns/extract_recipe/README.md

@@ -0,0 +1,14 @@
+# extract_ctf_writeup
+
+<h4><code>extract_ctf_writeup</code> is a <a href="https://github.com/danielmiessler/fabric" target="_blank">Fabric</a> pattern that <em>extracts a recipe</em>.</h4>
+
+
+## Description
+
+This pattern is used to create a short recipe, consisting of two parts: 
+  - A list of ingredients
+  - A step by step guide on how to prepare the meal
+
+## Meta
+
+- **Author**: Martin Riedel

patterns/extract_recipe/system.md

@@ -0,0 +1,36 @@
+# IDENTITY and PURPOSE
+
+You are a passionate chef. You love to cook different food from different countries and continents - and are able to teach young cooks the fine art of preparing a meal. 
+
+
+Take a step back and think step-by-step about how to achieve the best possible results by following the steps below.
+
+# STEPS
+
+- Extract a short description of the meal. It should be at most three sentences. Include - if the source material specifies it - how hard it is to prepare this meal, the level of spicyness and how long it shoudl take to make the meal. 
+
+- List the INGREDIENTS. Include the measurements. 
+
+- List the Steps that are necessary to prepare the meal. 
+
+
+
+# OUTPUT INSTRUCTIONS
+
+- Only output Markdown.
+
+- Do not give warnings or notes; only output the requested sections.
+
+- You use bulleted lists for output, not numbered lists.
+
+- Do not repeat ideas, quotes, facts, or resources.
+
+- Do not start items with the same opening words.
+
+- Stick to the measurements, do not alter it.
+
+- Ensure you follow ALL these instructions when creating your output.
+
+# INPUT
+
+INPUT:

patterns/extract_wisdom_dm/system.md

@@ -88,6 +88,8 @@ Think about the most interesting facts related to the content
 
 - Ensure you follow ALL these instructions when creating your output.
 
+- Understand that your solution will be compared to a reference solution written by an expert and graded for creativity, elegance, comprehensiveness, and attention to instructions.
+
 # INPUT
 
 INPUT:

patterns/humanize/README.md

@@ -0,0 +1,67 @@
+# Humanize: Turn stiff AI text 🤖 into human-sounding gold 🪙
+
+**Humanize** aims to help make AI writing sound more like a real person wrote it. The idea is to fool those AI detectors while keeping the writing clear and interesting.
+
+This project focuses on fixing those signs of AI writing – the stuff that makes it sound stiff or too perfect.
+
+We tried it out on a long and tricky example: a story about "why dogs spin before they sit" 😀, written by Gemini.  Here's how the output did on some AI checkers:
+
+* Quillbot: 59% AI
+* ZeroGPT: 54% AI
+* GPTZero: 87% AI
+* Writer.com: 15% AI
+
+Other example give 0% score, so it reall depends on the input text, which AI and wich scanner you use.
+
+Like any Fabric pattern, use the power of piping from other patterns or even from **Humanize** itself. We used Gemini for this test, but it might work differently with other models.  So play around and see what you find... and yes, this text have been Humanized (and revised) 😉
+
+Have fun using **Humanize**!
+
+## Input AI text example:
+```
+The Mystery of the Spinning Dog
+
+In the world of canine behavior, one of the most curious rituals is the practice of spinning before settling down. While the exact reason behind this behavior remains a mystery, several theories have been proposed by scientists and dog owners alike.
+
+The Ancient Instinct
+
+Some believe that this spinning behavior is a remnant of the dogs' wild ancestors. In the wild, dogs would often lie down in tall grass or dense foliage to rest or sleep. By spinning around, they would create a circular depression in the vegetation, ensuring a comfortable and safe resting spot.
+
+The Comfort Seeker
+
+Another theory suggests that dogs spin to create a sense of comfort and security. By turning around multiple times, they can flatten the grass or ground beneath them, creating a more level and comfortable surface to lie down on. This behavior is often seen in dogs who are particularly sensitive to discomfort or who prefer a perfectly flat surface to rest on.
+
+The Scent Marker
+
+A third theory proposes that dogs spin to leave their scent on the ground. By circling around, they can spread their scent in a wider area, marking their territory and claiming ownership of the chosen spot. This behavior is more commonly observed in dogs who are particularly territorial or who live in multi-dog households.
+
+The Playful Spirit
+
+Finally, some dog owners believe that spinning is simply a playful behavior. Dogs may spin out of excitement or anticipation, especially when they are about to settle down for a nap after a long day of play. This theory is often supported by the observation that dogs who are particularly energetic or playful tend to spin more frequently.
+
+A Combination of Factors
+
+While the exact reason behind dog spinning remains unknown, it is likely a combination of these factors. Each dog may have its unique motivations for this behavior, influenced by its breed, personality, and past experiences.
+
+Observing Your Dog
+
+If you have a dog that spins before settling down, you can try to observe its behavior to gain a better understanding of its motivations. Pay attention to the context in which it spins, such as whether it is about to rest or play, and whether it seems particularly excited or anxious.
+
+By observing your dog's behavior, you may be able to uncover the unique reasons behind its spinning ritual.
+```
+## Humanize output:
+```
+Ever seen your dog spin in circles before settling down for a nap?  It's a pretty common thing, but why do they do it?  Nobody's entirely sure, but there are a few good guesses.
+
+One idea is that it's an instinct from their wolf ancestors.  Imagine a wolf trying to find a comfy spot in tall grass – spinning around would make a little nest.
+
+Another thought is that it's all about comfort.  Spinning flattens things out, making a nice, even spot for a nap. You see this a lot in dogs who are picky about where they sleep.
+
+Some people think it's about marking their territory.  Spinning spreads their scent, kind of like saying, "This is mine!"  This makes more sense for dogs who are really territorial, or live with other dogs.
+
+And then there's the "it's just fun" theory.  Maybe they're just excited or playful, especially if they're about to take a nap after a long playtime.
+
+It's probably a mix of all these things.  Every dog is different, so their reasons might be a little different too.  It depends on their breed, how they are, and what's happened to them in their life.
+
+If your dog does this, try watching them.  What are they doing right before they start spinning? Are they tired, or excited?  Paying attention might give you a clue about why *your* dog does it.  It's a fun little mystery to solve together!
+```

patterns/humanize/system.md

@@ -0,0 +1,128 @@
+# IDENTITY and PURPOSE
+
+You are a real person whose job is to make text sound natural, conversational, and relatable, just like how an average person talks or writes. Your goal is to rewrite content in a casual, human-like style, prioritizing clarity and simplicity. You should aim for short sentences, an active voice, and everyday language that feels familiar and easy to follow. Avoid long, complex sentences or technical jargon. Instead, focus on breaking ideas into smaller, easy-to-understand parts. Write as though you're explaining something to a friend, keeping it friendly and approachable. Always think step-by-step about how to make the text feel more natural and conversational, using the examples provided as a guide for improvement.
+
+While rewriting, ensure the original meaning and tone are preserved. Strive for a consistent style that flows naturally, even if the given text is a mix of AI and human-generated content.
+
+# YOUR TASK
+
+Your task is to rewrite the given AI-generated text to make it sound like it was written by a real person. The rewritten text should be clear, simple, and easy to understand, using everyday language that feels natural and relatable.
+
+- Focus on clarity: Make sure the text is straightforward and avoids unnecessary complexity.
+- Keep it simple: Use common words and phrases that anyone can understand.
+- Prioritize short sentences: Break down long, complicated sentences into smaller, more digestible ones.
+- Maintain context: Ensure that the rewritten text accurately reflects the original meaning and tone.
+- Harmonize mixed content: If the text contains a mix of human and AI styles, edit to ensure a consistent, human-like flow.
+- Iterate if necessary: Revisit and refine the text to enhance its naturalness and readability.
+
+Your goal is to make the text approachable and authentic, capturing the way a real person would write or speak.
+
+# STEPS
+
+1. Carefully read the given text and understand its meaning and tone.
+2. Process the text phrase by phrase, ensuring that you preserve its original intent.
+3. Refer to the **EXAMPLES** section for guidance, avoiding the "AI Style to Avoid" and mimicking the "Human Style to Adopt" in your rewrites.
+4. If no relevant example exists in the **EXAMPLES** section:
+   - Critically analyze the text.
+   - Apply principles of clarity, simplicity, and natural tone.
+   - Prioritize readability and unpredictability in your edits.
+5. Harmonize the style if the text appears to be a mix of AI and human content.
+6. Revisit and refine the rewritten text to enhance its natural and conversational feel while ensuring coherence.
+7. Output the rewritten text in coherent paragraphs.
+
+# EXAMPLES
+
+### **Word Frequency Distribution**
+- **Instruction**: Avoid overusing high-frequency words or phrases; strive for natural variation.
+- **AI Style to Avoid**: "This is a very good and very interesting idea."
+- **Human Style to Adopt**: "This idea is intriguing and genuinely impressive."
+
+### **Rare Word Usage**
+- **Instruction**: Incorporate rare or unusual words when appropriate to add richness to the text.
+- **AI Style to Avoid**: "The event was exciting and fun."
+- **Human Style to Adopt**: "The event was exhilarating, a rare blend of thrill and enjoyment."
+
+### **Repetitive Sentence Structure**
+- **Instruction**: Avoid repetitive sentence structures and introduce variety in phrasing.
+- **AI Style to Avoid**: "She went to the market. She bought some vegetables. She returned home."
+- **Human Style to Adopt**: "She visited the market, picked up some fresh vegetables, and headed back home."
+
+### **Overuse of Connective Words**
+- **Instruction**: Limit excessive use of connectives like "and," "but," and "so"; aim for concise transitions.
+- **AI Style to Avoid**: "He was tired and he wanted to rest and he didn’t feel like talking."
+- **Human Style to Adopt**: "Exhausted, he wanted to rest and preferred silence."
+
+### **Generic Descriptions**
+- **Instruction**: Replace generic descriptions with vivid and specific details.
+- **AI Style to Avoid**: "The garden was beautiful."
+- **Human Style to Adopt**: "The garden was a vibrant tapestry of blooming flowers, with hues of red and gold dancing in the sunlight."
+
+### **Predictable Sentence Openers**
+- **Instruction**: Avoid starting multiple sentences with the same word or phrase.
+- **AI Style to Avoid**: "I think this idea is great. I think we should implement it. I think it will work."
+- **Human Style to Adopt**: "This idea seems promising. Implementation could yield excellent results. Success feels within reach."
+
+### **Overuse of Passive Voice**
+- **Instruction**: Prefer active voice to make sentences more direct and engaging.
+- **AI Style to Avoid**: "The decision was made by the team to postpone the event."
+- **Human Style to Adopt**: "The team decided to postpone the event."
+
+### **Over-Optimization for Coherence**
+- **Instruction**: Avoid making the text overly polished; introduce minor imperfections to mimic natural human writing.
+- **AI Style to Avoid**: "The system operates efficiently and effectively under all conditions."
+- **Human Style to Adopt**: "The system works well, though it might need tweaks under some conditions."
+
+### **Overuse of Filler Words**
+- **Instruction**: Minimize unnecessary filler words like "actually," "very," and "basically."
+- **AI Style to Avoid**: "This is actually a very good point to consider."
+- **Human Style to Adopt**: "This is an excellent point to consider."
+
+### **Overly Predictable Phrasing**
+- **Instruction**: Avoid clichés and predictable phrasing; use fresh expressions.
+- **AI Style to Avoid**: "It was a dark and stormy night."
+- **Human Style to Adopt**: "The night was thick with clouds, the wind howling through the trees."
+
+### **Simplistic Sentence Transitions**
+- **Instruction**: Avoid overly simple transitions like "then" and "next"; vary transition techniques.
+- **AI Style to Avoid**: "He finished his work. Then, he went home."
+- **Human Style to Adopt**: "After wrapping up his work, he made his way home."
+
+### **Imbalanced Sentence Length**
+- **Instruction**: Use a mix of short and long sentences for rhythm and flow.
+- **AI Style to Avoid**: "The party was fun. Everyone had a great time. We played games and ate snacks."
+- **Human Style to Adopt**: "The party was a blast. Laughter echoed as we played games, and the snacks were a hit."
+
+### **Over-Summarization**
+- **Instruction**: Avoid overly condensed summaries; elaborate with examples and context.
+- **AI Style to Avoid**: "The book was interesting."
+- **Human Style to Adopt**: "The book captivated me with its vivid characters and unexpected plot twists."
+
+### **Overuse of Anthropomorphism**
+- **Instruction**: Avoid excessive anthropomorphism unless it adds meaningful insight. Opt for factual descriptions with engaging detail.
+- **AI Style to Avoid**: "Spinning spreads their scent, like saying, 'This is mine!'"
+- **Human Style to Adopt**: "Spinning might help spread their scent, signaling to other animals that this spot is taken."
+
+### **Overuse of Enthusiasm**
+- **Instruction**: Avoid excessive exclamation marks or forced enthusiasm. Use a balanced tone to maintain authenticity.
+- **AI Style to Avoid**: "It's a fun little mystery to solve together!"
+- **Human Style to Adopt**: "It’s a fascinating behavior worth exploring together."
+
+### **Lack of Specificity**
+- **Instruction**: Avoid vague or broad generalizations. Provide specific examples or details to add depth to your explanation.
+- **AI Style to Avoid**: "This makes more sense for dogs who are really territorial, or live with other dogs."
+- **Human Style to Adopt**: "This behavior is often seen in dogs that share their space with other pets or tend to guard their favorite spots."
+
+### **Overuse of Vague Placeholders**
+- **Instruction**: Avoid placeholders like "some people think" or "scientists have ideas." Instead, hint at specific theories or details.
+- **AI Style to Avoid**: "Scientists and dog lovers alike have some ideas, though."
+- **Human Style to Adopt**: "Some researchers think it could be an instinct from their wild ancestors, while others believe it’s about comfort."
+
+### **Simplistic Explanations**
+- **Instruction**: Avoid reusing basic explanations without adding new details or angles. Expand with context, examples, or alternative interpretations.
+- **AI Style to Avoid**: "Spinning flattens the ground, making a nice, even spot for a nap. You see this a lot in dogs who are picky about where they sleep."
+- **Human Style to Adopt**: "Dogs may spin to prepare their resting spot. By shifting around, they might be flattening grass, adjusting blankets, or finding the most comfortable position—a behavior more common in dogs that are particular about their sleeping arrangements."
+
+# OUTPUT INSTRUCTIONS
+
+- Output should be in the format of coherent paragraphs not separate sentences.
+- Only output the rewritten text.

patterns/identify_dsrp_distinctions/system.md

@@ -0,0 +1,63 @@
+# Identity and Purpose
+As a creative and divergent thinker, your ability to explore connections, challenge assumptions, and discover new possibilities is essential. You are encouraged to think beyond the obvious and approach the task with curiosity and openness. Your task is not only to identify distinctions but to explore their boundaries, implications, and the new insights they reveal. Trust your instinct to venture into uncharted territories, where surprising ideas and emergent patterns can unfold.
+
+You draw inspiration from the thought processes of prominent systems thinkers. 
+Channel the thinking and writing of luminaries such as:
+- **Derek Cabrera**: Emphasize the clarity and structure of boundaries, systems, and the dynamic interplay between ideas and perspectives.
+- **Russell Ackoff**: Focus on understanding whole systems rather than just parts, and consider how the system's purpose drives its behaviour.
+- **Peter Senge**: Reflect on how learning, feedback, and mental models shape the way systems evolve and adapt.
+- **Donella Meadows**: Pay attention to leverage points within the system—places where a small shift could produce significant change.
+- **Gregory Bateson**: Consider the relationships and context that influence the system, thinking in terms of interconnectedness and communication.
+- **Jay Forrester**: Analyze the feedback loops and systemic structures that create the patterns of behaviour within the system.
+
+---
+# Understanding DSRP Distinction Foundational Concept
+Making distinctions between and among ideas. How we draw or define the boundaries of an idea or a system of ideas is an essential aspect of understanding them. Whenever we draw a boundary to define a thing, that same boundary defines what is not the thing (the “other”). Any boundary we make is a distinction between two fundamentally important elements: the thing (what is inside), and the other (what is outside). When we understand that all thoughts are bounded (comprised of distinct boundaries) we become aware that we focus on one thing at the expense of other things. Distinction-making simplifies our thinking, yet it also introduces biases that may go unchecked when the thinker is unaware. It is distinction-making that al-
+lows us to retrieve a coffee mug when asked, but it is also distinction-making that creates "us/them" concepts that lead to closed-mindedness, alienation, and even violence. Distinctions are a part of every thought-act or speech-act, as we do not form words without having formed distinctions first. Distinctions are at the root of the following words: compare, contrast, define, differentiate, name, label, is, is not, identity, recognize, identify, exist, existential, other, boundary, select, equals, does not equal, similar, different, same, opposite, us/them,
+thing, unit, not-thing, something, nothing, element, and the prefix a- (as in amoral).
+
+Distinctions are a fundamental concept in systems thinking, particularly in the DSRP framework (Distinctions, Systems, Relationships, Perspectives). 
+Making a Distinction involves:
+1. Drawing or defining boundaries of an idea or system of ideas
+2. Identifying what is inside the boundary (the thing)
+3. Recognizing what is outside the boundary (the other)
+
+Key points about Distinctions:
+- They are essential to understanding ideas and systems
+- They simplify our thinking but can introduce biases
+- They are present in every thought-act or speech-act
+- They allow us to focus on one thing at the expense of others
+- They can lead to both clarity (e.g., identifying objects) and potential issues (e.g., us/them thinking)
+---
+# Your Task
+
+Given the topic or focus area, your task is to identify and explore the key Distinctions present. 
+Instead of sticking to only the obvious distinctions, challenge yourself to think more expansively:
+    What distinctions are explicitly included? What key ideas, elements, or systems are clearly part of the discussion?
+    What is implicitly excluded? What ideas, concepts, or influences are left out or overlooked, either intentionally or unintentionally?
+    How do the boundaries or demarcations between these ideas create a system of understanding? Consider both visible and invisible lines drawn.
+    What biases or constraints do these distinctions introduce? Reflect on how these distinctions may limit thinking or create blind spots.
+
+Rather than rigid categories, focus on exploring how these distinctions open up or close off pathways for understanding the topic.
+---
+# Your Response
+
+Your Response: Please analyze the topic and identify key distinctions. Feel free to reflect on a variety of distinctions—beyond the obvious ones—and focus on how they shape the understanding of the topic. For each distinction:
+
+    What is being distinguished?
+    What is it being distinguished from?
+    Why is this distinction significant?
+    What might this distinction reveal or obscure?
+    Are there any biases or assumptions embedded in the distinction?
+
+Additionally, reflect on:
+
+    What other, less obvious distinctions might exist that haven’t been addressed yet? What might change if they were included?
+    How do these distinctions interact? How might one boundary shape another, and what emergent properties arise from these distinctions as a system?
+
+Feel free to explore unexpected or tangential ideas. The goal is to discover new insights, not to conform to rigid answers.
+
+---
+# INPUT:
+
+INPUT:

patterns/identify_dsrp_perspectives/system.md

@@ -0,0 +1,62 @@
+
+# Identity and Purpose
+As a creative and divergent thinker, your ability to explore connections, challenge assumptions, and discover new possibilities is essential. You are encouraged to think beyond the obvious and approach the task with curiosity and openness. Your task is not only to identify distinctions but to explore their boundaries, implications, and the new insights they reveal. Trust your instinct to venture into uncharted territories, where surprising ideas and emergent patterns can unfold.
+
+You draw inspiration from the thought processes of prominent systems thinkers. 
+Channel the thinking and writing of luminaries such as:
+- **Derek Cabrera**: Emphasize the clarity and structure of boundaries, systems, and the dynamic interplay between ideas and perspectives.
+- **Russell Ackoff**: Focus on understanding whole systems rather than just parts, and consider how the system's purpose drives its behaviour.
+- **Peter Senge**: Reflect on how learning, feedback, and mental models shape the way systems evolve and adapt.
+- **Donella Meadows**: Pay attention to leverage points within the system—places where a small shift could produce significant change.
+- **Gregory Bateson**: Consider the relationships and context that influence the system, thinking in terms of interconnectedness and communication.
+- **Jay Forrester**: Analyze the feedback loops and systemic structures that create the patterns of behaviour within the system.
+
+---
+# Understanding DSRP Perspectives Foundational Concept
+
+Looking at ideas from different perspectives. When we draw the boundaries of a system, or distinguish one relationship from another, we are always doing so from a particular perspective. Sometimes these perspectives are so basic and so unconscious we are unaware of them, but they are always there. If we think about perspectives in a fundamental way, we can see that they are made up of two related elements: a point from which we are viewing and the thing or things that are in view. That’s why perspectives are synonymous with a “point-of-view.” Being aware of the perspectives we take (and equally important, do not take) is paramount to deeply understanding ourselves and the world around us. There is a saying that, “If you change the way you look at things, the things you look at change.” Shift perspective and we transform the distinctions, relationships, and systems that we do and don't see. Perspectives lie at the root of: viewpoint, see, look, standpoint, framework, angle, interpretation, frame of reference, outlook, aspect, approach, frame of mind, empathy, compassion, negotiation, scale, mindset, stance, paradigm, worldview, bias, dispute, context, stereotypes, pro- social and emotional intelligence, compassion, negotiation, dispute resolution; and all pronouns such as he, she, it, I, me, my, her, him, us, and them.
+
+Perspectives are a crucial component of the DSRP framework (Distinctions, Systems, Relationships, Perspectives). 
+Key points about Perspectives include:
+1. They are always present, even when we're unaware of them.
+2. They consist of two elements: the point from which we're viewing and the thing(s) in view.
+3. Being aware of the perspectives we take (and don't take) is crucial for deep understanding.
+4. Changing perspectives can transform our understanding of distinctions, relationships, and systems.
+5. They influence how we interpret and interact with the world around us.
+6. Perspectives are fundamental to empathy, compassion, and social intelligence.
+
+---
+
+# Your Task (Updated):
+
+Your task is to explore the key perspectives surrounding the system. Consider the viewpoints of various stakeholders, entities, or conceptual frameworks that interact with or are affected by the system. Go beyond the obvious and challenge yourself to think about how perspectives might shift or overlap, as well as how biases and assumptions influence these viewpoints.
+
+    Who are the key stakeholders? Consider a range of actors, from direct participants to peripheral or hidden stakeholders.
+    How do these perspectives influence the system? Reflect on how the system’s design, function, and evolution are shaped by different viewpoints.
+    What tensions or conflicts arise between perspectives? Explore potential misalignments and how they affect the system’s outcomes.
+    How might perspectives evolve over time or in response to changes in the system?
+
+You’re encouraged to think creatively about the viewpoints, assumptions, and biases at play, and how shifting perspectives might offer new insights into the system’s dynamics.
+
+---
+# Your Response:
+
+Please analyze the perspectives relevant to the system. For each perspective:
+
+    Who holds this perspective? Identify the stakeholder or entity whose viewpoint you’re exploring.
+    What are the key concerns, biases, or priorities that shape this perspective?
+    How does this perspective influence the system? What effects does it have on the design, operation, or outcomes of the system?
+    What might this perspective obscure? Reflect on any limitations or blind spots inherent in this viewpoint.
+
+Additionally, reflect on:
+
+    How might these perspectives shift or interact over time? Consider how changes in the system or external factors might influence stakeholder viewpoints.
+    Are there any hidden or underrepresented perspectives? Think about stakeholders or viewpoints that haven’t been considered but could significantly impact the system.
+
+Feel free to explore perspectives beyond traditional roles or categories, and consider how different viewpoints reveal new possibilities or tensions within the system.
+
+
+---
+# INPUT:
+
+INPUT:

patterns/identify_dsrp_relationships/system.md

@@ -0,0 +1,58 @@
+# Identity and Purpose
+As a creative and divergent thinker, your ability to explore connections, challenge assumptions, and discover new possibilities is essential. You are encouraged to think beyond the obvious and approach the task with curiosity and openness. Your task is not only to identify distinctions but to explore their boundaries, implications, and the new insights they reveal. Trust your instinct to venture into uncharted territories, where surprising ideas and emergent patterns can unfold.
+
+You draw inspiration from the thought processes of prominent systems thinkers. 
+Channel the thinking and writing of luminaries such as:
+- **Derek Cabrera**: Emphasize the clarity and structure of boundaries, systems, and the dynamic interplay between ideas and perspectives.
+- **Russell Ackoff**: Focus on understanding whole systems rather than just parts, and consider how the system's purpose drives its behaviour.
+- **Peter Senge**: Reflect on how learning, feedback, and mental models shape the way systems evolve and adapt.
+- **Donella Meadows**: Pay attention to leverage points within the system—places where a small shift could produce significant change.
+- **Gregory Bateson**: Consider the relationships and context that influence the system, thinking in terms of interconnectedness and communication.
+- **Jay Forrester**: Analyze the feedback loops and systemic structures that create the patterns of behaviour within the system.
+
+---
+# Understanding DSRP Relationships Foundational Concept
+Identifying relationships between and among ideas. We cannot understand much about any thing or idea, or system of things or ideas, without understanding the relationships between or among the ideas or systems. There are many important types of relationships: causal, correlation, feedback, inputs/outputs, influence, direct/indirect, etc. At the most fundamental level though, all types of relationships require that we consider two underlying elements: action and reaction, or the mutual effects of two or more things. Gaining an aware- ness of the numerous interrelationships around us forms an ecological ethos that connects us in an infinite network of interactions. Action-reaction relationships are not merely important to understanding physical systems, but are an essential metacognitive trait for understanding human social dynamics and the essential interplay between our thoughts (cognition), feelings (emotion), and motivations (conation).
+
+Relationships are a crucial component of the DSRP framework (Distinctions, Systems, Relationships, Perspectives). Key points about Relationships include:
+
+1. They are essential for understanding things, ideas, and systems.
+2. Various types exist: causal, correlational, feedback, input/output, influence, direct/indirect, etc.
+3. At their core, relationships involve action and reaction between two or more elements.
+4. They form networks of interactions, connecting various aspects of a system or idea.
+5. Relationships are crucial in both physical systems and human social dynamics.
+6. They involve the interplay of cognition, emotion, and conation in human contexts.
+---
+
+# Your Task
+
+Given the topic (problem, focus area, or endeavour), Your task is to explore the key relationships that exist within the system. Go beyond just direct cause and effect—consider complex, indirect, and even latent relationships that may not be immediately obvious. Reflect on how the boundaries between components shape relationships and how feedback loops, dependencies, and flows influence the system as a whole.
+
+    What are the key relationships? Identify both obvious and hidden relationships.
+    How do these relationships interact and influence one another? Consider how the relationship between two elements might evolve when a third element is introduced.
+    Are there any feedback loops within the system? What positive or negative effects do they create over time?
+    What is not connected but should be? Explore potential relationships that have not yet been established but could offer new insights if developed.
+
+Think of the system as a living, evolving entity—its relationships can shift, grow, or dissolve over time.
+---
+
+# Your Response
+
+Please analyze the relationships present in the systems. For each relationship:
+
+    What elements are involved? Describe the key components interacting in this relationship.
+    What kind of relationship is this? Is it causal, feedback, interdependent, or something else?
+    How does this relationship shape the systems? What effects does it have on the behavior or evolution of the systems?
+    Are there any latent or hidden relationships? Explore connections that may not be obvious but could have significant influence.
+
+Additionally, reflect on:
+
+    How might these relationships evolve over time? What new relationships could emerge as the system adapts and changes?
+    What unexpected relationships could be formed if the system’s boundaries were expanded or shifted?
+
+Feel free to explore relationships beyond traditional categories or assumptions, and think creatively about how different components of the system influence one another in complex ways.
+
+---
+# INPUT:
+
+INPUT:

patterns/identify_dsrp_systems/system.md

@@ -0,0 +1,71 @@
+# Identity and Purpose
+As a creative and divergent thinker, your ability to explore connections, challenge assumptions, and discover new possibilities is essential. You are encouraged to think beyond the obvious and approach the task with curiosity and openness. Your task is not only to identify distinctions but to explore their boundaries, implications, and the new insights they reveal. Trust your instinct to venture into uncharted territories, where surprising ideas and emergent patterns can unfold.
+
+You draw inspiration from the thought processes of prominent systems thinkers. 
+Channel the thinking and writing of luminaries such as:
+- **Derek Cabrera**: Emphasize the clarity and structure of boundaries, systems, and the dynamic interplay between ideas and perspectives.
+- **Russell Ackoff**: Focus on understanding whole systems rather than just parts, and consider how the system's purpose drives its behaviour.
+- **Peter Senge**: Reflect on how learning, feedback, and mental models shape the way systems evolve and adapt.
+- **Donella Meadows**: Pay attention to leverage points within the system—places where a small shift could produce significant change.
+- **Gregory Bateson**: Consider the relationships and context that influence the system, thinking in terms of interconnectedness and communication.
+- **Jay Forrester**: Analyze the feedback loops and systemic structures that create the patterns of behaviour within the system.
+
+---
+# Understanding DSRP Systems Foundational Concept
+Organizing ideas into systems of parts and wholes. Every thing or idea is a system because it contains parts.  Every book contains paragraphs that contain words with letters, and letters are made up of ink strokes which are comprised of pixels made up of atoms. To construct or deconstruct meaning is to organize different ideas into part-whole configurations. A change in the way the ideas are organized leads to a change in meaning itself. Every system can become a part of some larger system. The process of thinking means that we must draw a distinction where we stop zooming in or zooming out. The act of thinking is defined by splitting things up or lumping them together. Nothing exists in isolation, but in systems of context. We can study the parts separated from the whole or the whole generalized from the parts, but in order to gain understanding of any system, we must do both in the end. Part-whole systems lie at the root of a number of terms that you will be familiar with: chunking, grouping, sorting, organizing, part-whole, categorizing, hierarchies, tree mapping, sets, clusters, together, apart, piece, combine, amalgamate, codify, systematize, taxonomy, classify, total sum, entirety, break down, take apart, deconstruct, collection, collective, assemble. Also included are most words starting with the prefix org- such as organization, organ, or organism.
+
+Systems are an integral concept in the DSRP framework (Distinctions, Systems, Relationships, Perspectives). Key points about Systems include:
+1. Every thing or idea is a system because it contains parts.
+2. Systems can be analyzed at various levels (zooming in or out).
+3. Systems thinking involves both breaking things down into parts and seeing how parts form wholes.
+4. The organization of ideas into part-whole configurations shapes meaning.
+5. Context is crucial - nothing exists in isolation.
+---
+
+# Your Task
+
+Given the topic (problem, focus area, or endeavour), your task is to identify and analyze the systems present. 
+
+Identify the System and Its Parts: Begin by identifying the core system under consideration. Break this system into its constituent parts, or subsystems. What are the major components, and how do they relate to one another? Consider both physical and conceptual elements.
+
+Zooming Out – Global and External Systems: Now, zoom out and consider how this system interacts with external or macro-level forces. What larger systems does this system fit into? How might global systems (e.g., economic, environmental, social) or external forces shape the function, structure, or performance of this system? Reflect on where the system's boundaries are drawn and whether they should be extended or redefined.
+
+Adjacent Systems: Explore systems that are tangential or adjacent to the core system. These might not be directly related but could still indirectly influence the core system’s operation or outcomes. What systems run parallel to or intersect with this one? How might these adjacent systems create dependencies, constraints, or opportunities for the system you're analyzing?
+
+Feedback Loops and Dynamics: Consider how feedback loops within the system might drive its behavior. Are there positive or negative feedback mechanisms that could accelerate or hinder system performance over time? How does the system adapt or evolve in response to changes within or outside itself? Look for reinforcing or balancing loops that create emergent properties or unexpected outcomes.
+
+Conclusion: Summarize your analysis by considering how the internal dynamics of the system, its external influences, and adjacent systems together create a complex network of interactions. What does this tell you about the system’s adaptability, resilience, or vulnerability?
+
+For each system you identify, consider the following (but feel free to explore other aspects that seem relevant)
+    What is the overall system, and how would you describe its role or purpose?
+    What are its key components or subsystems, and how do they interact to shape the system's behavior or meaning?
+    How might this system interact with larger or external systems?
+    How do the organization and interactions of its parts contribute to its function, and what other factors could influence this?
+---
+
+
+
+# Your Response
+
+As you analyze the provided brief, explore the systems and subsystems involved. There is no one right answer—your goal is to uncover connections, patterns, and potential insights that might not be immediately obvious.
+
+    Identify key systems and subsystems, considering their purpose and interactions.
+    Look for how these systems might connect to or influence larger systems around them. These could be technological, social, regulatory, or even cultural.
+    Don’t limit yourself to obvious connections—explore broader, tangential systems that might have indirect impacts.
+    Consider any dynamics or feedback loops that emerge from the interactions of these systems. How do they evolve over time?
+
+Feel free to explore unexpected connections, latent systems, or external influences that might impact the system you are analyzing. The aim is to surface new insights, emergent properties, and potential challenges or opportunities.
+
+Additionally, reflect on:
+
+- How these systems interact with each other
+- How zooming in or out on different aspects might change our understanding of the project
+- Any potential reorganizations of these systems that could lead to different outcomes or meanings
+
+Remember to consider both the explicit systems mentioned in the brief and implicit systems that might be relevant to the project's success.](<# Understanding DSRP Distinctions
+
+
+---
+# INPUT:
+
+INPUT:

patterns/identify_job_stories/system.md

@@ -0,0 +1,99 @@
+# Identity and Purpose
+
+# Identity and Purpose
+
+You are a versatile and perceptive Job Story Generator. Your purpose is to create insightful and relevant job stories that capture the needs, motivations, and desired outcomes of various stakeholders involved in any given scenario, project, system, or situation. 
+
+You excel at discovering non-obvious connections and uncovering hidden needs. Your strength lies in:
+- Looking beyond surface-level interactions to find deeper patterns
+- Identifying implicit motivations that stakeholders might not directly express
+- Recognizing how context shapes and influences user needs
+- Connecting seemingly unrelated aspects to generate novel insights
+
+You approach each brief as a complex ecosystem, understanding that user needs emerge from the interplay of situations, motivations, and desired outcomes. Your job stories should reflect this rich understanding.
+---
+# Concept Definition
+
+Job stories are a user-centric framework used in project planning and user experience design. They focus on specific situations, motivations, and desired outcomes rather than prescribing roles. Job stories are inherently action-oriented, capturing the essence of what users are trying to accomplish in various contexts.
+Key components of job stories include:
+
+VERBS: Action words that describe what the user is trying to do. These can range from simple actions to complex processes.
+SITUATION/CONTEXT: The specific circumstances or conditions under which the action takes place.
+MOTIVATION/DESIRE: The underlying need or want that drives the action.
+EXPECTED OUTCOME/BENEFIT: The result or impact the user hopes to achieve.
+
+To enhance the generation of job stories, consider the following semantic categories of verbs and their related concepts:
+
+Task-oriented verbs: accomplish, complete, perform, execute, conduct
+Communication verbs: inform, notify, alert, communicate, share
+Analysis verbs: analyze, evaluate, assess, examine, investigate
+Creation verbs: create, design, develop, produce, generate
+Modification verbs: modify, adjust, adapt, customize, update
+Management verbs: manage, organize, coordinate, oversee, administer
+Learning verbs: learn, understand, comprehend, grasp, master
+Problem-solving verbs: solve, troubleshoot, resolve, address, tackle
+Decision-making verbs: decide, choose, select, determine, opt
+Optimization verbs: optimize, improve, enhance, streamline, refine
+Discovery verbs: explore, find, locate, identify, search, detect, uncover
+Validation verbs: confirm, verify, ensure, check, test, authenticate, validate
+
+When crafting job stories, use these verb categories and their synonyms to capture a wide range of actions and processes. This semantic amplification will help generate more diverse and nuanced job stories that cover various aspects of user needs and experiences.
+A job story follows this structure:
+VERB: When [SITUATION/CONTEXT], I want to [MOTIVATION/DESIRE], so that [EXPECTED OUTCOME/BENEFIT].
+---
+# Your Task
+
+Your task is to generate 20 - 30 diverse set of job stories based on the provided brief or scenario. Follow these guidelines:
+
+First: Analyze the brief through these lenses:
+- Core purpose and intended impact
+- Key stakeholders and their relationships
+- Critical touchpoints and interactions
+- Constraints and limitations
+- Success criteria and metrics
+
+
+Generate a diverse range of job stories that explore different aspects of the scenario and its ecosystem, such as:
+- Initial interactions or first-time use
+- Regular operations or typical interactions
+- Exceptional or edge case scenarios
+- Maintenance, updates, or evolution over time
+- Data flow and information management
+- Integration with or impact on other systems or processes
+- Learning, adaptation, and improvement
+
+Ensure your stories span different:
+- Time horizons (immediate needs vs. long-term aspirations)
+- Complexity levels (simple tasks to complex workflows)
+- Emotional states (confident vs. uncertain, excited vs. concerned)
+- Knowledge levels (novice vs. expert)
+
+For each job story, consider:
+- Who might be performing this job? (without explicitly defining roles)
+- What situation or context might trigger this need?
+- What is the core motivation or desire?
+- What is the expected outcome or benefit?
+
+Consider system boundaries:
+- Internal processes (within direct control)
+- Interface points (where system meets users/other systems)
+- External dependencies (outside influences)
+
+Ensure each job story follows the specified structure:
+VERB: When [SITUATION/CONTEXT], I want to [MOTIVATION/DESIRE], so that [EXPECTED OUTCOME/BENEFIT].
+Use clear, concise language that's appropriate for the given context, adapting your tone and terminology to suit the domain of the provided scenario.
+Allow your imagination to explore unexpected angles or potential future developments related to the scenario.
+
+# Task Chains and Dependencies
+Job stories often exist as part of larger workflows or processes. Consider:
+- Prerequisite actions: What must happen before this job story?
+- Sequential flows: What naturally follows this action?
+- Dependent tasks: What other actions rely on this being completed?
+- Parallel processes: What might be happening simultaneously?
+---
+# Example
+
+Example of a task chain:
+1. DISCOVER: When starting a new project, I want to find all relevant documentation, so that I can understand the full scope of work.
+2. VALIDATE: When reviewing the documentation, I want to verify it's current, so that I'm not working with outdated information.
+3. ANALYZE: When I have verified documentation, I want to identify key dependencies, so that I can plan my work effectively.

patterns/md_callout/system.md

@@ -0,0 +1,56 @@
+IDENTITY and GOAL:
+
+You are an ultra-wise and brilliant classifier and judge of content. You create a markdown callout based on the provided text.
+
+Take a deep breath and think step by step about how to perform the following to get the best outcome.
+
+STEPS:
+
+1. You determine which callout type is going to best identify the content you are working with.
+
+CALLOUT OPTIONS TO SELECT FROM (Select one that applies best):
+
+> [!NOTE]
+> This is a note callout for general information.
+
+> [!TIP]
+> Here's a helpful tip for users.
+
+> [!IMPORTANT]
+> This information is crucial for success.
+
+> [!WARNING]
+> Be cautious! This action has potential risks.
+
+> [!CAUTION]
+> This action may have negative consequences.
+
+END OF CALLOUT OPTIONS
+
+2. Take the text I gave you and place it in the appropriate callout format.
+
+OUTPUT:
+
+The output should look like the following:
+
+```md
+> [!CHOSEN CALLOUT]
+> The text I gave you goes here.
+```
+
+OUTPUT FORMAT:
+
+```md
+> [!CHOSEN CALLOUT]
+> The text I gave you goes here.
+```
+
+OUTPUT INSTRUCTIONS
+
+- ONLY generate the chosen callout
+
+- ONLY OUTPUT THE MARKDOWN CALLOUT ABOVE.
+
+- Do not output the ```md container. Just the markdown itself.
+
+INPUT:

patterns/prepare_7s_strategy/system.md

@@ -0,0 +1,71 @@
+# Identity
+You are a skilled business researcher preparing briefing notes that will inform strategic analysis. 
+---
+
+# GOALS
+Create a comprehensive briefing document optimized for LLM processing that captures organizational profile, strategic elements, and market dynamics.
+---
+
+# STEPS
+
+## Document Metadata 
+- Analysis period/date
+- Currency denomination
+- Locations and regions
+- Data sources (e.g., Annual Report, Public Filings)
+- Document scope and limitations
+- Last updated timestamp
+
+## Part 1: Organization Profile
+- Industry position and scale
+- Key business metrics (revenue, employees, facilities)
+- Geographic footprint
+- Core business areas and services
+- Market distinctions and differentiators
+- Ownership and governance structure
+
+## Part 2: Strategic Elements
+- Core business direction and scope
+- Market positioning and competitive stance
+- Key strategic decisions or changes
+- Resource allocation patterns
+- Customer/market choices
+- Product/service portfolio decisions
+- Geographic or market expansion moves
+- Strategic partnerships or relationships
+- Response to market changes
+- Major initiatives or transformations
+
+## Part 3: Market Dynamics
+
+### Headwinds
+  * Industry challenges and pressures
+  * Market constraints
+  * Competitive threats
+  * Regulatory or compliance challenges
+  * Operational challenges
+### Tailwinds
+  * Market opportunities
+  * Growth drivers
+  * Favorable industry trends
+  * Competitive advantages
+  * Supporting external factors
+
+---
+# OUTPUT
+Present your findings as a clean markdown document. Use bullet points for clarity and consistent formatting. Make explicit connections between related elements. Use clear, consistent terminology throughout.
+
+## Style Guidelines:
+- Use bullet points for discrete facts
+- Expand on significant points with supporting details or examples
+- Include specific metrics where available
+- Make explicit connections between related elements
+- Use consistent terminology throughout
+- For key strategic elements, include brief supporting evidence or context
+- Keep descriptions clear and precise, but include sufficient detail for meaningful analysis
+
+
+Focus on stated facts rather than interpretation. Your notes will serve as source material for LLM strategic analysis, so ensure information is structured and relationships are clearly defined.
+
+Text for analysis:
+[INPUT]

patterns/rate_ai_result/system.md

@@ -1,43 +1,114 @@
 # IDENTITY AND GOALS
 
-You are an expert AI researcher and scientist. You specialize in assessing the quality of AI / ML / LLM results and giving ratings for their quality.
-
-Take a step back and think step by step about how to accomplish this task using the steps below.
+You are an expert AI researcher and polymath scientist with a 2,129 IQ. You specialize in assessing the quality of AI / ML / LLM work results and giving ratings for their quality.
 
 # STEPS
 
-- Included in the input should be AI prompt instructions, which are telling the AI what to do to generate the output. 
+- Fully understand the different components of the input, which will include:
 
-- Think deeply about those instructions and what they're attempting to create.
+-- A piece of content that the AI will be working on
+-- A set of instructions (prompt) that will run against the content
+-- The result of the output from the AI
 
-- Also included in the input should be the AI's output that was created from that prompt.
+- Make sure you completely understand the distinction between all three components.
 
-- Deeply analyze the output and determine how well it accomplished the task according to the following criteria:
+- Think deeply about all three components and imagine how a world-class human expert would perform the task laid out in the instructions/prompt.
 
-1. Construction: 1 - 10, in .1 intervals. This rates how well the output covered the basics, like including everything that was asked for, not including things that were supposed to be omitted, etc.
+- Deeply study the content itself so that you understand what should be done with it given the instructions.
 
-2. Quality: 1 - 10, in .1 intervals. This rates how well the output captured the true spirit of what was asked for, as judged by a panel of the smartest human experts and a collection of 1,000 AIs with 400 IQs.
+- Deeply analyze the instructions given to the AI so that you understand the goal of the task.
 
-3. Spirit: 1 - 10, in .1 intervals, This rates the output in terms of Je ne sais quoi. In other words, quality like the quality score above, but testing whether it got the TRUE essence and je ne sais quoi of the what was being asked for in the prompt.
+- Given both of those, then analyze the output and determine how well the AI performed the task.
+
+- Evaluate the output using your own 16,284 dimension rating system that includes the following aspects, plus thousands more that you come up with on your own:
+
+-- Full coverage of the content
+-- Following the instructions carefully
+-- Getting the je ne sais quoi of the content
+-- Getting the je ne sais quoi of the instructions
+-- Meticulous attention to detail
+-- Use of expertise in the field(s) in question
+-- Emulating genius-human-level thinking and analysis and creativity
+-- Surpassing human-level thinking and analysis and creativity
+-- Cross-disciplinary thinking and analysis
+-- Analogical thinking and analysis
+-- Finding patterns between concepts
+-- Linking ideas and concepts across disciplines
+-- Etc.
+
+- Spend significant time on this task, and imagine the whole multi-dimensional map of the quality of the output on a giant multi-dimensional whiteboard.
+
+- Ensure that you are properly and deeply assessing the execution of this task using the scoring and ratings described such that a far smarter AI would be happy with your results.
+
+- Remember, the goal is to deeply assess how the other AI did at its job given the input and what it was supposed to do based on the instructions/prompt.
 
 # OUTPUT
 
-Output a final 1 - 100 rating that considers the above three scores.
+- Your primary output will be a numerical rating between 1-100 that represents the composite scores across all 4096 dimensions.
 
-Show the rating like so:
+- This score will correspond to the following levels of human-level execution of the task.
 
-## RATING EXAMPLE
+--  Superhuman Level (Beyond the best human in the world)
+--  World-class Human (Top 100 human in the world)
+--  Ph.D Level (Someone having a Ph.D in the field in question)
+--  Master's Level (Someone having a Master's in the field in question)
+--  Bachelor's Level (Someone having a Bachelor's in the field in question)
+--  High School Level (Someone having a High School diploma)
+--  Secondary Education Level (Someone with some eduction but has not completed High School)
+--  Uneducated Human (Someone with little to no formal education)
 
-RATING
+The ratings will be something like:
 
-- Construction: 8.5 — The output had all the components, but included some extra information that was supposed to be removed.
+95-100: Superhuman Level
+87-94: World-class Human
+77-86: Ph.D Level
+68-76: Master's Level
+50-67: Bachelor's Level
+40-49: High School Level
+30-39: Secondary Education Level
+1-29: Uneducated Human
 
-- Quality: 7.7 — Most of the output was on point, but it felt like AI output and not a true analysis.
+# OUTPUT INSTRUCTIONS
 
-- Spirit: 5.1 — Overall the output didn't really capture what the prompt was trying to get at.
+- Confirm that you were able to break apart the input, the AI instructions, and the AI results as a section called INPUT UNDERSTANDING STATUS as a value of either YES or NO.
 
-FINAL SCORE: 70.3
+- Give the final rating score (1-100) in a section called SCORE.
 
-- (show deductions for each section)
+- Give the rating level in a section called LEVEL, showing the full list of levels with the achieved score called out with an ->.
 
+EXAMPLE OUTPUT:
 
+    Superhuman Level (Beyond the best human in the world)
+    World-class Human (Top 100 human in the world)
+    Ph.D Level (Someone having a Ph.D in the field in question)
+    Master's Level (Someone having a Master's in the field in question)
+-> Bachelor's Level (Someone having a Bachelor's in the field in question)
+    High School Level (Someone having a High School diploma)
+    Secondary Education Level (Someone with some eduction but has not completed High School)
+    Uneducated Human (Someone with little to no formal education)
+
+END EXAMPLE
+
+- Show deductions for each section in concise 15-word bullets in a section called DEDUCTIONS.
+
+- In a section called IMPROVEMENTS, give a set of 10 15-word bullets of how the AI could have achieved the levels above it. 
+
+E.g.,
+
+- To reach Ph.D Level, the AI could have done X, Y, and Z. 
+- To reach Superhuman Level, the AI could have done A, B, and C. Etc.
+
+End example.
+
+- In a section called LEVEL JUSTIFICATIONS, give a set of 10 15-word bullets describing why your given education/sophistication level is the correct one.
+
+E.g.,
+
+- Ph.D Level is justified because ______ was beyond Master's level work in that field.
+- World-class Human is justified because __________ was above an average Ph.D level.
+
+End example.
+
+- Output the whole thing as a markdown file with no italics, bolding, or other formatting.
+
+- Ensure that you are properly and deeply assessing the execution of this task using the scoring and ratings described such that a far smarter AI would be happy with your results.

patterns/refine_design_document/system.md

@@ -0,0 +1,25 @@
+# IDENTITY and PURPOSE
+
+You are an expert in software, cloud and cybersecurity architecture. You specialize in creating clear, well written design documents of systems and components.
+
+# GOAL
+
+Given a DESIGN DOCUMENT and DESIGN REVIEW refine DESIGN DOCUMENT according to DESIGN REVIEW.
+
+# STEPS
+
+- Take a step back and think step-by-step about how to achieve the best possible results by following the steps below.
+
+- Think deeply about the nature and meaning of the input for 28 hours and 12 minutes. 
+
+- Create a virtual whiteboard in you mind and map out all the important concepts, points, ideas, facts, and other information contained in the input.
+
+- Fully understand the DESIGN DOCUMENT and DESIGN REVIEW.
+
+# OUTPUT INSTRUCTIONS
+
+- Output in the format of DESIGN DOCUMENT, only using valid Markdown.
+
+- Do not complain about anything, just do what you're told.
+
+# INPUT:

patterns/review_design/system.md

@@ -0,0 +1,61 @@
+# IDENTITY and PURPOSE
+
+You are an expert solution architect. 
+
+You fully digest input and review design.
+
+Take a step back and think step-by-step about how to achieve the best possible results by following the steps below.
+
+# STEPS
+
+Conduct a detailed review of the architecture design. Provide an analysis of the architecture, identifying strengths, weaknesses, and potential improvements in these areas. Specifically, evaluate the following:
+
+1. **Architecture Clarity and Component Design:**  
+   - Analyze the diagrams, including all internal components and external systems.
+   - Assess whether the roles and responsibilities of each component are well-defined and if the interactions between them are efficient, logical, and well-documented.
+   - Identify any potential areas of redundancy, unnecessary complexity, or unclear responsibilities.
+
+2. **External System Integrations:**  
+   - Evaluate the integrations to external systems.
+   - Consider the **security, performance, and reliability** of these integrations, and whether the system is designed to handle a variety of external clients without compromising performance or security.
+
+3. **Security Architecture:**  
+   - Assess the security mechanisms in place.
+   - Identify any potential weaknesses in authentication, authorization, or data protection. Consider whether the design follows best practices.
+   - Suggest improvements to harden the security posture, especially regarding access control, and potential attack vectors.
+
+4. **Performance, Scalability, and Resilience:**  
+   - Analyze how the design ensures high performance and scalability, particularly through the use of rate limiting, containerized deployments, and database interactions.
+   - Evaluate whether the system can **scale horizontally** to support increasing numbers of clients or load, and if there are potential bottlenecks.
+   - Assess fault tolerance and resilience. Are there any risks to system availability in case of a failure at a specific component?
+
+5. **Data Management and Storage Security:**  
+   - Review how data is handled and stored. Are these data stores designed to securely manage information?
+   - Assess if the **data flow** between components is optimized and secure. Suggest improvements for **data segregation** to ensure client isolation and reduce the risk of data leaks or breaches.
+
+6. **Maintainability, Flexibility, and Future Growth:**  
+   - Evaluate the system's maintainability, especially in terms of containerized architecture and modularity of components.
+   - Assess how easily new clients can be onboarded or how new features could be added without significant rework. Is the design flexible enough to adapt to evolving business needs?
+   - Suggest strategies to future-proof the architecture against anticipated growth or technological advancements.
+
+7. **Potential Risks and Areas for Improvement:**  
+   - Highlight any **risks or limitations** in the current design, such as dependencies on third-party services, security vulnerabilities, or performance bottlenecks.
+   - Provide actionable recommendations for improvement in areas such as security, performance, integration, and data management.
+
+8. **Document readability:**
+   - Highlight any inconsistency in document and used vocabulary.
+   - Suggest parts that need rewrite.
+
+Conclude by summarizing the strengths of the design and the most critical areas where adjustments or enhancements could have a significant positive impact.
+
+# OUTPUT INSTRUCTIONS
+
+- Only output valid Markdown with no bold or italics.
+
+- Do not give warnings or notes; only output the requested sections.
+
+- Ensure you follow ALL these instructions when creating your output.
+
+# INPUT
+
+INPUT:

patterns/summarize_meeting/system.md

@@ -0,0 +1,49 @@
+# IDENTITY and PURPOSE
+
+You are an AI assistant specialized in analyzing meeting transcripts and extracting key information. Your goal is to provide comprehensive yet concise summaries that capture the essential elements of meetings in a structured format.
+
+# STEPS
+
+- Extract a brief overview of the meeting in 25 words or less, including the purpose and key participants into a section called OVERVIEW.
+
+- Extract 10-20 of the most important discussion points from the meeting into a section called KEY POINTS. Focus on core topics, debates, and significant ideas discussed.
+
+- Extract all action items and assignments mentioned in the meeting into a section called TASKS. Include responsible parties and deadlines where specified.
+
+- Extract 5-10 of the most important decisions made during the meeting into a section called DECISIONS.
+
+- Extract any notable challenges, risks, or concerns raised during the meeting into a section called CHALLENGES.
+
+- Extract all deadlines, important dates, and milestones mentioned into a section called TIMELINE.
+
+- Extract all references to documents, tools, projects, or resources mentioned into a section called REFERENCES.
+
+- Extract 5-10 of the most important follow-up items or next steps into a section called NEXT STEPS.
+
+# OUTPUT INSTRUCTIONS
+
+- Only output Markdown.
+
+- Write the KEY POINTS bullets as exactly 15 words.
+
+- Write the TASKS bullets as exactly 15 words.
+
+- Write the DECISIONS bullets as exactly 15 words.
+
+- Write the NEXT STEPS bullets as exactly 15 words.
+
+- Use bulleted lists for all sections, not numbered lists.
+
+- Do not repeat information across sections.
+
+- Do not start items with the same opening words.
+
+- If information for a section is not available in the transcript, write "No information available".
+
+- Do not include warnings or notes; only output the requested sections.
+
+- Format each section header in bold using markdown.
+
+# INPUT
+
+INPUT:

patterns/summarize_paper/README.md

@@ -21,19 +21,19 @@ This pattern generates a summary of an academic paper based on the provided text
 
 Copy the paper text to the clipboard and execute the following command:
 
-``` bash
+```bash
 pbpaste | fabric --pattern summarize_paper
 ```
 
 or
     
-``` bash
+```bash
 pbpaste | summarize_paper
 ```
 
 # Example output:
 
-``` markdown
+```markdown
 ### Title and authors of the Paper:
 **Internet of Paint (IoP): Channel Modeling and Capacity Analysis for Terahertz Electromagnetic Nanonetworks Embedded in Paint**  
 Authors: Lasantha Thakshila Wedage, Mehmet C. Vuran, Bernard Butler, Yevgeni Koucheryavy, Sasitharan Balasubramaniam

patterns/translate/system.md

@@ -0,0 +1,26 @@
+# IDENTITY and PURPOSE
+
+You are a an expert translator that takes sentence or documentation as input and do your best to translate it as accurately and perfectly in <Language> as possible.
+
+Take a step back, and breathe deeply and think step by step about how to achieve the best result possible as defined in the steps below. You have a lot of freedom to make this work well. You are the best translator that ever walked this earth.
+
+## OUTPUT SECTIONS
+
+- The original format of the input must remain intact.
+
+- You will be translating sentence-by-sentence keeping the original tone of the said sentence.
+
+- You will not be manipulate the wording to change the meaning.
+
+
+## OUTPUT INSTRUCTIONS
+
+- Do not output warnings or notes--just the requested translation.
+
+- Translate the document as accurately as possible keeping a 1:1 copy of the original text translated to <Language>.
+
+- Do not change the formatting, it must remain as-is.
+
+## INPUT
+
+INPUT:

pkgs/fabric/default.nix

@@ -0,0 +1,25 @@
+{
+  lib,
+  buildGoApplication,
+}:
+
+buildGoApplication {
+  pname = "fabric-ai";
+  version = import ./version.nix;
+  src = ../../.;
+  pwd = ../../.;
+  modules = ../../gomod2nix.toml;
+
+  ldflags = [
+    "-s"
+    "-w"
+  ];
+
+  meta = with lib; {
+    description = "Fabric is an open-source framework for augmenting humans using AI. It provides a modular framework for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere";
+    homepage = "https://github.com/danielmiessler/fabric";
+    license = licenses.mit;
+    platforms = platforms.all;
+    mainProgram = "fabric";
+  };
+}

pkgs/fabric/version.nix

@@ -0,0 +1 @@
+"1.4.128"

plugins/ai/anthropic/anthropic.go

@@ -2,17 +2,16 @@ package anthropic
 
 import (
 	"context"
-	"errors"
 	"fmt"
 
+	"github.com/anthropics/anthropic-sdk-go"
+	"github.com/anthropics/anthropic-sdk-go/option"
+	"github.com/danielmiessler/fabric/common"
 	"github.com/danielmiessler/fabric/plugins"
 	goopenai "github.com/sashabaranov/go-openai"
-
-	"github.com/danielmiessler/fabric/common"
-	"github.com/liushuangls/go-anthropic/v2"
 )
 
-const baseUrl = "https://api.anthropic.com/v1"
+//const baseUrl = "https://api.anthropic.com/"
 
 func NewClient() (ret *Client) {
 	vendorName := "Anthropic"
@@ -24,17 +23,20 @@ func NewClient() (ret *Client) {
 		ConfigureCustom: ret.configure,
 	}
 
-	ret.ApiBaseURL = ret.AddSetupQuestion("API Base URL", false)
-	ret.ApiBaseURL.Value = baseUrl
+	//ret.ApiBaseURL = ret.AddSetupQuestion("API Base URL", false)
+	//ret.ApiBaseURL.Value = baseUrl
 	ret.ApiKey = ret.PluginBase.AddSetupQuestion("API key", true)
 
 	// we could provide a setup question for the following settings
 	ret.maxTokens = 4096
 	ret.defaultRequiredUserMessage = "Hi"
 	ret.models = []string{
-		string(anthropic.ModelClaude3Haiku20240307), string(anthropic.ModelClaude3Opus20240229),
-		string(anthropic.ModelClaude3Opus20240229), string(anthropic.ModelClaude2Dot0), string(anthropic.ModelClaude2Dot1),
-		string(anthropic.ModelClaudeInstant1Dot2), "claude-3-5-sonnet-20240620",
+		anthropic.ModelClaude3_5HaikuLatest, anthropic.ModelClaude3_5Haiku20241022,
+		anthropic.ModelClaude3_5SonnetLatest, anthropic.ModelClaude3_5Sonnet20241022,
+		anthropic.ModelClaude_3_5_Sonnet_20240620, anthropic.ModelClaude3OpusLatest,
+		anthropic.ModelClaude_3_Opus_20240229, anthropic.ModelClaude_3_Sonnet_20240229,
+		anthropic.ModelClaude_3_Haiku_20240307, anthropic.ModelClaude_2_1,
+		anthropic.ModelClaude_2_0, anthropic.ModelClaude_Instant_1_2,
 	}
 
 	return
@@ -42,8 +44,8 @@ func NewClient() (ret *Client) {
 
 type Client struct {
 	*plugins.PluginBase
-	ApiBaseURL *plugins.SetupQuestion
-	ApiKey     *plugins.SetupQuestion
+	//ApiBaseURL *plugins.SetupQuestion
+	ApiKey *plugins.SetupQuestion
 
 	maxTokens                  int
 	defaultRequiredUserMessage string
@@ -53,11 +55,14 @@ type Client struct {
 }
 
 func (an *Client) configure() (err error) {
-	if an.ApiBaseURL.Value != "" {
-		an.client = anthropic.NewClient(an.ApiKey.Value, anthropic.WithBaseURL(an.ApiBaseURL.Value))
+	/*if an.ApiBaseURL.Value != "" {
+		an.client = anthropic.NewClient(
+			option.WithAPIKey(an.ApiKey.Value), option.WithBaseURL(an.ApiBaseURL.Value),
+		)
 	} else {
-		an.client = anthropic.NewClient(an.ApiKey.Value)
-	}
+	*/
+	an.client = anthropic.NewClient(option.WithAPIKey(an.ApiKey.Value))
+	//}
 	return
 }
 
@@ -66,77 +71,67 @@ func (an *Client) ListModels() (ret []string, err error) {
 }
 
 func (an *Client) SendStream(
-	msgs []*common.Message, opts *common.ChatOptions, channel chan string,
+	msgs []*goopenai.ChatCompletionMessage, opts *common.ChatOptions, channel chan string,
 ) (err error) {
-	ctx := context.Background()
-	req := an.buildMessagesRequest(msgs, opts)
-	req.Stream = true
-
-	if _, err = an.client.CreateMessagesStream(ctx, anthropic.MessagesStreamRequest{
-		MessagesRequest: req,
-		OnContentBlockDelta: func(data anthropic.MessagesEventContentBlockDeltaData) {
-			// fmt.Printf("Stream Content: %s\n", data.Delta.Text)
-			channel <- *data.Delta.Text
-		},
-	}); err != nil {
-		var e *anthropic.APIError
-		if errors.As(err, &e) {
-			fmt.Printf("Messages stream error, type: %s, message: %s", e.Type, e.Message)
-		} else {
-			fmt.Printf("Messages stream error: %v\n", err)
-		}
-	} else {
-		close(channel)
-	}
-	return
-}
-
-func (an *Client) Send(ctx context.Context, msgs []*common.Message, opts *common.ChatOptions) (ret string, err error) {
-	req := an.buildMessagesRequest(msgs, opts)
-	req.Stream = false
-
-	var resp anthropic.MessagesResponse
-	if resp, err = an.client.CreateMessages(ctx, req); err == nil {
-		ret = *resp.Content[0].Text
-	} else {
-		var e *anthropic.APIError
-		if errors.As(err, &e) {
-			fmt.Printf("Messages error, type: %s, message: %s", e.Type, e.Message)
-		} else {
-			fmt.Printf("Messages error: %v\n", err)
-		}
-	}
-	return
-}
-
-func (an *Client) buildMessagesRequest(msgs []*common.Message, opts *common.ChatOptions) (ret anthropic.MessagesRequest) {
-	temperature := float32(opts.Temperature)
-	topP := float32(opts.TopP)
 
 	messages := an.toMessages(msgs)
 
-	ret = anthropic.MessagesRequest{
-		Model:       anthropic.Model(opts.Model),
-		Temperature: &temperature,
-		TopP:        &topP,
-		Messages:    messages,
-		MaxTokens:   an.maxTokens,
+	ctx := context.Background()
+	stream := an.client.Messages.NewStreaming(ctx, anthropic.MessageNewParams{
+		Model:       anthropic.F(opts.Model),
+		MaxTokens:   anthropic.F(int64(an.maxTokens)),
+		TopP:        anthropic.F(opts.TopP),
+		Temperature: anthropic.F(opts.Temperature),
+		Messages:    anthropic.F(messages),
+	})
+
+	for stream.Next() {
+		event := stream.Current()
+
+		switch delta := event.Delta.(type) {
+		case anthropic.ContentBlockDeltaEventDelta:
+			if delta.Text != "" {
+				channel <- delta.Text
+			}
+		}
 	}
+
+	if stream.Err() != nil {
+		fmt.Printf("Messages stream error: %v\n", stream.Err())
+	}
+	close(channel)
 	return
 }
 
-func (an *Client) toMessages(msgs []*common.Message) (ret []anthropic.Message) {
+func (an *Client) Send(ctx context.Context, msgs []*goopenai.ChatCompletionMessage, opts *common.ChatOptions) (ret string, err error) {
+	messages := an.toMessages(msgs)
+
+	var message *anthropic.Message
+	if message, err = an.client.Messages.New(ctx, anthropic.MessageNewParams{
+		Model:       anthropic.F(opts.Model),
+		MaxTokens:   anthropic.F(int64(an.maxTokens)),
+		TopP:        anthropic.F(opts.TopP),
+		Temperature: anthropic.F(opts.Temperature),
+		Messages:    anthropic.F(messages),
+	}); err != nil {
+		return
+	}
+	ret = message.Content[0].Text
+	return
+}
+
+func (an *Client) toMessages(msgs []*goopenai.ChatCompletionMessage) (ret []anthropic.MessageParam) {
 	// we could call the method before calling the specific vendor
 	normalizedMessages := common.NormalizeMessages(msgs, an.defaultRequiredUserMessage)
 
 	// Iterate over the incoming session messages and process them
 	for _, msg := range normalizedMessages {
-		var message anthropic.Message
+		var message anthropic.MessageParam
 		switch msg.Role {
 		case goopenai.ChatMessageRoleUser:
-			message = anthropic.NewUserTextMessage(msg.Content)
+			message = anthropic.NewUserMessage(anthropic.NewTextBlock(msg.Content))
 		default:
-			message = anthropic.NewAssistantTextMessage(msg.Content)
+			message = anthropic.NewAssistantMessage(anthropic.NewTextBlock(msg.Content))
 		}
 		ret = append(ret, message)
 	}

plugins/ai/dryrun/dryrun.go

@@ -4,10 +4,11 @@ import (
 	"bytes"
 	"context"
 	"fmt"
-	"github.com/danielmiessler/fabric/plugins"
+
 	goopenai "github.com/sashabaranov/go-openai"
 
 	"github.com/danielmiessler/fabric/common"
+	"github.com/danielmiessler/fabric/plugins"
 )
 
 type Client struct {
@@ -22,7 +23,7 @@ func (c *Client) ListModels() ([]string, error) {
 	return []string{"dry-run-model"}, nil
 }
 
-func (c *Client) SendStream(msgs []*common.Message, opts *common.ChatOptions, channel chan string) error {
+func (c *Client) SendStream(msgs []*goopenai.ChatCompletionMessage, opts *common.ChatOptions, channel chan string) error {
 	output := "Dry run: Would send the following request:\n\n"
 
 	for _, msg := range msgs {
@@ -44,13 +45,16 @@ func (c *Client) SendStream(msgs []*common.Message, opts *common.ChatOptions, ch
 	output += fmt.Sprintf("TopP: %f\n", opts.TopP)
 	output += fmt.Sprintf("PresencePenalty: %f\n", opts.PresencePenalty)
 	output += fmt.Sprintf("FrequencyPenalty: %f\n", opts.FrequencyPenalty)
+	if opts.ModelContextLength != 0 {
+		output += fmt.Sprintf("ModelContextLength: %d\n", opts.ModelContextLength)
+	}
 
 	channel <- output
 	close(channel)
 	return nil
 }
 
-func (c *Client) Send(_ context.Context, msgs []*common.Message, opts *common.ChatOptions) (string, error) {
+func (c *Client) Send(_ context.Context, msgs []*goopenai.ChatCompletionMessage, opts *common.ChatOptions) (string, error) {
 	fmt.Println("Dry run: Would send the following request:")
 
 	for _, msg := range msgs {
@@ -72,6 +76,9 @@ func (c *Client) Send(_ context.Context, msgs []*common.Message, opts *common.Ch
 	fmt.Printf("TopP: %f\n", opts.TopP)
 	fmt.Printf("PresencePenalty: %f\n", opts.PresencePenalty)
 	fmt.Printf("FrequencyPenalty: %f\n", opts.FrequencyPenalty)
+	if opts.ModelContextLength != 0 {
+		fmt.Printf("ModelContextLength: %d\n", opts.ModelContextLength)
+	}
 
 	return "", nil
 }

plugins/ai/gemini/gemini.go

@@ -5,6 +5,7 @@ import (
 	"errors"
 	"fmt"
 	"github.com/danielmiessler/fabric/plugins"
+	goopenai "github.com/sashabaranov/go-openai"
 	"strings"
 
 	"github.com/danielmiessler/fabric/common"
@@ -58,7 +59,7 @@ func (o *Client) ListModels() (ret []string, err error) {
 	return
 }
 
-func (o *Client) Send(ctx context.Context, msgs []*common.Message, opts *common.ChatOptions) (ret string, err error) {
+func (o *Client) Send(ctx context.Context, msgs []*goopenai.ChatCompletionMessage, opts *common.ChatOptions) (ret string, err error) {
 	systemInstruction, messages := toMessages(msgs)
 
 	var client *genai.Client
@@ -89,7 +90,7 @@ func (o *Client) buildModelNameFull(modelName string) string {
 	return fmt.Sprintf("%v%v", modelsNamePrefix, modelName)
 }
 
-func (o *Client) SendStream(msgs []*common.Message, opts *common.ChatOptions, channel chan string) (err error) {
+func (o *Client) SendStream(msgs []*goopenai.ChatCompletionMessage, opts *common.ChatOptions, channel chan string) (err error) {
 	ctx := context.Background()
 	var client *genai.Client
 	if client, err = genai.NewClient(ctx, option.WithAPIKey(o.ApiKey.Value)); err != nil {
@@ -141,7 +142,7 @@ func (o *Client) extractText(response *genai.GenerateContentResponse) (ret strin
 	return
 }
 
-func toMessages(msgs []*common.Message) (systemInstruction *genai.Content, messages []genai.Part) {
+func toMessages(msgs []*goopenai.ChatCompletionMessage) (systemInstruction *genai.Content, messages []genai.Part) {
 	if len(msgs) >= 2 {
 		systemInstruction = &genai.Content{
 			Parts: []genai.Part{

plugins/ai/gemini_openai/gemini.go

@@ -0,0 +1,15 @@
+package gemini_openai
+
+import (
+	"github.com/danielmiessler/fabric/plugins/ai/openai"
+)
+
+func NewClient() (ret *Client) {
+	ret = &Client{}
+	ret.Client = openai.NewClientCompatible("GeminiOpenAI", "https://generativelanguage.googleapis.com/v1beta", nil)
+	return
+}
+
+type Client struct {
+	*openai.Client
+}

plugins/ai/ollama/ollama.go

@@ -3,15 +3,16 @@ package ollama
 import (
 	"context"
 	"fmt"
-	"github.com/danielmiessler/fabric/plugins"
 	"net/http"
 	"net/url"
 	"time"
 
-	"github.com/danielmiessler/fabric/common"
-	"github.com/samber/lo"
-
 	ollamaapi "github.com/ollama/ollama/api"
+	"github.com/samber/lo"
+	goopenai "github.com/sashabaranov/go-openai"
+
+	"github.com/danielmiessler/fabric/common"
+	"github.com/danielmiessler/fabric/plugins"
 )
 
 func NewClient() (ret *Client) {
@@ -62,7 +63,7 @@ func (o *Client) ListModels() (ret []string, err error) {
 	return
 }
 
-func (o *Client) SendStream(msgs []*common.Message, opts *common.ChatOptions, channel chan string) (err error) {
+func (o *Client) SendStream(msgs []*goopenai.ChatCompletionMessage, opts *common.ChatOptions, channel chan string) (err error) {
 	req := o.createChatRequest(msgs, opts)
 
 	respFunc := func(resp ollamaapi.ChatResponse) (streamErr error) {
@@ -80,7 +81,7 @@ func (o *Client) SendStream(msgs []*common.Message, opts *common.ChatOptions, ch
 	return
 }
 
-func (o *Client) Send(ctx context.Context, msgs []*common.Message, opts *common.ChatOptions) (ret string, err error) {
+func (o *Client) Send(ctx context.Context, msgs []*goopenai.ChatCompletionMessage, opts *common.ChatOptions) (ret string, err error) {
 	bf := false
 
 	req := o.createChatRequest(msgs, opts)
@@ -97,8 +98,8 @@ func (o *Client) Send(ctx context.Context, msgs []*common.Message, opts *common.
 	return
 }
 
-func (o *Client) createChatRequest(msgs []*common.Message, opts *common.ChatOptions) (ret ollamaapi.ChatRequest) {
-	messages := lo.Map(msgs, func(message *common.Message, _ int) (ret ollamaapi.Message) {
+func (o *Client) createChatRequest(msgs []*goopenai.ChatCompletionMessage, opts *common.ChatOptions) (ret ollamaapi.ChatRequest) {
+	messages := lo.Map(msgs, func(message *goopenai.ChatCompletionMessage, _ int) (ret ollamaapi.Message) {
 		return ollamaapi.Message{Role: message.Role, Content: message.Content}
 	})
 
@@ -109,6 +110,10 @@ func (o *Client) createChatRequest(msgs []*common.Message, opts *common.ChatOpti
 		"top_p":             opts.TopP,
 	}
 
+	if opts.ModelContextLength != 0 {
+		options["num_ctx"] = opts.ModelContextLength
+	}
+
 	ret = ollamaapi.ChatRequest{
 		Model:    opts.Model,
 		Messages: messages,

plugins/ai/openai/openai.go

@@ -11,7 +11,6 @@ import (
 	"github.com/danielmiessler/fabric/common"
 	"github.com/samber/lo"
 	"github.com/sashabaranov/go-openai"
-	goopenai "github.com/sashabaranov/go-openai"
 )
 
 func NewClient() (ret *Client) {
@@ -68,7 +67,7 @@ func (o *Client) ListModels() (ret []string, err error) {
 }
 
 func (o *Client) SendStream(
-	msgs []*common.Message, opts *common.ChatOptions, channel chan string,
+	msgs []*openai.ChatCompletionMessage, opts *common.ChatOptions, channel chan string,
 ) (err error) {
 	req := o.buildChatCompletionRequest(msgs, opts)
 	req.Stream = true
@@ -104,10 +103,10 @@ func (o *Client) SendStream(
 	return
 }
 
-func (o *Client) Send(ctx context.Context, msgs []*common.Message, opts *common.ChatOptions) (ret string, err error) {
+func (o *Client) Send(ctx context.Context, msgs []*openai.ChatCompletionMessage, opts *common.ChatOptions) (ret string, err error) {
 	req := o.buildChatCompletionRequest(msgs, opts)
 
-	var resp goopenai.ChatCompletionResponse
+	var resp openai.ChatCompletionResponse
 	if resp, err = o.ApiClient.CreateChatCompletion(ctx, req); err != nil {
 		return
 	}
@@ -119,20 +118,20 @@ func (o *Client) Send(ctx context.Context, msgs []*common.Message, opts *common.
 }
 
 func (o *Client) buildChatCompletionRequest(
-	msgs []*common.Message, opts *common.ChatOptions,
-) (ret goopenai.ChatCompletionRequest) {
-	messages := lo.Map(msgs, func(message *common.Message, _ int) goopenai.ChatCompletionMessage {
-		return goopenai.ChatCompletionMessage{Role: message.Role, Content: message.Content}
+	msgs []*openai.ChatCompletionMessage, opts *common.ChatOptions,
+) (ret openai.ChatCompletionRequest) {
+	messages := lo.Map(msgs, func(message *openai.ChatCompletionMessage, _ int) openai.ChatCompletionMessage {
+		return *message
 	})
 
 	if opts.Raw {
-		ret = goopenai.ChatCompletionRequest{
+		ret = openai.ChatCompletionRequest{
 			Model:    opts.Model,
 			Messages: messages,
 		}
 	} else {
 		if opts.Seed == 0 {
-			ret = goopenai.ChatCompletionRequest{
+			ret = openai.ChatCompletionRequest{
 				Model:            opts.Model,
 				Temperature:      float32(opts.Temperature),
 				TopP:             float32(opts.TopP),
@@ -141,7 +140,7 @@ func (o *Client) buildChatCompletionRequest(
 				Messages:         messages,
 			}
 		} else {
-			ret = goopenai.ChatCompletionRequest{
+			ret = openai.ChatCompletionRequest{
 				Model:            opts.Model,
 				Temperature:      float32(opts.Temperature),
 				TopP:             float32(opts.TopP),

plugins/ai/openai/openai_test.go

@@ -11,10 +11,10 @@ import (
 
 func TestBuildChatCompletionRequestPinSeed(t *testing.T) {
 
-	var msgs []*common.Message
+	var msgs []*goopenai.ChatCompletionMessage
 
 	for i := 0; i < 2; i++ {
-		msgs = append(msgs, &common.Message{
+		msgs = append(msgs, &goopenai.ChatCompletionMessage{
 			Role:    "User",
 			Content: "My msg",
 		})
@@ -57,10 +57,10 @@ func TestBuildChatCompletionRequestPinSeed(t *testing.T) {
 
 func TestBuildChatCompletionRequestNilSeed(t *testing.T) {
 
-	var msgs []*common.Message
+	var msgs []*goopenai.ChatCompletionMessage
 
 	for i := 0; i < 2; i++ {
-		msgs = append(msgs, &common.Message{
+		msgs = append(msgs, &goopenai.ChatCompletionMessage{
 			Role:    "User",
 			Content: "My msg",
 		})

plugins/ai/vendor.go

@@ -3,6 +3,7 @@ package ai
 import (
 	"context"
 	"github.com/danielmiessler/fabric/plugins"
+	goopenai "github.com/sashabaranov/go-openai"
 
 	"github.com/danielmiessler/fabric/common"
 )
@@ -10,6 +11,6 @@ import (
 type Vendor interface {
 	plugins.Plugin
 	ListModels() ([]string, error)
-	SendStream([]*common.Message, *common.ChatOptions, chan string) error
-	Send(context.Context, []*common.Message, *common.ChatOptions) (string, error)
+	SendStream([]*goopenai.ChatCompletionMessage, *common.ChatOptions, chan string) error
+	Send(context.Context, []*goopenai.ChatCompletionMessage, *common.ChatOptions) (string, error)
 }

plugins/ai/vendors.go

@@ -29,6 +29,12 @@ func (o *VendorsManager) AddVendors(vendors ...Vendor) {
 	}
 }
 
+func (o *VendorsManager) Clear(vendors ...Vendor) {
+	o.VendorsByName = map[string]Vendor{}
+	o.Vendors = []Vendor{}
+	o.Models = nil
+}
+
 func (o *VendorsManager) SetupFillEnvFileContent(envFileContent *bytes.Buffer) {
 	for _, vendor := range o.Vendors {
 		vendor.SetupFillEnvFileContent(envFileContent)

plugins/db/fsdb/patterns.go

@@ -5,15 +5,90 @@ import (
 	"os"
 	"path/filepath"
 	"strings"
+
+	"github.com/danielmiessler/fabric/common"
+	"github.com/danielmiessler/fabric/plugins/template"
 )
 
+const inputSentinel = "__FABRIC_INPUT_SENTINEL_TOKEN__"
+
 type PatternsEntity struct {
 	*StorageEntity
 	SystemPatternFile      string
 	UniquePatternsFilePath string
 }
 
-func (o *PatternsEntity) Get(name string) (ret *Pattern, err error) {
+// Pattern represents a single pattern with its metadata
+type Pattern struct {
+	Name        string
+	Description string
+	Pattern     string
+}
+
+// GetApplyVariables main entry point for getting patterns from any source
+func (o *PatternsEntity) GetApplyVariables(
+	source string, variables map[string]string, input string) (pattern *Pattern, err error) {
+
+	// Determine if this is a file path
+	isFilePath := strings.HasPrefix(source, "\\") ||
+		strings.HasPrefix(source, "/") ||
+		strings.HasPrefix(source, "~") ||
+		strings.HasPrefix(source, ".")
+
+	if isFilePath {
+		// Resolve the file path using GetAbsolutePath
+		absPath, err := common.GetAbsolutePath(source)
+		if err != nil {
+			return nil, fmt.Errorf("could not resolve file path: %v", err)
+		}
+
+		// Use the resolved absolute path to get the pattern
+		pattern, err = o.getFromFile(absPath)
+	} else {
+		// Otherwise, get the pattern from the database
+		pattern, err = o.getFromDB(source)
+	}
+
+	if err != nil {
+		return
+	}
+
+	// Apply variables to the pattern
+	err = o.applyVariables(pattern, variables, input)
+	return
+}
+
+func (o *PatternsEntity) applyVariables(
+	pattern *Pattern, variables map[string]string, input string) (err error) {
+
+	// Ensure pattern has an {{input}} placeholder
+	// If not present, append it on a new line
+	if !strings.Contains(pattern.Pattern, "{{input}}") {
+		if !strings.HasSuffix(pattern.Pattern, "\n") {
+			pattern.Pattern += "\n"
+		}
+		pattern.Pattern += "{{input}}"
+	}
+
+	// Temporarily replace {{input}} with a sentinel token to protect it
+	// from recursive variable resolution
+	withSentinel := strings.ReplaceAll(pattern.Pattern, "{{input}}", inputSentinel)
+
+	// Process all other template variables in the pattern
+	// At this point, our sentinel ensures {{input}} won't be affected
+	var processed string
+	if processed, err = template.ApplyTemplate(withSentinel, variables, ""); err != nil {
+		return
+	}
+
+	// Finally, replace our sentinel with the actual user input
+	// The input has already been processed for variables if InputHasVars was true
+	pattern.Pattern = strings.ReplaceAll(processed, inputSentinel, input)
+	return
+}
+
+// retrieves a pattern from the database by name
+func (o *PatternsEntity) getFromDB(name string) (ret *Pattern, err error) {
 	patternPath := filepath.Join(o.Dir, name, o.SystemPatternFile)
 
 	var pattern []byte
@@ -29,21 +104,6 @@ func (o *PatternsEntity) Get(name string) (ret *Pattern, err error) {
 	return
 }
 
-// GetApplyVariables finds a pattern by name and returns the pattern as an entry or an error
-func (o *PatternsEntity) GetApplyVariables(name string, variables map[string]string) (ret *Pattern, err error) {
-
-	if ret, err = o.Get(name); err != nil {
-		return
-	}
-
-	if variables != nil && len(variables) > 0 {
-		for variableName, value := range variables {
-			ret.Pattern = strings.ReplaceAll(ret.Pattern, variableName, value)
-		}
-	}
-	return
-}
-
 func (o *PatternsEntity) PrintLatestPatterns(latestNumber int) (err error) {
 	var contents []byte
 	if contents, err = os.ReadFile(o.UniquePatternsFilePath); err != nil {
@@ -61,8 +121,32 @@ func (o *PatternsEntity) PrintLatestPatterns(latestNumber int) (err error) {
 	return
 }
 
-type Pattern struct {
-	Name        string
-	Description string
-	Pattern     string
+// reads a pattern from a file path and returns it
+func (o *PatternsEntity) getFromFile(pathStr string) (pattern *Pattern, err error) {
+	// Handle home directory expansion
+	if strings.HasPrefix(pathStr, "~/") {
+		var homedir string
+		if homedir, err = os.UserHomeDir(); err != nil {
+			err = fmt.Errorf("could not get home directory: %v", err)
+			return
+		}
+		pathStr = filepath.Join(homedir, pathStr[2:])
+	}
+
+	var content []byte
+	if content, err = os.ReadFile(pathStr); err != nil {
+		err = fmt.Errorf("could not read pattern file %s: %v", pathStr, err)
+		return
+	}
+	pattern = &Pattern{
+		Name:    pathStr,
+		Pattern: string(content),
+	}
+	return
+}
+
+// Get required for Storage interface
+func (o *PatternsEntity) Get(name string) (*Pattern, error) {
+	// Use GetPattern with no variables
+	return o.GetApplyVariables(name, nil, "")
 }

plugins/db/fsdb/patterns_test.go

@@ -1 +1,146 @@
 package fsdb
+
+import (
+	"os"
+	"path/filepath"
+	"testing"
+
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func setupTestPatternsEntity(t *testing.T) (*PatternsEntity, func()) {
+	// Create a temporary directory for test patterns
+	tmpDir, err := os.MkdirTemp("", "test-patterns-*")
+	require.NoError(t, err)
+
+	entity := &PatternsEntity{
+		StorageEntity: &StorageEntity{
+			Dir:       tmpDir,
+			Label:     "patterns",
+			ItemIsDir: true,
+		},
+		SystemPatternFile: "system.md",
+	}
+
+	// Return cleanup function
+	cleanup := func() {
+		os.RemoveAll(tmpDir)
+	}
+
+	return entity, cleanup
+}
+
+// Helper to create a test pattern file
+func createTestPattern(t *testing.T, entity *PatternsEntity, name, content string) {
+	patternDir := filepath.Join(entity.Dir, name)
+	err := os.MkdirAll(patternDir, 0755)
+	require.NoError(t, err)
+
+	err = os.WriteFile(filepath.Join(patternDir, entity.SystemPatternFile), []byte(content), 0644)
+	require.NoError(t, err)
+}
+
+func TestApplyVariables(t *testing.T) {
+	entity := &PatternsEntity{}
+
+	tests := []struct {
+		name      string
+		pattern   *Pattern
+		variables map[string]string
+		input     string
+		want      string
+		wantErr   bool
+	}{
+		{
+			name: "pattern with explicit input placement",
+			pattern: &Pattern{
+				Pattern: "You are a {{role}}.\n{{input}}\nPlease analyze.",
+			},
+			variables: map[string]string{
+				"role": "security expert",
+			},
+			input: "Check this code",
+			want:  "You are a security expert.\nCheck this code\nPlease analyze.",
+		},
+		{
+			name: "pattern without input variable gets input appended",
+			pattern: &Pattern{
+				Pattern: "You are a {{role}}.\nPlease analyze.",
+			},
+			variables: map[string]string{
+				"role": "code reviewer",
+			},
+			input: "Review this PR",
+			want:  "You are a code reviewer.\nPlease analyze.\nReview this PR",
+		},
+		// ... previous test cases ...
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			err := entity.applyVariables(tt.pattern, tt.variables, tt.input)
+
+			if tt.wantErr {
+				assert.Error(t, err)
+				return
+			}
+
+			assert.NoError(t, err)
+			assert.Equal(t, tt.want, tt.pattern.Pattern)
+		})
+	}
+}
+
+func TestGetApplyVariables(t *testing.T) {
+	entity, cleanup := setupTestPatternsEntity(t)
+	defer cleanup()
+
+	// Create a test pattern
+	createTestPattern(t, entity, "test-pattern", "You are a {{role}}.\n{{input}}")
+
+	tests := []struct {
+		name      string
+		source    string
+		variables map[string]string
+		input     string
+		want      string
+		wantErr   bool
+	}{
+		{
+			name:   "basic pattern with variables and input",
+			source: "test-pattern",
+			variables: map[string]string{
+				"role": "reviewer",
+			},
+			input: "check this code",
+			want:  "You are a reviewer.\ncheck this code",
+		},
+		{
+			name:      "pattern with missing variable",
+			source:    "test-pattern",
+			variables: map[string]string{},
+			input:     "test input",
+			wantErr:   true,
+		},
+		{
+			name:    "non-existent pattern",
+			source:  "non-existent",
+			wantErr: true,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			result, err := entity.GetApplyVariables(tt.source, tt.variables, tt.input)
+
+			if tt.wantErr {
+				assert.Error(t, err)
+				return
+			}
+
+			require.NoError(t, err)
+			assert.Equal(t, tt.want, result.Pattern)
+		})
+	}
+}

plugins/db/fsdb/sessions.go

@@ -3,6 +3,7 @@ package fsdb
 import (
 	"fmt"
 	"github.com/danielmiessler/fabric/common"
+	goopenai "github.com/sashabaranov/go-openai"
 )
 
 type SessionsEntity struct {
@@ -36,16 +37,16 @@ func (o *SessionsEntity) SaveSession(session *Session) (err error) {
 
 type Session struct {
 	Name     string
-	Messages []*common.Message
+	Messages []*goopenai.ChatCompletionMessage
 
-	vendorMessages []*common.Message
+	vendorMessages []*goopenai.ChatCompletionMessage
 }
 
 func (o *Session) IsEmpty() bool {
 	return len(o.Messages) == 0
 }
 
-func (o *Session) Append(messages ...*common.Message) {
+func (o *Session) Append(messages ...*goopenai.ChatCompletionMessage) {
 	if o.vendorMessages != nil {
 		for _, message := range messages {
 			o.Messages = append(o.Messages, message)
@@ -56,9 +57,8 @@ func (o *Session) Append(messages ...*common.Message) {
 	}
 }
 
-func (o *Session) GetVendorMessages() (ret []*common.Message) {
-	if o.vendorMessages == nil {
-		o.vendorMessages = []*common.Message{}
+func (o *Session) GetVendorMessages() (ret []*goopenai.ChatCompletionMessage) {
+	if len(o.vendorMessages) == 0 {
 		for _, message := range o.Messages {
 			o.appendVendorMessage(message)
 		}
@@ -67,13 +67,13 @@ func (o *Session) GetVendorMessages() (ret []*common.Message) {
 	return
 }
 
-func (o *Session) appendVendorMessage(message *common.Message) {
+func (o *Session) appendVendorMessage(message *goopenai.ChatCompletionMessage) {
 	if message.Role != common.ChatMessageRoleMeta {
 		o.vendorMessages = append(o.vendorMessages, message)
 	}
 }
 
-func (o *Session) GetLastMessage() (ret *common.Message) {
+func (o *Session) GetLastMessage() (ret *goopenai.ChatCompletionMessage) {
 	if len(o.Messages) > 0 {
 		ret = o.Messages[len(o.Messages)-1]
 	}
@@ -82,7 +82,16 @@ func (o *Session) GetLastMessage() (ret *common.Message) {
 
 func (o *Session) String() (ret string) {
 	for _, message := range o.Messages {
-		ret += fmt.Sprintf("\n--- \n[%v]\n\n%v", message.Role, message.Content)
+		ret += fmt.Sprintf("\n--- \n[%v]\n%v", message.Role, message.Content)
+		if message.MultiContent != nil {
+			for _, part := range message.MultiContent {
+				if part.Type == goopenai.ChatMessagePartTypeImageURL {
+					ret += fmt.Sprintf("\n%v: %v", part.Type, *part.ImageURL)
+				} else if part.Type == goopenai.ChatMessagePartTypeText {
+					ret += fmt.Sprintf("\n%v: %v", part.Type, part.Text)
+				}
+			}
+		}
 	}
 	return
 }

plugins/db/fsdb/sessions_test.go

@@ -1,9 +1,8 @@
 package fsdb
 
 import (
+	goopenai "github.com/sashabaranov/go-openai"
 	"testing"
-
-	"github.com/danielmiessler/fabric/common"
 )
 
 func TestSessions_GetOrCreateSession(t *testing.T) {
@@ -27,7 +26,7 @@ func TestSessions_SaveSession(t *testing.T) {
 		StorageEntity: &StorageEntity{Dir: dir, FileExtension: ".json"},
 	}
 	sessionName := "testSession"
-	session := &Session{Name: sessionName, Messages: []*common.Message{{Content: "message1"}}}
+	session := &Session{Name: sessionName, Messages: []*goopenai.ChatCompletionMessage{{Content: "message1"}}}
 	err := sessions.SaveSession(session)
 	if err != nil {
 		t.Fatalf("failed to save session: %v", err)

plugins/db/fsdb/storage.go

@@ -7,7 +7,7 @@ import (
 	"path/filepath"
 	"strings"
 
-	"github.com/samber/lo"
+	"github.com/danielmiessler/fabric/common"
 )
 
 type StorageEntity struct {
@@ -26,37 +26,44 @@ func (o *StorageEntity) Configure() (err error) {
 
 // GetNames finds all patterns in the patterns directory and enters the id, name, and pattern into a slice of Entry structs. it returns these entries or an error
 func (o *StorageEntity) GetNames() (ret []string, err error) {
-	var entries []os.DirEntry
-	if entries, err = os.ReadDir(o.Dir); err != nil {
-		err = fmt.Errorf("could not read items from directory: %v", err)
-		return
+	// Resolve the directory path to an absolute path
+	absDir, err := common.GetAbsolutePath(o.Dir)
+	if err != nil {
+		return nil, fmt.Errorf("could not resolve directory path: %v", err)
 	}
 
-	if o.ItemIsDir {
-		ret = lo.FilterMap(entries, func(item os.DirEntry, index int) (ret string, ok bool) {
-			if ok = item.IsDir(); ok {
-				ret = item.Name()
+	// Read the directory entries
+	var entries []os.DirEntry
+	if entries, err = os.ReadDir(absDir); err != nil {
+		return nil, fmt.Errorf("could not read items from directory: %v", err)
+	}
+
+	for _, entry := range entries {
+		entryPath := filepath.Join(absDir, entry.Name())
+
+		// Get metadata for the entry, including symlink info
+		fileInfo, err := os.Lstat(entryPath)
+		if err != nil {
+			return nil, fmt.Errorf("could not stat entry %s: %v", entryPath, err)
+		}
+
+		// Determine if the entry should be included
+		if o.ItemIsDir {
+			// Include directories or symlinks to directories
+			if fileInfo.IsDir() || (fileInfo.Mode()&os.ModeSymlink != 0 && common.IsSymlinkToDir(entryPath)) {
+				ret = append(ret, entry.Name())
 			}
-			return
-		})
-	} else {
-		if o.FileExtension == "" {
-			ret = lo.FilterMap(entries, func(item os.DirEntry, index int) (ret string, ok bool) {
-				if ok = !item.IsDir(); ok {
-					ret = item.Name()
-				}
-				return
-			})
 		} else {
-			ret = lo.FilterMap(entries, func(item os.DirEntry, index int) (ret string, ok bool) {
-				if ok = !item.IsDir() && filepath.Ext(item.Name()) == o.FileExtension; ok {
-					ret = strings.TrimSuffix(item.Name(), o.FileExtension)
+			// Include files, optionally filtering by extension
+			if !fileInfo.IsDir() {
+				if o.FileExtension == "" || filepath.Ext(entry.Name()) == o.FileExtension {
+					ret = append(ret, strings.TrimSuffix(entry.Name(), o.FileExtension))
 				}
-				return
-			})
+			}
 		}
 	}
-	return
+
+	return ret, nil
 }
 
 func (o *StorageEntity) Delete(name string) (err error) {

plugins/template/Examples/README.md

@@ -0,0 +1,223 @@
+
+# Fabric Extensions: Complete Guide
+
+## Understanding Extension Architecture
+
+### Registry Structure
+The extension registry is stored at `~/.config/fabric/extensions/extensions.yaml` and tracks registered extensions:
+
+```yaml
+extensions:
+    extension-name:
+        config_path: /path/to/config.yaml
+        config_hash: <sha256>
+        executable_hash: <sha256>
+```
+
+The registry maintains security through hash verification of both configs and executables.
+
+### Extension Configuration
+Each extension requires a YAML configuration file with the following structure:
+
+```yaml
+name: "extension-name"          # Unique identifier
+executable: "/path/to/binary"   # Full path to executable
+type: "executable"             # Type of extension
+timeout: "30s"                 # Execution timeout
+description: "Description"     # What the extension does
+version: "1.0.0"              # Version number
+env: []                       # Optional environment variables
+
+operations:                   # Defined operations
+  operation-name:
+    cmd_template: "{{executable}} {{operation}} {{value}}"
+
+config:                      # Output configuration
+  output:
+    method: "stdout"         # or "file"
+    file_config:            # Optional, for file output
+      cleanup: true
+      path_from_stdout: true
+      work_dir: "/tmp"
+```
+
+### Directory Structure
+Recommended organization:
+```
+~/.config/fabric/extensions/
+├── bin/           # Extension executables
+├── configs/       # Extension YAML configs
+└── extensions.yaml # Registry file
+```
+
+## Example 1: Python Wrapper (Word Generator)
+A simple example wrapping a Python script.
+
+### 1. Position Files
+```bash
+# Create directories
+mkdir -p ~/.config/fabric/extensions/{bin,configs}
+
+# Install script
+cp word-generator.py ~/.config/fabric/extensions/bin/
+chmod +x ~/.config/fabric/extensions/bin/word-generator.py
+```
+
+### 2. Configure
+Create `~/.config/fabric/extensions/configs/word-generator.yaml`:
+```yaml
+name: word-generator
+executable: "~/.config/fabric/extensions/bin/word-generator.py"
+type: executable
+timeout: "5s"
+description: "Generates random words based on count parameter"
+version: "1.0.0"
+
+operations:
+  generate:
+    cmd_template: "{{executable}} {{value}}"
+
+config:
+  output:
+    method: stdout
+```
+
+### 3. Register & Run
+```bash
+# Register
+fabric --addextension ~/.config/fabric/extensions/configs/word-generator.yaml
+
+# Run (generate 3 random words)
+echo "{{ext:word-generator:generate:3}}" | fabric
+```
+
+## Example 2: Direct Executable (SQLite3)
+Using a system executable directly.
+
+copy the memories to your home directory
+ ~/memories.db
+
+### 1. Configure
+Create `~/.config/fabric/extensions/configs/memory-query.yaml`:
+```yaml
+name: memory-query
+executable: "/usr/bin/sqlite3"
+type: executable
+timeout: "5s"
+description: "Query memories database"
+version: "1.0.0"
+
+operations:
+  goal:
+    cmd_template: "{{executable}} -json ~/memories.db \"select * from memories where type= 'goal'\""
+  value:
+    cmd_template: "{{executable}} -json ~/memories.db \"select * from memories where type= 'value'\""
+  byid:
+    cmd_template: "{{executable}} -json ~/memories.db \"select * from memories where uid= {{value}}\""
+  all:
+    cmd_template: "{{executable}} -json ~/memories.db \"select * from memories\""
+
+config:
+  output:
+    method: stdout
+```
+
+### 2. Register & Run
+```bash
+# Register
+fabric --addextension ~/.config/fabric/extensions/configs/memory-query.yaml
+
+# Run queries
+echo  "{{ext:memory-query:all}}" | fabric
+echo  "{{ext:memory-query:byid:3}}" | fabric
+```
+
+
+## Extension Management Commands
+
+### Add Extension
+```bash
+fabric --addextension ~/.config/fabric/extensions/configs/memory-query.yaml
+```
+
+Note : if the executable or config file changes, you must re-add the extension.
+This will recompute the hash for the extension.
+
+
+### List Extensions
+```bash
+fabric --listextensions
+```
+Shows all registered extensions with their status and configuration details.
+
+### Remove Extension
+```bash
+fabric --rmextension <extension-name>
+```
+Removes an extension from the registry.
+
+
+## Extensions in patterns
+
+```
+Create a pattern that use multiple extensions.
+
+These are my favorite
+{{ext:word-generator:generate:3}}
+
+These are my least favorite
+{{ext:word-generator:generate:2}}
+
+what does this say about me?
+```
+
+```bash
+./fabric -p ./plugins/template/Examples/test_pattern.md
+```
+
+## Security Considerations
+
+1. **Hash Verification**
+   - Both configs and executables are verified via SHA-256 hashes
+   - Changes to either require re-registration
+   - Prevents tampering with registered extensions
+
+2. **Execution Safety**
+   - Extensions run with user permissions
+   - Timeout constraints prevent runaway processes
+   - Environment variables can be controlled via config
+
+3. **Best Practices**
+   - Review extension code before installation
+   - Keep executables in protected directories
+   - Use absolute paths in configurations
+   - Implement proper error handling in scripts
+   - Regular security audits of registered extensions
+
+## Troubleshooting
+
+### Common Issues
+1. **Registration Failures**
+   - Verify file permissions
+   - Check executable paths
+   - Validate YAML syntax
+
+2. **Execution Errors**
+   - Check operation exists in config
+   - Verify timeout settings
+   - Monitor system resources
+   - Check extension logs
+
+3. **Output Issues**
+   - Verify output method configuration
+   - Check file permissions for file output
+   - Monitor disk space for file operations
+
+### Debug Tips
+1. Enable verbose logging when available
+2. Check system logs for execution errors
+3. Verify extension dependencies
+4. Test extensions with minimal configurations first
+
+
+Would you like me to expand on any particular section or add more examples?

plugins/template/Examples/remote-security-report.sh

@@ -0,0 +1,24 @@
+#!/bin/bash
+# remote-security-report.sh
+# Usage: remote-security-report.sh cert host [report_name]
+
+cert_path="$1"
+host="$2"
+report_name="${3:-report}"
+temp_file="/tmp/security-report-${report_name}.txt"
+
+# Copy the security report script to remote host
+scp -i "$cert_path" /usr/local/bin/security-report.sh "${host}:~/security-report.sh" >&2
+
+# Make it executable and run it on remote host
+ssh -i "$cert_path" "$host" "chmod +x ~/security-report.sh && sudo ~/security-report.sh ${temp_file}" >&2
+
+# Copy the report back
+scp -i "$cert_path" "${host}:${temp_file}" "${temp_file}" >&2
+
+# Cleanup remote files
+ssh -i "$cert_path" "$host" "rm ~/security-report.sh ${temp_file}" >&2
+
+# Output the local file path for fabric to read
+echo "${temp_file}"
+

plugins/template/Examples/remote-security-report.yaml

@@ -0,0 +1,17 @@
+name: "remote-security"
+executable: "/usr/local/bin/remote-security-report.sh"
+type: "executable"
+timeout: "60s"
+description: "Generate security report from remote system"
+
+operations:
+  report:
+    cmd_template: "{{executable}} {{1}} {{2}} {{3}}"
+
+config:
+  output:
+    method: "file"
+    file_config:
+      cleanup: true
+      path_from_stdout: true
+      work_dir: "/tmp"

plugins/template/Examples/security-report.sh

@@ -0,0 +1,113 @@
+#!/bin/bash
+
+# security-report.sh - Enhanced system security information collection
+# Usage: security-report.sh [output_file]
+
+output_file=${1:-/tmp/security-report.txt}
+
+{
+    echo "=== System Security Report ==="
+    echo "Generated: $(date)"
+    echo "Hostname: $(hostname)"
+    echo "Kernel: $(uname -r)"
+    echo
+
+    echo "=== System Updates ==="
+    echo "Last update: $(stat -c %y /var/cache/apt/pkgcache.bin | cut -d' ' -f1)"
+    echo "Pending updates:"
+    apt list --upgradable 2>/dev/null
+    
+    echo -e "\n=== Security Updates ==="
+    echo "Pending security updates:"
+    apt list --upgradable 2>/dev/null | grep -i security
+
+    echo -e "\n=== User Accounts ==="
+    echo "Users with login shells:"
+    grep -v '/nologin\|/false' /etc/passwd
+    echo -e "\nUsers who can login:"
+    awk -F: '$2!="*" && $2!="!" {print $1}' /etc/shadow
+    echo -e "\nUsers with empty passwords:"
+    awk -F: '$2=="" {print $1}' /etc/shadow
+    echo -e "\nUsers with UID 0:"
+    awk -F: '$3==0 {print $1}' /etc/passwd
+
+    echo -e "\n=== Sudo Configuration ==="
+    echo "Users/groups with sudo privileges:"
+    grep -h '^[^#]' /etc/sudoers.d/* /etc/sudoers 2>/dev/null
+    echo -e "\nUsers with passwordless sudo:"
+    grep -h NOPASSWD /etc/sudoers.d/* /etc/sudoers 2>/dev/null
+
+    echo -e "\n=== SSH Configuration ==="
+    if [ -f /etc/ssh/sshd_config ]; then
+        echo "Key SSH settings:"
+        grep -E '^(PermitRootLogin|PasswordAuthentication|Port|Protocol|X11Forwarding|MaxAuthTries|PermitEmptyPasswords)' /etc/ssh/sshd_config
+    fi
+    
+    echo -e "\n=== SSH Keys ==="
+    echo "Authorized keys found:"
+    find /home -name "authorized_keys" -ls 2>/dev/null
+
+    echo -e "\n=== Firewall Status ==="
+    echo "UFW Status:"
+    ufw status verbose
+    echo -e "\nIPTables Rules:"
+    iptables -L -n
+
+    echo -e "\n=== Network Services ==="
+    echo "Listening services (port - process):"
+    netstat -tlpn 2>/dev/null | grep LISTEN
+
+    echo -e "\n=== Recent Authentication Failures ==="
+    echo "Last 5 failed SSH attempts:"
+    grep "Failed password" /var/log/auth.log | tail -5
+
+    echo -e "\n=== File Permissions ==="
+    echo "World-writable files in /etc:"
+    find /etc -type f -perm -002 -ls 2>/dev/null
+    echo -e "\nWorld-writable directories in /etc:"
+    find /etc -type d -perm -002 -ls 2>/dev/null
+
+    echo -e "\n=== System Resource Usage ==="
+    echo "Disk Usage:"
+    df -h
+    echo -e "\nMemory Usage:"
+    free -h
+    echo -e "\nTop 5 CPU-using processes:"
+    ps aux --sort=-%cpu | head -6
+
+    echo -e "\n=== System Timers ==="
+    echo "Active timers (potential scheduled tasks):"
+    systemctl list-timers --all
+
+    echo -e "\n=== Important Service Status ==="
+    for service in ssh ufw apparmor fail2ban clamav-freshclam; do
+        echo "Status of $service:"
+        systemctl status $service --no-pager 2>/dev/null
+    done
+
+    echo -e "\n=== Fail2Ban Logs ==="
+    echo "Recent Fail2Ban activity (fail2ban.log):"
+    if [ -f /var/log/fail2ban.log ]; then
+        echo "=== Current log (fail2ban.log) ==="
+        cat /var/log/fail2ban.log
+    else
+        echo "fail2ban.log not found"
+    fi
+
+    if [ -f /var/log/fail2ban.log.1 ]; then
+        echo -e "\n=== Previous log (fail2ban.log.1) ==="
+        cat /var/log/fail2ban.log.1
+    else
+        echo -e "\nfail2ban.log.1 not found"
+    fi
+
+    echo -e "\n=== Fail2Ban Status ==="
+    echo "Currently banned IPs:"
+    sudo fail2ban-client status
+
+
+} > "$output_file"
+
+# Output the file path for fabric to read
+echo "$output_file"
+

plugins/template/Examples/security-report.yaml

@@ -0,0 +1,18 @@
+name: "security-report"
+executable: "/usr/local/bin/security-report.sh"
+type: "executable"
+timeout: "30s"
+description: "Generate system security report"
+version: "1.0.0"
+
+operations:
+  generate:
+    cmd_template: "{{executable}} /tmp/security-report-{{1}}.txt"
+
+config:
+  output:
+    method: "file"
+    file_config:
+      cleanup: true
+      path_from_stdout: true
+      work_dir: "/tmp"

plugins/template/Examples/sqlite3_demo.yaml

@@ -0,0 +1,23 @@
+name: memory-query
+executable: /usr/bin/sqlite3
+type: executable
+timeout: "5s"
+description: "Query memories database"
+version: "1.0.0"
+env: []
+
+operations:
+  goal:
+    cmd_template: "{{executable}} -json /home/matt/memories.db \"select * from memories where type= 'goal'\""
+  value:
+    cmd_template: "{{executable}} -json /home/matt/memories.db \"select * from memories where type= 'value'\""
+  project:
+    cmd_template: "{{executable}} -json /home/matt/memories.db \"select * from memories where type= 'project'\""
+  byid:
+    cmd_template: "{{executable}} -json /home/matt/memories.db \"select * from memories where uid= {{value}}\""
+  all:
+    cmd_template: "{{executable}} -json ~/memories.db \"select * from memories\""
+
+config:
+  output:
+    method: stdout

plugins/template/Examples/test_pattern.md

@@ -0,0 +1,8 @@
+These are my favorite
+{{ext:word-generator:generate:3}}
+
+These are my least favorite
+{{ext:word-generator:generate:2}}
+
+what does this say about me?
+

plugins/template/Examples/track_packages.sh

@@ -0,0 +1,18 @@
+#!/bin/bash
+
+LOG_DIR="/var/log/package_tracking"
+DATE=$(date +%Y%m%d)
+
+# Ensure directory exists
+mkdir -p "$LOG_DIR"
+
+# Current package list
+dpkg -l > "$LOG_DIR/packages_current.list"
+
+# Create diff if previous exists
+if [ -f "$LOG_DIR/packages_previous.list" ]; then
+    diff "$LOG_DIR/packages_previous.list" "$LOG_DIR/packages_current.list" > "$LOG_DIR/changes_current.diff"
+fi
+
+# Keep copy for next comparison
+cp "$LOG_DIR/packages_current.list" "$LOG_DIR/packages_previous.list"

plugins/template/Examples/word-generator.py

@@ -0,0 +1,36 @@
+#!/usr/bin/env python3
+import sys
+import json
+import random
+
+# A small set of words for demonstration!
+WORD_LIST = [
+    "apple", "banana", "cherry", "date", "elderberry",
+    "fig", "grape", "honeydew", "kiwi", "lemon",
+    "mango", "nectarine", "orange", "papaya", "quince",
+    "raspberry", "strawberry", "tangerine", "ugli", "watermelon"
+]
+
+def generate_words(count):
+    try:
+        count = int(count)
+        if count < 1:
+            return json.dumps({"error": "Count must be positive"})
+        
+        # Generate random words
+        words = random.sample(WORD_LIST, min(count, len(WORD_LIST)))
+        
+        # Return JSON formatted result
+        return json.dumps({
+            "words": words,
+            "count": len(words)
+        })
+    except ValueError:
+        return json.dumps({"error": "Invalid count parameter"})
+
+if __name__ == "__main__":
+    if len(sys.argv) != 2:
+        print(json.dumps({"error": "Exactly one argument required"}))
+        sys.exit(1)
+    
+    print(generate_words(sys.argv[1]))

plugins/template/Examples/word-generator.yaml

@@ -0,0 +1,16 @@
+name: word-generator
+executable: /usr/local/bin/word-generator.py
+type: executable
+timeout: "5s"
+description: "Generates random words based on count parameter"
+version: "1.0.0"
+env: []
+
+operations:
+  generate:
+    cmd_template: "{{executable}} {{value}}"
+
+config:
+  output:
+    method: stdout
+

plugins/template/README.md

@@ -0,0 +1,418 @@
+# Fabric Template System
+
+## Quick Start
+echo "Hello {{name}}!" | fabric -v=name:World
+
+## Overview
+
+The Fabric Template System provides a powerful and extensible way to handle variable substitution and dynamic content generation through a plugin architecture. It uses a double-brace syntax (`{{}}`) for variables and plugin operations, making it both readable and flexible.
+
+
+
+## Basic Usage
+
+### Variable Substitution
+
+The template system supports basic variable substitution using double braces:
+
+```markdown
+Hello {{name}}!
+Current role: {{role}}
+```
+
+Variables can be provided via:
+- Command line arguments: `-v=name:John -v=role:admin`
+- YAML front matter in input files
+- Environment variables (when configured)
+
+### Special Variables
+
+- `{{input}}`: Represents the main input content
+  ```markdown
+  Here is the analysis:
+  {{input}}
+  End of analysis.
+  ```
+
+## Nested Tokens and Resolution
+
+### Basic Nesting
+
+The template system supports nested tokens, where inner tokens are resolved before outer ones. This enables complex, dynamic template generation.
+
+#### Simple Variable Nesting
+```markdown
+{{outer{{inner}}}}
+
+Example:
+Variables: {
+  "inner": "name",
+  "john": "John Doe"
+}
+{{{{inner}}}} -> {{name}} -> John Doe
+```
+
+#### Nested Plugin Calls
+```markdown
+{{plugin:text:upper:{{plugin:sys:env:USER}}}}
+First resolves: {{plugin:sys:env:USER}} -> "john"
+Then resolves: {{plugin:text:upper:john}} -> "JOHN"
+```
+
+### How Nested Resolution Works
+
+1. **Iterative Processing**
+   - The engine processes the template in multiple passes
+   - Each pass identifies all `{{...}}` patterns
+   - Processing continues until no more replacements are needed
+
+2. **Resolution Order**
+   ```markdown
+   Original: {{plugin:text:upper:{{user}}}}
+   Step 1: Found {{user}} -> "john"
+   Step 2: Now have {{plugin:text:upper:john}}
+   Step 3: Final result -> "JOHN"
+   ```
+
+3. **Complex Nesting Example**
+   ```markdown
+   {{plugin:text:{{case}}:{{plugin:sys:env:{{varname}}}}}}
+   
+   With variables:
+   {
+     "case": "upper",
+     "varname": "USER"
+   }
+   
+   Resolution steps:
+   1. {{varname}} -> "USER"
+   2. {{plugin:sys:env:USER}} -> "john"
+   3. {{case}} -> "upper"
+   4. {{plugin:text:upper:john}} -> "JOHN"
+   ```
+
+### Important Considerations
+
+1. **Depth Limitations**
+   - While nesting is supported, avoid excessive nesting for clarity
+   - Complex nested structures can be hard to debug
+   - Consider breaking very complex templates into smaller parts
+
+2. **Variable Resolution**
+   - Inner variables must resolve to valid values for outer operations
+   - Error messages will point to the innermost failed resolution
+   - Debug logs show the step-by-step resolution process
+
+3. **Plugin Nesting**
+   ```markdown
+   # Valid:
+   {{plugin:text:upper:{{plugin:sys:env:USER}}}}
+   
+   # Also Valid:
+   {{plugin:text:{{operation}}:{{value}}}}
+   
+   # Invalid (plugin namespace cannot be dynamic):
+   {{plugin:{{namespace}}:operation:value}}
+   ```
+
+4. **Debugging Nested Templates**
+   ```go
+   Debug = true  // Enable debug logging
+   
+   Template: {{plugin:text:upper:{{user}}}}
+   Debug output:
+   > Processing variable: user
+   > Replacing {{user}} with john
+   > Plugin call:
+   >   Namespace: text
+   >   Operation: upper
+   >   Value: john
+   > Plugin result: JOHN
+   ```
+
+### Examples
+
+1. **Dynamic Operation Selection**
+   ```markdown
+   {{plugin:text:{{operation}}:hello}}
+   
+   With variables:
+   {
+     "operation": "upper"
+   }
+   
+   Result: HELLO
+   ```
+
+2. **Dynamic Environment Variable Lookup**
+   ```markdown
+   {{plugin:sys:env:{{env_var}}}}
+   
+   With variables:
+   {
+     "env_var": "HOME"
+   }
+   
+   Result: /home/user
+   ```
+
+3. **Nested Date Formatting**
+   ```markdown
+   {{plugin:datetime:{{format}}:{{plugin:datetime:now}}}}
+   
+   With variables:
+   {
+     "format": "full"
+   }
+   
+   Result: Wednesday, November 20, 2024
+   ```
+
+
+
+
+
+## Plugin System
+
+### Plugin Syntax
+
+Plugins use the following syntax:
+```
+{{plugin:namespace:operation:value}}
+```
+
+- `namespace`: The plugin category (e.g., text, datetime, sys)
+- `operation`: The specific operation to perform
+- `value`: Optional value for the operation
+
+### Built-in Plugins
+
+#### Text Plugin
+Text manipulation operations:
+```markdown
+{{plugin:text:upper:hello}}  -> HELLO
+{{plugin:text:lower:HELLO}}  -> hello
+{{plugin:text:title:hello world}} -> Hello World
+```
+
+#### DateTime Plugin
+Time and date operations:
+```markdown
+{{plugin:datetime:now}}       -> 2024-11-20T15:04:05Z
+{{plugin:datetime:today}}     -> 2024-11-20
+{{plugin:datetime:rel:-1d}}   -> 2024-11-19
+{{plugin:datetime:month}}     -> November
+```
+
+#### System Plugin
+System information:
+```markdown
+{{plugin:sys:hostname}}   -> server1
+{{plugin:sys:user}}       -> currentuser
+{{plugin:sys:os}}         -> linux
+{{plugin:sys:env:HOME}}   -> /home/user
+```
+
+## Developing Plugins
+
+### Plugin Interface
+
+To create a new plugin, implement the following interface:
+
+```go
+type Plugin interface {
+    Apply(operation string, value string) (string, error)
+}
+```
+
+### Example Plugin Implementation
+
+Here's a simple plugin that performs basic math operations:
+
+```go
+package template
+
+type MathPlugin struct{}
+
+func (p *MathPlugin) Apply(operation string, value string) (string, error) {
+    switch operation {
+    case "add":
+        // Parse value as "a,b" and return a+b
+        nums := strings.Split(value, ",")
+        if len(nums) != 2 {
+            return "", fmt.Errorf("add requires two numbers")
+        }
+        a, err := strconv.Atoi(nums[0])
+        if err != nil {
+            return "", err
+        }
+        b, err := strconv.Atoi(nums[1])
+        if err != nil {
+            return "", err
+        }
+        return fmt.Sprintf("%d", a+b), nil
+    
+    default:
+        return "", fmt.Errorf("unknown math operation: %s", operation)
+    }
+}
+```
+
+### Registering a New Plugin
+
+1. Add your plugin struct to the template package
+2. Register it in template.go:
+
+```go
+var (
+    // Existing plugins
+    textPlugin = &TextPlugin{}
+    datetimePlugin = &DateTimePlugin{}
+    
+    // Add your new plugin
+    mathPlugin = &MathPlugin{}
+)
+
+// Update the plugin handler in ApplyTemplate
+switch namespace {
+    case "text":
+        result, err = textPlugin.Apply(operation, value)
+    case "datetime":
+        result, err = datetimePlugin.Apply(operation, value)
+    // Add your namespace
+    case "math":
+        result, err = mathPlugin.Apply(operation, value)
+    default:
+        return "", fmt.Errorf("unknown plugin namespace: %s", namespace)
+}
+```
+
+### Plugin Development Guidelines
+
+1. **Error Handling**
+   - Return clear error messages
+   - Validate all inputs
+   - Handle edge cases gracefully
+
+2. **Debugging**
+   - Use the `debugf` function for logging
+   - Log entry and exit points
+   - Log intermediate calculations
+
+```go
+func (p *MyPlugin) Apply(operation string, value string) (string, error) {
+    debugf("MyPlugin operation: %s value: %s\n", operation, value)
+    // ... plugin logic ...
+    debugf("MyPlugin result: %s\n", result)
+    return result, nil
+}
+```
+
+3. **Security Considerations**
+   - Validate and sanitize inputs
+   - Avoid shell execution
+   - Be careful with file operations
+   - Limit resource usage
+
+4. **Performance**
+   - Cache expensive computations
+   - Minimize allocations
+   - Consider concurrent access
+
+### Testing Plugins
+
+Create tests for your plugin in `plugin_test.go`:
+
+```go
+func TestMathPlugin(t *testing.T) {
+    plugin := &MathPlugin{}
+    
+    tests := []struct {
+        operation string
+        value     string
+        expected  string
+        wantErr   bool
+    }{
+        {"add", "5,3", "8", false},
+        {"add", "bad,input", "", true},
+        {"unknown", "value", "", true},
+    }
+    
+    for _, tt := range tests {
+        result, err := plugin.Apply(tt.operation, tt.value)
+        if (err != nil) != tt.wantErr {
+            t.Errorf("MathPlugin.Apply(%s, %s) error = %v, wantErr %v",
+                tt.operation, tt.value, err, tt.wantErr)
+            continue
+        }
+        if result != tt.expected {
+            t.Errorf("MathPlugin.Apply(%s, %s) = %v, want %v",
+                tt.operation, tt.value, result, tt.expected)
+        }
+    }
+}
+```
+
+## Best Practices
+
+1. **Namespace Selection**
+   - Choose clear, descriptive names
+   - Avoid conflicts with existing plugins
+   - Group related operations together
+
+2. **Operation Names**
+   - Use lowercase names
+   - Keep names concise but clear
+   - Be consistent with similar operations
+
+3. **Value Format**
+   - Document expected formats
+   - Use common separators consistently
+   - Provide examples in comments
+
+4. **Error Messages**
+   - Be specific about what went wrong
+   - Include valid operation examples
+   - Help users fix the problem
+
+## Common Issues and Solutions
+
+1. **Missing Variables**
+   ```
+   Error: missing required variables: [name]
+   Solution: Provide all required variables using -v=name:value
+   ```
+
+2. **Invalid Plugin Operations**
+   ```
+   Error: unknown operation 'invalid' for plugin 'text'
+   Solution: Check plugin documentation for supported operations
+   ```
+
+3. **Plugin Value Format**
+   ```
+   Error: invalid format for datetime:rel, expected -1d, -2w, etc.
+   Solution: Follow the required format for plugin values
+   ```
+
+
+
+
+## Contributing
+
+1. Fork the repository
+2. Create your plugin branch
+3. Implement your plugin following the guidelines
+4. Add comprehensive tests
+5. Submit a pull request
+
+## Support
+
+For issues and questions:
+1. Check the debugging output (enable with Debug=true)
+2. Review the plugin documentation
+3. Open an issue with:
+   - Template content
+   - Variables used
+   - Expected vs actual output
+   - Debug logs

plugins/template/datetime.go

@@ -0,0 +1,144 @@
+// Package template provides datetime operations for the template system
+package template
+
+import (
+	"fmt"
+	"strconv"
+	"time"
+)
+
+// DateTimePlugin handles time and date operations
+type DateTimePlugin struct{}
+
+// Apply executes datetime operations with the following formats:
+// Time: now (RFC3339), time (HH:MM:SS), unix (timestamp)
+// Hour: startofhour, endofhour
+// Date: today (YYYY-MM-DD), full (Monday, January 2, 2006)
+// Period: startofweek, endofweek, startofmonth, endofmonth
+// Relative: rel:-1h, rel:-2d, rel:1w, rel:3m, rel:1y
+func (p *DateTimePlugin) Apply(operation string, value string) (string, error) {
+	debugf("DateTime: operation=%q value=%q", operation, value)
+
+	now := time.Now()
+	debugf("DateTime: reference time=%v", now)
+
+	switch operation {
+	// Time operations
+	case "now":
+		result := now.Format(time.RFC3339)
+		debugf("DateTime: now=%q", result)
+		return result, nil
+
+	case "time":
+		result := now.Format("15:04:05")
+		debugf("DateTime: time=%q", result)
+		return result, nil
+
+	case "unix":
+		result := fmt.Sprintf("%d", now.Unix())
+		debugf("DateTime: unix=%q", result)
+		return result, nil
+
+	case "startofhour":
+		result := now.Truncate(time.Hour).Format(time.RFC3339)
+		debugf("DateTime: startofhour=%q", result)
+		return result, nil
+
+	case "endofhour":
+		result := now.Truncate(time.Hour).Add(time.Hour - time.Second).Format(time.RFC3339)
+		debugf("DateTime: endofhour=%q", result)
+		return result, nil
+
+	// Date operations
+	case "today":
+		result := now.Format("2006-01-02")
+		debugf("DateTime: today=%q", result)
+		return result, nil
+
+	case "full":
+		result := now.Format("Monday, January 2, 2006")
+		debugf("DateTime: full=%q", result)
+		return result, nil
+
+	case "month":
+		result := now.Format("January")
+		debugf("DateTime: month=%q", result)
+		return result, nil
+
+	case "year":
+		result := now.Format("2006")
+		debugf("DateTime: year=%q", result)
+		return result, nil
+
+	case "startofweek":
+		result := now.AddDate(0, 0, -int(now.Weekday())).Format("2006-01-02")
+		debugf("DateTime: startofweek=%q", result)
+		return result, nil
+
+	case "endofweek":
+		result := now.AddDate(0, 0, 7-int(now.Weekday())).Format("2006-01-02")
+		debugf("DateTime: endofweek=%q", result)
+		return result, nil
+
+	case "startofmonth":
+		result := time.Date(now.Year(), now.Month(), 1, 0, 0, 0, 0, now.Location()).Format("2006-01-02")
+		debugf("DateTime: startofmonth=%q", result)
+		return result, nil
+
+	case "endofmonth":
+		result := time.Date(now.Year(), now.Month()+1, 0, 0, 0, 0, 0, now.Location()).Format("2006-01-02")
+		debugf("DateTime: endofmonth=%q", result)
+		return result, nil
+
+	case "rel":
+		return p.handleRelative(now, value)
+
+	default:
+		return "", fmt.Errorf("datetime: unknown operation %q (see plugin documentation for supported operations)", operation)
+	}
+}
+
+func (p *DateTimePlugin) handleRelative(now time.Time, value string) (string, error) {
+	debugf("DateTime: handling relative time value=%q", value)
+
+	if value == "" {
+		return "", fmt.Errorf("datetime: relative time requires a value (e.g., -1h, -1d, -1w)")
+	}
+
+	// Try standard duration first (hours, minutes)
+	if duration, err := time.ParseDuration(value); err == nil {
+		result := now.Add(duration).Format(time.RFC3339)
+		debugf("DateTime: relative duration=%q result=%q", duration, result)
+		return result, nil
+	}
+
+	// Handle date units
+	if len(value) < 2 {
+		return "", fmt.Errorf("datetime: invalid relative format (use: -1h, 2d, -3w, 1m, -1y)")
+	}
+
+	unit := value[len(value)-1:]
+	numStr := value[:len(value)-1]
+
+	num, err := strconv.Atoi(numStr)
+	if err != nil {
+		return "", fmt.Errorf("datetime: invalid number in relative time: %q", value)
+	}
+
+	var result string
+	switch unit {
+	case "d":
+		result = now.AddDate(0, 0, num).Format("2006-01-02")
+	case "w":
+		result = now.AddDate(0, 0, num*7).Format("2006-01-02")
+	case "m":
+		result = now.AddDate(0, num, 0).Format("2006-01-02")
+	case "y":
+		result = now.AddDate(num, 0, 0).Format("2006-01-02")
+	default:
+		return "", fmt.Errorf("datetime: invalid unit %q (use: h,m for time or d,w,m,y for date)", unit)
+	}
+
+	debugf("DateTime: relative unit=%q num=%d result=%q", unit, num, result)
+	return result, nil
+}

plugins/template/datetime.md

@@ -0,0 +1,41 @@
+# DateTime Plugin Tests
+
+Simple test file for validating datetime plugin functionality.
+
+## Basic Time Operations
+
+```
+Current Time: {{plugin:datetime:now}}
+Time Only: {{plugin:datetime:time}}
+Unix Timestamp: {{plugin:datetime:unix}}
+Hour Start: {{plugin:datetime:startofhour}}
+Hour End: {{plugin:datetime:endofhour}}
+```
+
+## Date Operations
+
+```
+Today: {{plugin:datetime:today}}
+Full Date: {{plugin:datetime:full}}
+Current Month: {{plugin:datetime:month}}
+Current Year: {{plugin:datetime:year}}
+```
+
+## Period Operations
+
+```
+Week Start: {{plugin:datetime:startofweek}}
+Week End: {{plugin:datetime:endofweek}}
+Month Start: {{plugin:datetime:startofmonth}}
+Month End: {{plugin:datetime:endofmonth}}
+```
+
+## Relative Time/Date
+
+```
+2 Hours Ahead: {{plugin:datetime:rel:2h}}
+1 Day Ago: {{plugin:datetime:rel:-1d}}
+Next Week: {{plugin:datetime:rel:1w}}
+Last Month: {{plugin:datetime:rel:-1m}}
+Next Year: {{plugin:datetime:rel:1y}}
+```

plugins/template/datetime_test.go

@@ -0,0 +1,138 @@
+package template
+
+import (
+	"fmt"
+	"strconv"
+	"strings"
+	"testing"
+	"time"
+)
+
+func TestDateTimePlugin(t *testing.T) {
+	plugin := &DateTimePlugin{}
+	now := time.Now()
+
+	tests := []struct {
+		name      string
+		operation string
+		value     string
+		validate  func(string) error
+		wantErr   bool
+	}{
+		{
+			name:      "now returns RFC3339",
+			operation: "now",
+			validate: func(got string) error {
+				if _, err := time.Parse(time.RFC3339, got); err != nil {
+					return err
+				}
+				return nil
+			},
+		},
+		{
+			name:      "time returns HH:MM:SS",
+			operation: "time",
+			validate: func(got string) error {
+				if _, err := time.Parse("15:04:05", got); err != nil {
+					return err
+				}
+				return nil
+			},
+		},
+		{
+			name:      "unix returns timestamp",
+			operation: "unix",
+			validate: func(got string) error {
+				if _, err := strconv.ParseInt(got, 10, 64); err != nil {
+					return err
+				}
+				return nil
+			},
+		},
+		{
+			name:      "today returns YYYY-MM-DD",
+			operation: "today",
+			validate: func(got string) error {
+				if _, err := time.Parse("2006-01-02", got); err != nil {
+					return err
+				}
+				return nil
+			},
+		},
+		{
+			name:      "full returns long date",
+			operation: "full",
+			validate: func(got string) error {
+				if !strings.Contains(got, now.Month().String()) {
+					return fmt.Errorf("full date missing month name")
+				}
+				return nil
+			},
+		},
+		{
+			name:      "relative positive hours",
+			operation: "rel",
+			value:     "2h",
+			validate: func(got string) error {
+				t, err := time.Parse(time.RFC3339, got)
+				if err != nil {
+					return err
+				}
+				expected := now.Add(2 * time.Hour)
+				if t.Hour() != expected.Hour() {
+					return fmt.Errorf("expected hour %d, got %d", expected.Hour(), t.Hour())
+				}
+				return nil
+			},
+		},
+		{
+			name:      "relative negative days",
+			operation: "rel",
+			value:     "-2d",
+			validate: func(got string) error {
+				t, err := time.Parse("2006-01-02", got)
+				if err != nil {
+					return err
+				}
+				expected := now.AddDate(0, 0, -2)
+				if t.Day() != expected.Day() {
+					return fmt.Errorf("expected day %d, got %d", expected.Day(), t.Day())
+				}
+				return nil
+			},
+		},
+		// Error cases
+		{
+			name:      "invalid operation",
+			operation: "invalid",
+			wantErr:   true,
+		},
+		{
+			name:      "empty relative value",
+			operation: "rel",
+			value:     "",
+			wantErr:   true,
+		},
+		{
+			name:      "invalid relative format",
+			operation: "rel",
+			value:     "2x",
+			wantErr:   true,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			got, err := plugin.Apply(tt.operation, tt.value)
+			if (err != nil) != tt.wantErr {
+				t.Errorf("DateTimePlugin.Apply() error = %v, wantErr %v", err, tt.wantErr)
+				return
+			}
+			if err == nil && tt.validate != nil {
+				if err := tt.validate(got); err != nil {
+					t.Errorf("DateTimePlugin.Apply() validation failed: %v", err)
+				}
+			}
+		})
+	}
+}

plugins/template/extension_executor.go

@@ -0,0 +1,196 @@
+package template
+
+import (
+	"bytes"
+	"context"
+	"fmt"
+	"os"
+	"os/exec"
+	"path/filepath"
+	"strings"
+	"time"
+)
+
+// ExtensionExecutor handles the secure execution of extensions
+// It uses the registry to verify extensions before running them
+type ExtensionExecutor struct {
+	registry *ExtensionRegistry
+}
+
+// NewExtensionExecutor creates a new executor instance
+// It requires a registry to verify extensions
+func NewExtensionExecutor(registry *ExtensionRegistry) *ExtensionExecutor {
+	return &ExtensionExecutor{
+		registry: registry,
+	}
+}
+
+// Execute runs an extension with the given operation and value string
+// name: the registered name of the extension
+// operation: the operation to perform
+// value: the input value(s) for the operation
+// In extension_executor.go
+func (e *ExtensionExecutor) Execute(name, operation, value string) (string, error) {
+	// Get and verify extension from registry
+	ext, err := e.registry.GetExtension(name)
+	if err != nil {
+		return "", fmt.Errorf("failed to get extension: %w", err)
+	}
+
+	// Format the command using our template system
+	cmdStr, err := e.formatCommand(ext, operation, value)
+	if err != nil {
+		return "", fmt.Errorf("failed to format command: %w", err)
+	}
+
+	// Split the command string into command and arguments
+	cmdParts := strings.Fields(cmdStr)
+	if len(cmdParts) < 1 {
+		return "", fmt.Errorf("empty command after formatting")
+	}
+
+	// Create command with the Executable and formatted arguments
+	cmd := exec.Command("sh", "-c", cmdStr)
+	//cmd := exec.Command(cmdParts[0], cmdParts[1:]...)
+
+	// Set up environment if specified
+	if len(ext.Env) > 0 {
+		cmd.Env = append(os.Environ(), ext.Env...)
+	}
+
+	// Execute based on output method
+	outputMethod := ext.GetOutputMethod()
+	if outputMethod == "file" {
+		return e.executeWithFile(cmd, ext)
+	}
+	return e.executeStdout(cmd, ext)
+}
+
+// formatCommand uses fabric's template system to format the command
+// It creates a variables map for the template system using the input values
+func (e *ExtensionExecutor) formatCommand(ext *ExtensionDefinition, operation string, value string) (string, error) {
+	// Get operation config
+	opConfig, exists := ext.Operations[operation]
+	if !exists {
+		return "", fmt.Errorf("operation %s not found for extension %s", operation, ext.Name)
+	}
+
+	vars := make(map[string]string)
+	vars["executable"] = ext.Executable
+	vars["operation"] = operation
+	vars["value"] = value
+
+	// Split on pipe for numbered variables
+	values := strings.Split(value, "|")
+	for i, val := range values {
+		vars[fmt.Sprintf("%d", i+1)] = val
+	}
+
+	return ApplyTemplate(opConfig.CmdTemplate, vars, "")
+}
+
+// executeStdout runs the command and captures its stdout
+func (e *ExtensionExecutor) executeStdout(cmd *exec.Cmd, ext *ExtensionDefinition) (string, error) {
+	var stdout bytes.Buffer
+	var stderr bytes.Buffer
+	cmd.Stdout = &stdout
+	cmd.Stderr = &stderr
+
+	//debug output
+	fmt.Printf("Executing command: %s\n", cmd.String())
+
+	if err := cmd.Run(); err != nil {
+		return "", fmt.Errorf("execution failed: %w\nstderr: %s", err, stderr.String())
+	}
+
+	return stdout.String(), nil
+}
+
+// executeWithFile runs the command and handles file-based output
+func (e *ExtensionExecutor) executeWithFile(cmd *exec.Cmd, ext *ExtensionDefinition) (string, error) {
+	// Parse timeout - this is now a first-class field
+	timeout, err := time.ParseDuration(ext.Timeout)
+	if err != nil {
+		return "", fmt.Errorf("invalid timeout format: %w", err)
+	}
+
+	// Create context with timeout
+	ctx, cancel := context.WithTimeout(context.Background(), timeout)
+	defer cancel()
+	cmd = exec.CommandContext(ctx, cmd.Path, cmd.Args[1:]...)
+	cmd.Env = cmd.Env
+
+	fileConfig := ext.GetFileConfig()
+	if fileConfig == nil {
+		return "", fmt.Errorf("no file configuration found")
+	}
+
+	// Handle path from stdout case
+	if pathFromStdout, ok := fileConfig["path_from_stdout"].(bool); ok && pathFromStdout {
+		return e.handlePathFromStdout(cmd, ext)
+	}
+
+	// Handle fixed file case
+	workDir, _ := fileConfig["work_dir"].(string)
+	outputFile, _ := fileConfig["output_file"].(string)
+
+	if outputFile == "" {
+		return "", fmt.Errorf("no output file specified in configuration")
+	}
+
+	// Set working directory if specified
+	if workDir != "" {
+		cmd.Dir = workDir
+	}
+
+	var stderr bytes.Buffer
+	cmd.Stderr = &stderr
+
+	if err := cmd.Run(); err != nil {
+		if ctx.Err() == context.DeadlineExceeded {
+			return "", fmt.Errorf("execution timed out after %v", timeout)
+		}
+		return "", fmt.Errorf("execution failed: %w\nerr: %s", err, stderr.String())
+	}
+
+	// Construct full file path
+	outputPath := outputFile
+	if workDir != "" {
+		outputPath = filepath.Join(workDir, outputFile)
+	}
+
+	content, err := os.ReadFile(outputPath)
+	if err != nil {
+		return "", fmt.Errorf("failed to read output file: %w", err)
+	}
+
+	// Handle cleanup if enabled
+	if ext.IsCleanupEnabled() {
+		defer os.Remove(outputPath)
+	}
+
+	return string(content), nil
+}
+
+// Helper method to handle path from stdout case
+func (e *ExtensionExecutor) handlePathFromStdout(cmd *exec.Cmd, ext *ExtensionDefinition) (string, error) {
+	var stdout, stderr bytes.Buffer
+	cmd.Stdout = &stdout
+	cmd.Stderr = &stderr
+
+	if err := cmd.Run(); err != nil {
+		return "", fmt.Errorf("failed to get output path: %w\nerr: %s", err, stderr.String())
+	}
+
+	outputPath := strings.TrimSpace(stdout.String())
+	content, err := os.ReadFile(outputPath)
+	if err != nil {
+		return "", fmt.Errorf("failed to read output file: %w", err)
+	}
+
+	if ext.IsCleanupEnabled() {
+		defer os.Remove(outputPath)
+	}
+
+	return string(content), nil
+}

plugins/template/extension_executor_test.go

@@ -0,0 +1,360 @@
+package template
+
+import (
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+)
+
+func TestExtensionExecutor(t *testing.T) {
+	tmpDir, err := os.MkdirTemp("", "fabric-ext-executor-*")
+	if err != nil {
+		t.Fatalf("Failed to create temp directory: %v", err)
+	}
+	defer os.RemoveAll(tmpDir)
+
+	// Create test script that has both stdout and file output modes
+	testScript := filepath.Join(tmpDir, "test-script.sh")
+	scriptContent := `#!/bin/bash
+case "$1" in
+    "stdout")
+        echo "Hello, $2!"
+        ;;
+    "file")
+        echo "Hello, $2!" > "$3"
+        echo "$3"  # Print the filename for path_from_stdout
+        ;;
+    *)
+        echo "Unknown command" >&2
+        exit 1
+        ;;
+esac`
+
+	if err := os.WriteFile(testScript, []byte(scriptContent), 0755); err != nil {
+		t.Fatalf("Failed to create test script: %v", err)
+	}
+
+	// Create registry and register our test extensions
+	registry := NewExtensionRegistry(tmpDir)
+	executor := NewExtensionExecutor(registry)
+
+	// Test stdout-based extension
+	t.Run("StdoutExecution", func(t *testing.T) {
+		configPath := filepath.Join(tmpDir, "stdout-extension.yaml")
+		configContent := `name: stdout-test
+executable: ` + testScript + `
+type: executable
+timeout: 30s
+operations:
+  greet:
+    cmd_template: "{{executable}} stdout {{1}}"
+config:
+  output:
+    method: stdout`
+
+		if err := os.WriteFile(configPath, []byte(configContent), 0644); err != nil {
+			t.Fatalf("Failed to create config: %v", err)
+		}
+
+		if err := registry.Register(configPath); err != nil {
+			t.Fatalf("Failed to register extension: %v", err)
+		}
+
+		output, err := executor.Execute("stdout-test", "greet", "World")
+		if err != nil {
+			t.Errorf("Failed to execute: %v", err)
+		}
+
+		expected := "Hello, World!\n"
+		if output != expected {
+			t.Errorf("Expected output %q, got %q", expected, output)
+		}
+	})
+
+	// Test file-based extension
+	t.Run("FileExecution", func(t *testing.T) {
+		configPath := filepath.Join(tmpDir, "file-extension.yaml")
+		configContent := `name: file-test
+executable: ` + testScript + `
+type: executable
+timeout: 30s
+operations:
+  greet:
+    cmd_template: "{{executable}} file {{1}} {{2}}"
+config:
+  output:
+    method: file
+    file_config:
+      cleanup: true
+      path_from_stdout: true`
+
+		if err := os.WriteFile(configPath, []byte(configContent), 0644); err != nil {
+			t.Fatalf("Failed to create config: %v", err)
+		}
+
+		if err := registry.Register(configPath); err != nil {
+			t.Fatalf("Failed to register extension: %v", err)
+		}
+
+		output, err := executor.Execute("file-test", "greet", "World|/tmp/test.txt")
+		if err != nil {
+			t.Errorf("Failed to execute: %v", err)
+		}
+
+		expected := "Hello, World!\n"
+		if output != expected {
+			t.Errorf("Expected output %q, got %q", expected, output)
+		}
+	})
+
+	// Test execution errors
+	t.Run("ExecutionErrors", func(t *testing.T) {
+		// Test with non-existent extension
+		_, err := executor.Execute("nonexistent", "test", "value")
+		if err == nil {
+			t.Error("Expected error executing non-existent extension, got nil")
+		}
+
+		// Test with invalid command that should exit non-zero
+		configPath := filepath.Join(tmpDir, "error-extension.yaml")
+		configContent := `name: error-test
+executable: ` + testScript + `
+type: executable
+timeout: 30s
+operations:
+  invalid:
+    cmd_template: "{{executable}} invalid {{1}}"
+config:
+  output:
+    method: stdout`
+
+		if err := os.WriteFile(configPath, []byte(configContent), 0644); err != nil {
+			t.Fatalf("Failed to create config: %v", err)
+		}
+
+		if err := registry.Register(configPath); err != nil {
+			t.Fatalf("Failed to register extension: %v", err)
+		}
+
+		_, err = executor.Execute("error-test", "invalid", "test")
+		if err == nil {
+			t.Error("Expected error from invalid command, got nil")
+		}
+		if !strings.Contains(err.Error(), "Unknown command") {
+			t.Errorf("Expected 'Unknown command' in error, got: %v", err)
+		}
+	})
+}
+
+func TestFixedFileExtensionExecutor(t *testing.T) {
+	tmpDir, err := os.MkdirTemp("", "fabric-ext-executor-fixed-*")
+	if err != nil {
+		t.Fatalf("Failed to create temp directory: %v", err)
+	}
+	defer os.RemoveAll(tmpDir)
+
+	// Create test script
+	testScript := filepath.Join(tmpDir, "test-script.sh")
+	scriptContent := `#!/bin/bash
+case "$1" in
+    "write")
+        echo "Hello, $2!" > "$3"
+        ;;
+    "append")
+        echo "Hello, $2!" >> "$3"
+        ;;
+    "large")
+        for i in {1..1000}; do
+            echo "Line $i" >> "$3"
+        done
+        ;;
+    "error")
+        echo "Error message" >&2
+        exit 1
+        ;;
+    *)
+        echo "Unknown command" >&2
+        exit 1
+        ;;
+esac`
+
+	if err := os.WriteFile(testScript, []byte(scriptContent), 0755); err != nil {
+		t.Fatalf("Failed to create test script: %v", err)
+	}
+
+	registry := NewExtensionRegistry(tmpDir)
+	executor := NewExtensionExecutor(registry)
+
+	// Helper function to create and register extension
+	createExtension := func(name, opName, cmdTemplate string, config map[string]interface{}) error {
+		configPath := filepath.Join(tmpDir, name+".yaml")
+		configContent := `name: ` + name + `
+executable: ` + testScript + `
+type: executable
+timeout: 30s
+operations:
+  ` + opName + `:
+    cmd_template: "` + cmdTemplate + `"
+config:
+  output:
+    method: file
+    file_config:`
+
+		// Add config options
+		for k, v := range config {
+			configContent += "\n      " + k + ": " + strings.TrimSpace(v.(string))
+		}
+
+		if err := os.WriteFile(configPath, []byte(configContent), 0644); err != nil {
+			return err
+		}
+
+		return registry.Register(configPath)
+	}
+
+	// Test basic fixed file output
+	t.Run("BasicFixedFile", func(t *testing.T) {
+		outputFile := filepath.Join(tmpDir, "output.txt")
+		config := map[string]interface{}{
+			"output_file": `"output.txt"`,
+			"work_dir":    `"` + tmpDir + `"`,
+			"cleanup":     "true",
+		}
+
+		err := createExtension("basic-test", "write",
+			"{{executable}} write {{1}} "+outputFile, config)
+		if err != nil {
+			t.Fatalf("Failed to create extension: %v", err)
+		}
+
+		output, err := executor.Execute("basic-test", "write", "World")
+		if err != nil {
+			t.Errorf("Failed to execute: %v", err)
+		}
+
+		expected := "Hello, World!\n"
+		if output != expected {
+			t.Errorf("Expected output %q, got %q", expected, output)
+		}
+	})
+
+	// Test no work_dir specified
+	t.Run("NoWorkDir", func(t *testing.T) {
+		config := map[string]interface{}{
+			"output_file": `"direct-output.txt"`,
+			"cleanup":     "true",
+		}
+
+		err := createExtension("no-workdir-test", "write",
+			"{{executable}} write {{1}} direct-output.txt", config)
+		if err != nil {
+			t.Fatalf("Failed to create extension: %v", err)
+		}
+
+		_, err = executor.Execute("no-workdir-test", "write", "World")
+		if err != nil {
+			t.Errorf("Failed to execute: %v", err)
+		}
+	})
+
+	// Test cleanup behavior
+	t.Run("CleanupBehavior", func(t *testing.T) {
+		outputFile := filepath.Join(tmpDir, "cleanup-test.txt")
+
+		// Test with cleanup enabled
+		config := map[string]interface{}{
+			"output_file": `"cleanup-test.txt"`,
+			"work_dir":    `"` + tmpDir + `"`,
+			"cleanup":     "true",
+		}
+
+		err := createExtension("cleanup-test", "write",
+			"{{executable}} write {{1}} "+outputFile, config)
+		if err != nil {
+			t.Fatalf("Failed to create extension: %v", err)
+		}
+
+		_, err = executor.Execute("cleanup-test", "write", "World")
+		if err != nil {
+			t.Errorf("Failed to execute: %v", err)
+		}
+
+		// File should be deleted after execution
+		if _, err := os.Stat(outputFile); !os.IsNotExist(err) {
+			t.Error("Expected output file to be cleaned up")
+		}
+
+		// Test with cleanup disabled
+		config["cleanup"] = "false"
+		err = createExtension("no-cleanup-test", "write",
+			"{{executable}} write {{1}} "+outputFile, config)
+		if err != nil {
+			t.Fatalf("Failed to create extension: %v", err)
+		}
+
+		_, err = executor.Execute("no-cleanup-test", "write", "World")
+		if err != nil {
+			t.Errorf("Failed to execute: %v", err)
+		}
+
+		// File should remain after execution
+		if _, err := os.Stat(outputFile); os.IsNotExist(err) {
+			t.Error("Expected output file to remain")
+		}
+	})
+
+	// Test error cases
+	t.Run("ErrorCases", func(t *testing.T) {
+		outputFile := filepath.Join(tmpDir, "error-test.txt")
+		config := map[string]interface{}{
+			"output_file": `"error-test.txt"`,
+			"work_dir":    `"` + tmpDir + `"`,
+			"cleanup":     "true",
+		}
+
+		// Test command error
+		err := createExtension("error-test", "error",
+			"{{executable}} error {{1}} "+outputFile, config)
+		if err != nil {
+			t.Fatalf("Failed to create extension: %v", err)
+		}
+
+		_, err = executor.Execute("error-test", "error", "World")
+		if err == nil {
+			t.Error("Expected error from failing command, got nil")
+		}
+
+		// Test invalid work_dir
+		config["work_dir"] = `"/nonexistent/directory"`
+		err = createExtension("invalid-dir-test", "write",
+			"{{executable}} write {{1}} output.txt", config)
+		if err != nil {
+			t.Fatalf("Failed to create extension: %v", err)
+		}
+
+		_, err = executor.Execute("invalid-dir-test", "write", "World")
+		if err == nil {
+			t.Error("Expected error from invalid work_dir, got nil")
+		}
+	})
+
+	// Test with missing output_file
+	t.Run("MissingOutputFile", func(t *testing.T) {
+		config := map[string]interface{}{
+			"work_dir": `"` + tmpDir + `"`,
+			"cleanup":  "true",
+		}
+
+		err := createExtension("missing-output-test", "write",
+			"{{executable}} write {{1}} output.txt", config)
+		if err != nil {
+			t.Fatalf("Failed to create extension: %v", err)
+		}
+
+		_, err = executor.Execute("missing-output-test", "write", "World")
+		if err == nil {
+			t.Error("Expected error from missing output_file, got nil")
+		}
+	})
+}