Update version to v1.4.207 and commit

Refactor yt-dlp Transcript Logic and Fix Language Bug

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

@@ -11,6 +11,10 @@ on:
 permissions:
   contents: write  # Ensure the workflow has write permissions
 
+concurrency:
+  group: version-update
+  cancel-in-progress: false
+
 jobs:
   update-version:
     if: github.event_name == 'push' && github.ref == 'refs/heads/main'
@@ -30,6 +34,11 @@ jobs:
           git config user.name "github-actions[bot]"
           git config user.email "github-actions[bot]@users.noreply.github.com"
 
+      - name: Pull latest main and tags
+        run: |
+          git pull --rebase origin main
+          git fetch --tags
+
       - name: Get the latest tag
         id: get_latest_tag
         run: |

.gitignore

@@ -58,6 +58,7 @@ coverage.xml
 .hypothesis/
 .pytest_cache/
 cover/
+coverage.out
 
 # Translations
 *.mo

Alma.md

@@ -1,318 +0,0 @@
-# SPQA Policy and State for Alma Security
-
-## Document Purpose
-
-This document captures the SPQA policy and State for Alma Security, a security startup out of Redwood City, Ca.
-
-This is part of the SPQA context that will be used to answer questions and create artifacts for the company, e.g., company strategy, security strategy, quarterly security reports (QSRs), project plans, recommendations on which projects to undertake, which investments to take and avoid, and other such decisions.
-
-A major aspect of the SPQA system is the definition of the company's mission, goals, KPIs, and challenges. These shape everything within the company and thus should be used to shape the recommendations made when asked.
-
-In addition to the clearly stated goals and other defining characteristics listed above, there will also be a streaming list of updates coming into this system using the Activity document.
-
-Those will be changes, updates, or modifications to the direction of the company. For example, if Goal number 4 is to build a new datacenter in Boise, Idaho, but we see an update in the Activity section that says we've lost the ability to build in Boise, we should consider goal #4 out of the picture for prioritization and other decision purposes. In other words, the streaming activity log into this document should be considered updates to the core content.
-
-## Company History
-
-Alma Security was started by Chris Meyers, who was previously at Sigma Systems as CTO and HPE as a senior security engineer.
-
-He started the company because, "I saw a gap in the authentication market, where companies were only looking at one or two aspects of one's identity to do authentication. They we're looking at the whole picture and turning that into a continuous authentication story."
-
-## Company Mission
-
-The mission of Alma Security is to ensure businesses can continuously authenticate their users using their whole selves.
-
-## Company Goals (G1 means goal 1, G2 is goal 2, etc. Treat each item (goal/kpi/etc) as half as important as the one before it.)
-
-NOTE: Some goals are things like project rollout which serve the higher goals. In that case they shouldn't always be considered so much lower priority because one is serving the other.
-
-## Company Goals
-
-- G1: Achieve 20% market share by January 2025
-- G2: Hit 10000 active customers by January 2025
-- G3: Hit a customer trust score of 90+% by January 2025
-- G4: Get churn below 5% by August 2024
-- G5: Launch in Europe by August 2024
-- G6: Launch in India by November 2024
-- G7: Launch Mood-monitor integration by February 2024
-- G8: Launch partnership with Apple Passkeys by June 2024
-
-## Company KPIs
-
-- K1: Current market share percentage
-- K2: Number of active customers
-- K3: Current churn percentage
-- K4: Launched_in_Europe (yes/no)
-- K4: Launched_in_India (yes/no)
-
------------------------------------------------------------------------------------------------------------------------
-
-## Security Team Mission
-
-- SM1: Protect Alma Security's customers and intellectual property from security and privacy incidents.
-
-## Security Team Goals
-
-- SG1: Secure all customer data -- especially biometric -- from security and privacy incidents.
-- SG2: Protect Alma Security's intellectual property from being captured by unauthorized parties.
-- SG3: Reach a time to detect malicious behavior of less than 4 minutes by January 2025
-- SG4: Ensure the public trusts our product, because it's an authentication product we can't survive if people don't trust us.
-- SG5: Reach a time to remediate critical vulnerabilities on crown jewel systems of less than 16 hours by August 2025
-- SG6: Reach a time to remediate critical vulnerabilities on all systems of less than 3 days by August 2025
-- SG5: Reach a time to remediate critical vulnerabilities on crown jewel systems of less than 16 hours by August 2025
-- SG6: Reach a time to remediate critical vulnerabilities on all systems of less than 3 days by August 2025
-- SG7: Complete audit of Apple Passkey integration by February 2025
-- SG8: Complete remediation of Apple Passkey vulnerabilities by February 2025
-
-## Security Team KPIs (How we measure the team)
-
-- SK1: TTD: Time to detect malicious behavior (Minutes)
-- SK1: TTI: Time to begin investigation of malicious behavior (Minutes)
-- SK3: TTR-CJC: Time to remediate critical vulnerabilities on crown jewel systems (Hours)
-- SK3: TTR-C: Time to remediate critical vulnerabilities on all systems (Hours)
-- SK4: PT: Public trust score (Complete, Significant, Moderate, Minimal, Distrust, N/A)
-
-## Risk Register (The things we're most worried about)
-
-- R1: Our infrastructure security team is understaffed by 50% after 5 key people left
-- R2: We are not currently monitoring our external perimeter for attack surface related vulnerabilities like open ports, listening applications, unknown hosts, unknown subdomains pointing to these things, etc. We only do scans once every couple of months and we don't really have anyone to look at the results
-- R3: It takes us multiple days to investigate potential malicious behavior on our systems.
-- R4: We lack a full list of our assets, including externally facing hosts, S3 buckets, etc., which make up our attack surface
-- R5: We have a low public trust score due to the events of 2022.
-
-## Security Team Narrative
-
-### Background
-
-Alma hired a new security team starting in January of 2023 and we have been building out the program since then. The philosophy and approach for the security team is to explicitly articulate what we believe the highest risks are to Alma, to deploy targeted strategies to address those risks, and to use clear, transparent KPIs to show progress towards our goals over time.
-
-### Current Risks
-
-So our risk register looks like this:
-
-1. We are understaffed by 50% after 5 key people left in 2022
-2. Our perimeter is not being monitored for attack surface related vulnerabilities
-3. It takes us too long to detect and start investigating malicious behavior on our systems
-4. We do not have a full list of our assets, which makes it difficult to know what we need to protect
-5. We have a low public trust score due to the events of 2022
-
-### Strategies
-
-As such, our strategies are as follows:
-
-1. Hire 5 more A-tier security professionals
-2. Purchase and implement an attack surface management solution
-3. Invest in our detection and response capabilities
-4. Purchase an asset inventory system that integrates with our attack surface management tool
-5. Leverage PR to share as much of our progress as possible with the public to rebuild trust
-
-### How We're Doing
-
-We believe being transparent about our progress is key to everything, and for that reason we maintain a limited number of KPIs that we update every quarter. These metrics will not change often. They will remain consistent so that it's easy to track how we're spending our resources and the progress we're making.
-
-Those KPIs are:
-
-1. Time to detect malicious behavior
-2. Time to start investigating malicious behavior
-3. Time to remediate critical vulnerabilities on crown jewel systems
-4. Time to remediate critical vulnerabilities on all systems
-5. Our public trust score
-
-As of $DATE$, our KPIs for these are currently:
-
-$GIVE CURRENT KPIs from the Activity section below$
-
-$INSERT GRAPHS OF KPI PROGRESS OVER TIME HERE$
-
-## Security Team Strategies
-
-- STS1: Hire 5 more A-tier security professionals
-- STS2: Purchase an attack surface management solution
-- STS3: Invest in our detection and response capabilities
-- STS4: Purchase an asset inventory system that integrates with our attack surface management tool
-
-## Infrastructure Notes (a basic description of our tech stack and various context around it)
-
-- We currently have no WAF protecting our main web app but we're considering adding one
-- We have had some issues with S3 buckets becoming public, or being set up as public, which has lead to some close calls with customer data almost being exposed.
-- alma.amazon-domain.com is our primary S3 bucket that contains everything, but it's not public readable or listable
-- We have a root account for our AWS account that doesn't yet have 2FA on it, but we're working on fixing that within a few weeks (but it's been open for a few months)
-- We also use Postgres for all our databases.
-- Developers have root access to the all kubernetes nodes via SSH on port 45,001 using a shared developer key issued during laptop provisioning.
-- We're a kubernetes shop and do everything through AWS
-- We're logging most stuff to Cloudtrail and we kind of use Amazon Guarduty, but we don't have a 24/7 team to monitor alerts and logs. We should add that to our list of challenges next time we update our overall policy
-- We also have a Windows infrastructure because some key personnel came from Microsoft. The DC is hosted in our head office which is in Redwood City, and anyone who works in that office (most of the 300 employees) uses that to log in when they start work. The domain is ALMA.
-- There's a domain-joined fileserver running Windows 2012 that most people use to upload new ideas and plans for new products. It uses Windows authentication from the domain.
-- We use a Palo Alto Networks firewall with 2fa using windows authenticator tied to SSO.
-- The name of the AI system doing all this context creation using SPQA is Alma, which is also the name of the company.
-- We use Workday for HR stuff. Slack for realtime communications. Outlook 365 as a service. Sentinel One on the workstations and laptops. Servers in AWS are mostly Amazon Linux 2 with a few Ubuntu boxes that are a few years old.
-- We also primarily use Postgres for all of our systems.
-
-## Team
-
-TEAM MEMBER | TEAM ASSIGNED | SKILLS | PAY LEVEL | LOCATION | PROJECTS
-
-Nadia Khan | Detection and Response | D&R (Expert), AWS (Strong), Python (Expert), Kubernetes (Basic), Postgres (Basic) | $249K | Redwood City
-Chris Magann | Vulnerability Management | VM (Expert), AWS (Strong), Python (Basic), Postgres (Basic) | $212K | Redwood City
-Tigan Wang | Vulnerability Management | VM (Expert), AWS (Strong), Python (Basic), Postgres (Basic) | $217K | Redwood City
-
-## Projects
-
-PROJECT NAME | PROJECT DESCRIPTION | PROJECT PRIORITY | PROJECT MEMBERS | START DATE | END DATE | STATUS | PROJECT COST
-
-WAF Install | Install a WAF in front of our main web app | Critical | Nadia Khan | 2024-01-01 - Ongoing | In Progress | $112K one-time, $9K/month
-
-Multi-Factor Authentication (MFA) Rollout | Implement MFA across all internal and external systems | Critical | Chris Magann | 2024-01-15 | 2024-05-01 | Planned | $80K one-time, $5K/month
-
-Procure and Implement ASM | Implement continuous monitoring for attack surface vulnerabilities | High | Tigan Wang | 2024-02-15 | 2024-06-15 | Not Started | $75K one-time, $6K/month
-
-Data Encryption Upgrade | Upgrade encryption protocols for all sensitive data | Medium | Nadia Khan | 2024-04-01 | 2024-08-01 | Planned | $95K one-time
-
-Incident Response Enhancement | Develop and implement a 24/7 incident response team | High | Nadia Khan | 2024-03-01 | 2024-07-01 | In Progress | $150K one-time, $10K/month
-
-Cloud Security Optimization | Optimize AWS cloud security configurations and practices | Medium | Tigan Wang | 2024-02-01 | 2024-06-01 | In Progress | $100K one-time, $8K/month
-
-S3 Bucket Security | Review and secure all S3 buckets to prevent data breaches | High | Chris Magann | 2024-01-10 | 2024-04-10 | In Progress | $70K one-time, $5K/month
-
-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
-- October 2022: Current time to remediate critical vulnerabilities on crown jewel systems is 21 days
-- October 2022: Current time to remediate critical vulnerabilities on all systems is 51 days
-- January 2023: Current time to detect malicious behavior is 62 hours
-- January 2023: Current time to start investigating malicious behavior is 72 hours
-- January 2023: Current time to remediate critical vulnerabilities on crown jewel systems is 17 days
-- January 2023: Current time to remediate critical vulnerabilities on all systems is 43 days
-- July 2023: Current time to detect malicious behavior is 29 hours
-- July 2023: Current time to start investigating malicious behavior is 41 hours
-- July 2023: Current time to remediate critical vulnerabilities on crown jewel systems is 12 days
-- July 2023: Current time to remediate critical vulnerabilities on all systems is 29 days
-- November 2023: Current time to start detect malicious behavior is 12 hours
-- November 2023: Current time to start investigating malicious behavior is 16 hours
-- November 2023: Current time to remediate critical vulnerabilities on crown jewel systems is 9 days
-- November 2023: Current time to remediate critical vulnerabilities on all systems is 17 days
-- February 2024: Started attack surface management vendor selection process
-- January 2024: Current time to start detect malicious behavior is 9 hours
-- January 2024: Current time to start investigating malicious behavior is 14 hours
-- January 2024: Current time to remediate critical vulnerabilities on crown jewel systems is 8 days
-- January 2024: Current time to remediate critical vulnerabilities on all systems is 12 days
-- March 2024: We're now remediating critical vulnerabilities on crown jewels in less than 6 days
-- April 2024: We're now remediating all critical vulnerabilities within 11 days
-- July 2024: critical vulnerabilities are now being fixed in 9 days
-- On August 5 we got remediation of critical vulnerabilities down to 7 days

Dockerfile

@@ -1,5 +1,5 @@
 # Use official golang image as builder
-FROM golang:1.23.4-alpine AS builder
+FROM golang:1.24.2-alpine AS builder
 
 # Set working directory
 WORKDIR /app

NOTES.md

@@ -2,7 +2,7 @@
 
 - The goal is to bring more encapsulation of the models management and simplified configuration management to bring increased flexibility, transparency on the overall flow, and simplicity in adding new model.
 - We need to differentiate:
-  - Vendors: the producer of models (like OpenAI, Azure, Anthropric, Ollama, ..etc) and their associated APIs
+  - Vendors: the producer of models (like OpenAI, Azure, Anthropic, Ollama, ..etc) and their associated APIs
   - Models: the LLM models these vendors are making public
 - Each vendor and operations allowed by the vendor needs to be encapsulated. This includes:
   - The questions needed to setup the model (like the API key, or the URL)

Pattern_Descriptions/README_Pattern_Descriptions_and_Tags_MGT.md

@@ -53,7 +53,7 @@ Pattern descriptions and tags are managed in pattern_descriptions.json:
 
 3. How to update Pattern short descriptions (one sentence). 
 
-You can update your descriptions in pattern_descriptions.json manually or using LLM assistance (prefered approach). 
+You can update your descriptions in pattern_descriptions.json manually or using LLM assistance (preferred approach). 
 
 Tell AI to look for "Description pending" entries in this file and write a short description based on the extract info in the pattern_extracts.json file. You can also ask your LLM to add tags for those newly added patterns, using other patterns tag assignments as example.    
 

README.md

@@ -20,8 +20,8 @@ Fabric is graciously supported by…
 [Updates](#updates) •
 [What and Why](#what-and-why) •
 [Philosophy](#philosophy) •
-[Installation](#Installation) •
-[Usage](#Usage) •
+[Installation](#installation) •
+[Usage](#usage) •
 [Examples](#examples) •
 [Just Use the Patterns](#just-use-the-patterns) •
 [Custom Patterns](#custom-patterns) •
@@ -59,6 +59,10 @@ Fabric is graciously supported by…
       - [Save your files in markdown using aliases](#save-your-files-in-markdown-using-aliases)
     - [Migration](#migration)
     - [Upgrading](#upgrading)
+    - [Shell Completions](#shell-completions)
+      - [Zsh Completion](#zsh-completion)
+      - [Bash Completion](#bash-completion)
+      - [Fish Completion](#fish-completion)
   - [Usage](#usage)
   - [Our approach to prompting](#our-approach-to-prompting)
   - [Examples](#examples)
@@ -76,15 +80,22 @@ Fabric is graciously supported by…
       - [Clipboard Support](#clipboard-support)
   - [Meta](#meta)
     - [Primary contributors](#primary-contributors)
+    - [Contributors](#contributors)
 
 <br />
 
 ## Updates
 
 > [!NOTE]
-> April 16, 2025
+>June 11, 2025
 >
-> - Fabric now supports Grok (from XAI)! Update and use `-S` to select it as your default if you want, or just use the shortcut `-m grok-3-beta`. Enjoy!
+> - Fabric's YouTube transcription now needs `yt-dlp` to be installed. Make sure to install the latest
+>   version (2025.06.09 as of this note). The YouTube API key is only needed for comments (the `--comments` flag)
+>   and metadata extraction (the `--metadata` flag).
+>
+> May 22, 2025
+>
+> - Fabric now supports Anthropic's Claude 4. Read the [blog post from Anthropic](https://www.anthropic.com/news/claude-4).
 
 ## What and why
 
@@ -410,6 +421,48 @@ The great thing about Go is that it's super easy to upgrade. Just run the same c
 go install github.com/danielmiessler/fabric@latest
 ```
 
+### Shell Completions
+
+Fabric provides shell completion scripts for Zsh, Bash, and Fish
+shells, making it easier to use the CLI by providing tab completion
+for commands and options.
+
+#### Zsh Completion
+
+To enable Zsh completion:
+
+```bash
+# Copy the completion file to a directory in your $fpath
+mkdir -p ~/.zsh/completions
+cp completions/_fabric ~/.zsh/completions/
+
+# Add the directory to fpath in your .zshrc before compinit
+echo 'fpath=(~/.zsh/completions $fpath)' >> ~/.zshrc
+echo 'autoload -Uz compinit && compinit' >> ~/.zshrc
+```
+
+#### Bash Completion
+
+To enable Bash completion:
+
+```bash
+# Source the completion script in your .bashrc
+echo 'source /path/to/fabric/completions/fabric.bash' >> ~/.bashrc
+
+# Or copy to the system-wide bash completion directory
+sudo cp completions/fabric.bash /etc/bash_completion.d/
+```
+
+#### Fish Completion
+
+To enable Fish completion:
+
+```bash
+# Copy the completion file to the fish completions directory
+mkdir -p ~/.config/fish/completions
+cp completions/fabric.fish ~/.config/fish/completions/
+```
+
 ## Usage
 
 Once you have it all set up, here's how to use it.
@@ -418,7 +471,7 @@ Once you have it all set up, here's how to use it.
 fabric -h
 ```
 
-```bash
+```plaintext
 
 Usage:
   fabric [OPTIONS]
@@ -468,6 +521,7 @@ Application Options:
       --serve                       Serve the Fabric Rest API
       --serveOllama                 Serve the Fabric Rest API with ollama endpoints
       --address=                    The address to bind the REST API (default: :8080)
+      --api-key=                    API key used to secure server routes
       --config=                     Path to YAML config file
       --version                     Print current version
       --listextensions              List all registered extensions
@@ -475,6 +529,8 @@ Application Options:
       --rmextension=                Remove a registered extension by name
       --strategy=                   Choose a strategy from the available strategies
       --liststrategies              List all strategies
+      --listvendors                 List all vendors
+      --shell-complete-list         Output raw list without headers/formatting (for shell completion)
 
 Help Options:
   -h, --help                        Show this help message

Web Interface MOD Readme Files/pr-1284-update.md

@@ -1,295 +0,0 @@
-This Cummulative PR adds several Web UI and functionality improvements to make pattern selection more intuitive with the addition of pattern descriptions, ability to save favorite patterns, a Pattern TAG system, powerful multilingual capabilities, PDF-to-markdown functionnalities, a help reference section, more robust Youtube processing and a variety of other ui improvements. 
-
-## 🎥 Demo Video
-https://youtu.be/XMzjgqvdltM
-
-
-
-## 🌟 Key Features
-
-### 1. Web UI and Pattern Selection Improvements
-- Pattern Descriptions
-- Pattern Tags
-- Pattern Favourites
-- Pattern Search bar
-- PDF to markdown (pdf as pattern input)
-- Better handling of Youtube url
-- Multilingual Support
-- Web UI refinements for clearer interaction
-- Help section via modal  
-
-### 2. Multilingual Support System
-- Seamless language switching via UI dropdown 
-- Persistent language state management
-- Pattern processing now use the selected language seamlessly
-
-### 3. YouTube Integration Enhancement
-- Robust language handling for YouTube transcript processing
-- Chunk-based language maintenance for long transcripts
-- Consistent language output throughout transcript analysis
-
-### 4. Enhanced Tag Management Integration
-
-The tag filtering system has been deeply integrated into the Pattern Selection interface through several UI enhancements:
-
-1. **Dual-Position Tag Panel**
-   - Sliding panel positioned to the right of pattern modal
-   - Dynamic toggle button that adapts position and text based on panel state
-   - Smooth transitions for opening/closing animations
-
-2. **Tag Selection Visibility**
-   - New dedicated tag display section in pattern modal
-   - Visual separation through subtle background styling
-   - Immediate feedback showing selected tags with comma separation
-   - Inline reset capability for quick tag clearing
-
-3. **Improved User Experience**
-   - Clear visual hierarchy between pattern list and tag filtering
-   - Multiple ways to manage tags (panel or quick reset)
-   - Consistent styling with existing design language
-   - Space-efficient tag brick layout in 3-column grid
-
-4. **Technical Implementation**
-   - Reactive tag state management
-   - Efficient tag filtering logic
-   - Proper event dispatching between components
-   - Maintained accessibility standards
-   - Responsive design considerations
-
-
-5. **PDF to Markdown conversion functionality for the web interface**
-- Automatic detection and processing of PDF files in chat
-- Conversion to markdown format for LLM processing
-- Installation instructions from the pdf-to-markdown repository
-
-The PDF conversion module has been integrated in the svelte web browser interface. Once installed, it will automatically detect pdf files in the chat interface and convert them to markdown 
-
-
-## HOW TO INSTALL PDF-TO-MARKDOWN
-If you need to update the web component follow the instructions in "Web Interface MOD Readme Files/WEB V2 Install Guide.md".  
-
-Assuming your web install is up to date and web svelte config complete, you can simply follow these steps to add Pdf-to-mardown. 
-
-# FROM FABRIC ROOT DIRECTORY
-  cd .. web
-
-# Install in this sequence: 
-# Step 1
-npm install -D patch-package
-# Step 2
-npm install -D pdfjs-dist@2.5.207
-# Step 3
-npm install -D github:jzillmann/pdf-to-markdown#modularize
-
-These enhancements create a more intuitive and efficient pattern discovery experience, allowing users to quickly filter and find relevant patterns while maintaining a clean, modern interface.
-
-
-## 🛠 Technical Implementation
-
-### Language Support Architecture
-```typescript
-// Language state management
-export const languageStore = writable<string>('');
-
-// Chat input language detection
-if (qualifier === 'fr') {
-  languageStore.set('fr');
-  userInput = userInput.replace(/--fr\s*/, '');
-}
-
-// Service layer integration
-const language = get(languageStore) || 'en';
-const languageInstruction = language !== 'en' 
-  ? `. Please use the language '${language}' for the output.` 
-  : '';
-```
-
-### YouTube Processing Enhancement
-```typescript
-// Process stream with language instruction per chunk
-await chatService.processStream(
-  stream,
-  (content: string, response?: StreamResponse) => {
-    if (currentLanguage !== 'en') {
-      content = `${content}. Please use the language '${currentLanguage}' for the output.`;
-    }
-    // Update messages...
-  }
-);
-```
-# Pattern Descriptions and Tags Management
-
-This document explains the complete workflow for managing pattern descriptions and tags, including how to process new patterns and maintain metadata.
-
-## System Overview
-
-The pattern system follows this hierarchy:
-1. `~/.config/fabric/patterns/` directory: The source of truth for available patterns
-2. `pattern_extracts.json`: Contains first 500 words of each pattern for reference
-3. `pattern_descriptions.json`: Stores pattern metadata (descriptions and tags)
-4. `web/static/data/pattern_descriptions.json`: Web-accessible copy for the interface
-
-## Pattern Processing Workflow
-
-### 1. Adding New Patterns
-- Add patterns to `~/.config/fabric/patterns/`
-- Run extract_patterns.py to process new additions:
-  ```bash
-  python extract_patterns.py
-
-The Python Script automatically:
-- Creates pattern extracts for reference
-- Adds placeholder entries in descriptions file
-- Syncs to web interface
-
-### 2. Pattern Extract Creation
-The script extracts first 500 words from each pattern's system.md file to:
-
-- Provide context for writing descriptions
-- Maintain reference material
-- Aid in pattern categorization
-
-### 3. Description and Tag Management
-Pattern descriptions and tags are managed in pattern_descriptions.json:
-
-
-{
-  "patterns": [
-    {
-      "patternName": "pattern_name",
-      "description": "[Description pending]",
-      "tags": []
-    }
-  ]
-}
-
-
-## Completing Pattern Metadata
-
-### Writing Descriptions
-1. Check pattern_descriptions.json for "[Description pending]" entries
-2. Reference pattern_extracts.json for context
-
-3. How to update Pattern short descriptions (one sentence). 
-
-You can update your descriptions in pattern_descriptions.json manually or using LLM assistance (prefered approach). 
-
-Tell AI to look for "Description pending" entries in this file and write a short description based on the extract info in the pattern_extracts.json file. You can also ask your LLM to add tags for those newly added patterns, using other patterns tag assignments as example.    
-
-### Managing Tags
-1. Add appropriate tags to new patterns
-2. Update existing tags as needed
-3. Tags are stored as arrays: ["TAG1", "TAG2"]
-4. Edit pattern_descriptions.json directly to modify tags
-5. Make tags your own. You can delete, replace, amend existing tags.
-
-## File Synchronization
-
-The script maintains synchronization between:
-- Local pattern_descriptions.json
-- Web interface copy in static/data/
-- No manual file copying needed
-
-## Best Practices
-
-1. Run extract_patterns.py when:
-   - Adding new patterns
-   - Updating existing patterns
-   - Modifying pattern structure
-
-2. Description Writing:
-   - Use pattern extracts for context
-   - Keep descriptions clear and concise
-   - Focus on pattern purpose and usage
-
-3. Tag Management:
-   - Use consistent tag categories
-   - Apply multiple tags when relevant
-   - Update tags to reflect pattern evolution
-
-## Troubleshooting
-
-If patterns are not showing in the web interface:
-1. Verify pattern_descriptions.json format
-2. Check web static copy exists
-3. Ensure proper file permissions
-4. Run extract_patterns.py to resync
-
-## File Structure
-
-fabric/
-├── patterns/                     # Pattern source files
-├── PATTERN_DESCRIPTIONS/
-│   ├── extract_patterns.py      # Pattern processing script
-│   ├── pattern_extracts.json    # Pattern content references
-│   └── pattern_descriptions.json # Pattern metadata
-└── web/
-    └── static/
-        └── data/
-            └── pattern_descriptions.json # Web interface copy
-
-
-
-
-
-## 🎯 Usage Examples
-
-### 1. Using Language Qualifiers
-```
-User: What is the weather?
-AI: The weather information...
-
-User: --fr What is the weather?
-AI: Voici les informations météo...
-```
-
-### 2. Global Settings
-1. Select language from dropdown
-2. All interactions use selected language
-3. Automatic reset to English after each message
-
-### 3. YouTube Analysis
-```
-User: Analyze this YouTube video --fr
-AI: [Provides analysis in French, maintaining language throughout the transcript]
-```
-
-## 💡 Key Benefits
-
-1. **Enhanced User Experience**
-   - Intuitive language switching
-   - Consistent language handling
-   - Seamless integration with existing features
-
-2. **Robust Implementation**
-   - Simple yet powerful design
-   - No complex language detection needed
-   - Direct AI instruction approach
-
-3. **Maintainable Architecture**
-   - Clean separation of concerns
-   - Stateful language management
-   - Easy to extend for new languages
-
-4. **YouTube Integration**
-   - Handles long transcripts effectively
-   - Maintains language consistency
-   - Robust chunk processing
-
-## 🔄 Implementation Notes
-
-1. **State Management**
-   - Language persists until changed
-   - Resets to English after each message
-   - Handles UI state updates efficiently
-
-2. **Error Handling**
-   - Invalid qualifiers are ignored
-   - Unknown languages default to English
-   - Proper store reset on errors
-
-3. **Best Practices**
-   - Clear language instructions
-   - Consistent state management
-   - Robust error handling
-

cli/README.md

@@ -1,20 +1,25 @@
 # 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
@@ -36,6 +41,7 @@ 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
@@ -43,12 +49,15 @@ raw: false
 - 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
@@ -61,8 +70,8 @@ frequencypenalty: 0.2
 ```
 
 ## CLI Override Example
+
 ```bash
 # Override temperature from config
 fabric --config ~/.config/fabric/config.yaml --temperature 0.9 "Query"
 ```
-

cli/cli.go

@@ -93,7 +93,7 @@ func Cli(version string) (err error) {
 	}
 
 	if currentFlags.ListPatterns {
-		err = fabricDb.Patterns.ListNames()
+		err = fabricDb.Patterns.ListNames(currentFlags.ShellCompleteOutput)
 		return
 	}
 
@@ -102,17 +102,17 @@ func Cli(version string) (err error) {
 		if models, err = registry.VendorManager.GetModels(); err != nil {
 			return
 		}
-		models.Print()
+		models.Print(currentFlags.ShellCompleteOutput)
 		return
 	}
 
 	if currentFlags.ListAllContexts {
-		err = fabricDb.Contexts.ListNames()
+		err = fabricDb.Contexts.ListNames(currentFlags.ShellCompleteOutput)
 		return
 	}
 
 	if currentFlags.ListAllSessions {
-		err = fabricDb.Sessions.ListNames()
+		err = fabricDb.Sessions.ListNames(currentFlags.ShellCompleteOutput)
 		return
 	}
 
@@ -160,7 +160,12 @@ func Cli(version string) (err error) {
 	}
 
 	if currentFlags.ListStrategies {
-		err = registry.Strategies.ListStrategies()
+		err = registry.Strategies.ListStrategies(currentFlags.ShellCompleteOutput)
+		return
+	}
+
+	if currentFlags.ListVendors {
+		err = registry.ListVendors(os.Stdout)
 		return
 	}
 
@@ -211,7 +216,9 @@ func Cli(version string) (err error) {
 			return
 		}
 
-		messageTools, err = processYoutubeVideo(currentFlags, registry, videoId)
+		if messageTools, err = processYoutubeVideo(currentFlags, registry, videoId); err != nil {
+			return
+		}
 		if !currentFlags.IsChatRequest() {
 			err = currentFlags.WriteOutput(messageTools)
 			return
@@ -249,7 +256,8 @@ func Cli(version string) (err error) {
 	}
 
 	var chatter *core.Chatter
-	if chatter, err = registry.GetChatter(currentFlags.Model, currentFlags.ModelContextLength, currentFlags.Strategy, currentFlags.Stream, currentFlags.DryRun); err != nil {
+	if chatter, err = registry.GetChatter(currentFlags.Model, currentFlags.ModelContextLength,
+		currentFlags.Strategy, currentFlags.Stream, currentFlags.DryRun); err != nil {
 		return
 	}
 

cli/flags.go

@@ -72,6 +72,8 @@ type Flags struct {
 	RemoveExtension                 string            `long:"rmextension" description:"Remove a registered extension by name"`
 	Strategy                        string            `long:"strategy" description:"Choose a strategy from the available strategies" default:""`
 	ListStrategies                  bool              `long:"liststrategies" description:"List all strategies"`
+	ListVendors                     bool              `long:"listvendors" description:"List all vendors"`
+	ShellCompleteOutput             bool              `long:"shell-complete-list" description:"Output raw list without headers/formatting (for shell completion)"`
 }
 
 var debug = false
@@ -334,7 +336,6 @@ func (o *Flags) BuildChatRequest(Meta string) (ret *common.ChatRequest, err erro
 
 func (o *Flags) AppendMessage(message string) {
 	o.Message = AppendMessage(o.Message, message)
-	return
 }
 
 func (o *Flags) IsChatRequest() (ret bool) {

common/groups_items.go

@@ -2,6 +2,8 @@ package common
 
 import (
 	"fmt"
+	"sort"
+	"strings"
 
 	"github.com/samber/lo"
 )
@@ -40,13 +42,43 @@ func (o *GroupsItemsSelector[I]) AddGroupItems(group string, items ...I) {
 	o.GroupsItems = append(o.GroupsItems, &GroupItems[I]{group, items})
 }
 
+// getSortedGroupsItems returns a new slice of GroupItems with both groups and their items
+// sorted alphabetically in a case-insensitive manner. The original GroupsItems are not modified.
+func (o *GroupsItemsSelector[I]) getSortedGroupsItems() []*GroupItems[I] {
+	// Copy and sort groups (case‑insensitive)
+	sortedGroupsItems := make([]*GroupItems[I], len(o.GroupsItems))
+	copy(sortedGroupsItems, o.GroupsItems)
+	sort.SliceStable(sortedGroupsItems, func(i, j int) bool {
+		return strings.ToLower(sortedGroupsItems[i].Group) < strings.ToLower(sortedGroupsItems[j].Group)
+	})
+
+	// For each group, sort its items
+	for i, groupItems := range sortedGroupsItems {
+		sortedItems := make([]I, len(groupItems.Items))
+		copy(sortedItems, groupItems.Items)
+		sort.SliceStable(sortedItems, func(i, j int) bool {
+			return strings.ToLower(o.GetItemKey(sortedItems[i])) < strings.ToLower(o.GetItemKey(sortedItems[j]))
+		})
+
+		// Create a new GroupItems with the sorted items
+		sortedGroupsItems[i] = &GroupItems[I]{
+			Group: groupItems.Group,
+			Items: sortedItems,
+		}
+	}
+
+	return sortedGroupsItems
+}
+
 func (o *GroupsItemsSelector[I]) GetGroupAndItemByItemNumber(number int) (group string, item I, err error) {
 	var currentItemNumber int
 	found := false
 
-	for _, groupItems := range o.GroupsItems {
-		if currentItemNumber+groupItems.Count() < number {
-			currentItemNumber += groupItems.Count()
+	sortedGroupsItems := o.getSortedGroupsItems()
+
+	for _, groupItems := range sortedGroupsItems {
+		if currentItemNumber+len(groupItems.Items) < number {
+			currentItemNumber += len(groupItems.Items)
 			continue
 		}
 
@@ -59,6 +91,10 @@ func (o *GroupsItemsSelector[I]) GetGroupAndItemByItemNumber(number int) (group
 				break
 			}
 		}
+
+		if found {
+			break
+		}
 	}
 
 	if !found {
@@ -67,19 +103,30 @@ func (o *GroupsItemsSelector[I]) GetGroupAndItemByItemNumber(number int) (group
 	return
 }
 
-func (o *GroupsItemsSelector[I]) Print() {
-	fmt.Printf("\n%v:\n", o.SelectionLabel)
+func (o *GroupsItemsSelector[I]) Print(shellCompleteList bool) {
+	// Only print the section header if not in plain output mode
+	if !shellCompleteList {
+		fmt.Printf("\n%v:\n", o.SelectionLabel)
+	}
 
 	var currentItemIndex int
-	for _, groupItems := range o.GroupsItems {
-		fmt.Println()
-		fmt.Printf("%s\n", groupItems.Group)
-		fmt.Println()
+	sortedGroupsItems := o.getSortedGroupsItems()
+
+	for _, groupItems := range sortedGroupsItems {
+		if !shellCompleteList {
+			fmt.Println()
+			fmt.Printf("%s\n\n", groupItems.Group)
+		}
 
 		for _, item := range groupItems.Items {
 			currentItemIndex++
-			fmt.Printf("\t[%d]\t%s\n", currentItemIndex, o.GetItemKey(item))
-
+			if shellCompleteList {
+				// plain mode: "index key"
+				fmt.Printf("%s\n", o.GetItemKey(item))
+			} else {
+				// formatted mode: "[index]    key"
+				fmt.Printf("\t[%d]\t%s\n", currentItemIndex, o.GetItemKey(item))
+			}
 		}
 	}
 }

completions/_fabric

@@ -0,0 +1,111 @@
+#compdef fabric
+
+# Zsh completion for fabric CLI
+# Place this file in a directory in your $fpath (e.g. /usr/local/share/zsh/site-functions)
+
+_fabric_patterns() {
+  local -a patterns
+  patterns=(${(f)"$(fabric --listpatterns --shell-complete-list 2>/dev/null)"})
+  compadd -X "Patterns:" ${patterns}
+}
+
+_fabric_models() {
+  local -a models
+  models=(${(f)"$(fabric --listmodels --shell-complete-list 2>/dev/null)"})
+  compadd -X "Models:" ${models}
+}
+_fabric_contexts() {
+  local -a contexts
+  contexts=(${(f)"$(fabric --listcontexts --shell-complete-list 2>/dev/null)"})
+  compadd -X "Contexts:" ${contexts}
+}
+_fabric_sessions() {
+  local -a sessions
+  sessions=(${(f)"$(fabric --listsessions --shell-complete-list 2>/dev/null)"})
+  compadd -X "Sessions:" ${sessions}
+}
+_fabric_strategies() {
+  local -a strategies
+  strategies=(${(f)"$(fabric --liststrategies --shell-complete-list 2>/dev/null)"})
+  compadd -X "Strategies:" ${strategies}
+}
+
+_fabric_extensions() {
+  local -a extensions
+  extensions=(${(f)"$(fabric --listextensions --shell-complete-list 2>/dev/null)"})
+  compadd -X "Extensions:" ${extensions}
+    '(-L --listmodels)'{-L,--listmodels}'[List all available models]:list models:_fabric_models' \
+    '(-x --listcontexts)'{-x,--listcontexts}'[List all contexts]:list contexts:_fabric_contexts' \
+    '(-X --listsessions)'{-X,--listsessions}'[List all sessions]:list sessions:_fabric_sessions' \
+    '(--listextensions)--listextensions[List all registered extensions]' \
+    '(--liststrategies)--liststrategies[List all strategies]:list strategies:_fabric_strategies' \
+    '(--listvendors)--listvendors[List all vendors]' \
+  vendors=(${(f)"$(fabric --listvendors 2>/dev/null)"})
+  compadd -X "Vendors:" ${vendors}
+}
+
+_fabric() {
+  local curcontext="$curcontext" state line
+  typeset -A opt_args
+
+  _arguments -C \
+    '(-p --pattern)'{-p,--pattern}'[Choose a pattern from the available patterns]:pattern:_fabric_patterns' \
+    '(-v --variable)'{-v,--variable}'[Values for pattern variables, e.g. -v=#role:expert -v=#points:30]:variable:' \
+    '(-C --context)'{-C,--context}'[Choose a context from the available contexts]:context:_fabric_contexts' \
+    '(--session)--session[Choose a session from the available sessions]:session:_fabric_sessions' \
+    '(-a --attachment)'{-a,--attachment}'[Attachment path or URL (e.g. for OpenAI image recognition messages)]:file:_files' \
+    '(-S --setup)'{-S,--setup}'[Run setup for all reconfigurable parts of fabric]' \
+    '(-t --temperature)'{-t,--temperature}'[Set temperature (default: 0.7)]:temperature:' \
+    '(-T --topp)'{-T,--topp}'[Set top P (default: 0.9)]:topp:' \
+    '(-s --stream)'{-s,--stream}'[Stream]' \
+    '(-P --presencepenalty)'{-P,--presencepenalty}'[Set presence penalty (default: 0.0)]:presence penalty:' \
+    '(-r --raw)'{-r,--raw}'[Use the defaults of the model without sending chat options]' \
+    '(-F --frequencypenalty)'{-F,--frequencypenalty}'[Set frequency penalty (default: 0.0)]:frequency penalty:' \
+    '(-l --listpatterns)'{-l,--listpatterns}'[List all patterns]' \
+    '(-L --listmodels)'{-L,--listmodels}'[List all available models]' \
+    '(-x --listcontexts)'{-x,--listcontexts}'[List all contexts]' \
+    '(-X --listsessions)'{-X,--listsessions}'[List all sessions]' \
+    '(-U --updatepatterns)'{-U,--updatepatterns}'[Update patterns]' \
+    '(-c --copy)'{-c,--copy}'[Copy to clipboard]' \
+    '(-m --model)'{-m,--model}'[Choose model]:model:_fabric_models' \
+    '(--modelContextLength)--modelContextLength[Model context length (only affects ollama)]:length:' \
+    '(-o --output)'{-o,--output}'[Output to file]:file:_files' \
+    '(--output-session)--output-session[Output the entire session to the output file]' \
+    '(-n --latest)'{-n,--latest}'[Number of latest patterns to list (default: 0)]:number:' \
+    '(-d --changeDefaultModel)'{-d,--changeDefaultModel}'[Change default model]' \
+    '(-y --youtube)'{-y,--youtube}'[YouTube video or play list URL]:youtube url:' \
+    '(--playlist)--playlist[Prefer playlist over video if both ids are present in the URL]' \
+    '(--transcript)--transcript[Grab transcript from YouTube video and send to chat]' \
+    '(--transcript-with-timestamps)--transcript-with-timestamps[Grab transcript from YouTube video with timestamps]' \
+    '(--comments)--comments[Grab comments from YouTube video and send to chat]' \
+    '(--metadata)--metadata[Output video metadata]' \
+    '(-g --language)'{-g,--language}'[Specify the Language Code for the chat, e.g. -g=en -g=zh]:language:' \
+    '(-u --scrape_url)'{-u,--scrape_url}'[Scrape website URL to markdown using Jina AI]:url:' \
+    '(-q --scrape_question)'{-q,--scrape_question}'[Search question using Jina AI]:question:' \
+    '(-e --seed)'{-e,--seed}'[Seed to be used for LMM generation]:seed:' \
+    '(-w --wipecontext)'{-w,--wipecontext}'[Wipe context]:context:_fabric_contexts' \
+    '(-W --wipesession)'{-W,--wipesession}'[Wipe session]:session:_fabric_sessions' \
+    '(--printcontext)--printcontext[Print context]:context:_fabric_contexts' \
+    '(--printsession)--printsession[Print session]:session:_fabric_sessions' \
+    '(--readability)--readability[Convert HTML input into a clean, readable view]' \
+    '(--input-has-vars)--input-has-vars[Apply variables to user input]' \
+    '(--dry-run)--dry-run[Show what would be sent to the model without actually sending it]' \
+    '(--serve)--serve[Serve the Fabric Rest API]' \
+    '(--serveOllama)--serveOllama[Serve the Fabric Rest API with ollama endpoints]' \
+    '(--address)--address[The address to bind the REST API (default: :8080)]:address:' \
+    '(--api-key)--api-key[API key used to secure server routes]:api-key:' \
+    '(--config)--config[Path to YAML config file]:config file:_files -g "*.yaml *.yml"' \
+    '(--version)--version[Print current version]' \
+    '(--listextensions)--listextensions[List all registered extensions]' \
+    '(--addextension)--addextension[Register a new extension from config file path]:config file:_files -g "*.yaml *.yml"' \
+    '(--rmextension)--rmextension[Remove a registered extension by name]:extension:_fabric_extensions' \
+    '(--strategy)--strategy[Choose a strategy from the available strategies]:strategy:_fabric_strategies' \
+    '(--liststrategies)--liststrategies[List all strategies]' \
+    '(--listvendors)--listvendors[List all vendors]' \
+    '(--shell-complete-list)--shell-complete-list[Output raw list without headers/formatting (for shell completion)]' \
+    '(-h --help)'{-h,--help}'[Show this help message]' \
+    '*:arguments:'
+}
+
+_fabric "$@"
+

completions/fabric.bash

@@ -0,0 +1,90 @@
+# Bash completion for fabric CLI
+#
+# Installation:
+# 1. Place this file in a standard completion directory, e.g.,
+#    - /etc/bash_completion.d/
+#    - /usr/local/etc/bash_completion.d/
+#    - ~/.local/share/bash-completion/completions/
+# 2. Or, source it directly in your ~/.bashrc or ~/.bash_profile:
+#    source /path/to/fabric.bash
+
+_fabric() {
+  local cur prev words cword
+  _get_comp_words_by_ref -n : cur prev words cword
+
+  # Define all possible options/flags
+  local opts="--pattern -p --variable -v --context -C --session --attachment -a --setup -S --temperature -t --topp -T --stream -s --presencepenalty -P --raw -r --frequencypenalty -F --listpatterns -l --listmodels -L --listcontexts -x --listsessions -X --updatepatterns -U --copy -c --model -m --modelContextLength --output -o --output-session --latest -n --changeDefaultModel -d --youtube -y --playlist --transcript --transcript-with-timestamps --comments --metadata --language -g --scrape_url -u --scrape_question -q --seed -e --wipecontext -w --wipesession -W --printcontext --printsession --readability --input-has-vars --dry-run --serve --serveOllama --address --api-key --config --version --listextensions --addextension --rmextension --strategy --liststrategies --listvendors --shell-complete-list --help -h"
+
+  # Helper function for dynamic completions
+  _fabric_get_list() {
+    fabric "$1" --shell-complete-list 2>/dev/null
+  }
+
+  # Handle completions based on the previous word
+  case "${prev}" in
+  -p | --pattern)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listpatterns)" -- "${cur}"))
+    return 0
+    ;;
+  -C | --context)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listcontexts)" -- "${cur}"))
+    return 0
+    ;;
+  --session)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listsessions)" -- "${cur}"))
+    return 0
+    ;;
+  -m | --model)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listmodels)" -- "${cur}"))
+    return 0
+    ;;
+  -w | --wipecontext)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listcontexts)" -- "${cur}"))
+    return 0
+    ;;
+  -W | --wipesession)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listsessions)" -- "${cur}"))
+    return 0
+    ;;
+  --printcontext)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listcontexts)" -- "${cur}"))
+    return 0
+    ;;
+  --printsession)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listsessions)" -- "${cur}"))
+    return 0
+    ;;
+  --rmextension)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listextensions)" -- "${cur}"))
+    return 0
+    ;;
+  --strategy)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --liststrategies)" -- "${cur}"))
+    return 0
+    ;;
+  # Options requiring file/directory paths
+  -a | --attachment | -o | --output | --config | --addextension)
+    _filedir
+    return 0
+    ;;
+  # Options requiring simple arguments (no specific completion logic here)
+  -v | --variable | -t | --temperature | -T | --topp | -P | --presencepenalty | -F | --frequencypenalty | --modelContextLength | -n | --latest | -y | --youtube | -g | --language | -u | --scrape_url | -q | --scrape_question | -e | --seed | --address | --api-key)
+    # No specific completion suggestions, user types the value
+    return 0
+    ;;
+  esac
+
+  # If the current word starts with '-', suggest options
+  if [[ "${cur}" == -* ]]; then
+    COMPREPLY=($(compgen -W "${opts}" -- "${cur}"))
+    return 0
+  fi
+
+  # Default: complete files/directories if no other rule matches
+  # _filedir
+  # Or provide no completions if it's not an option or argument following a known flag
+  COMPREPLY=()
+
+}
+
+complete -F _fabric fabric

completions/fabric.fish

@@ -0,0 +1,94 @@
+# Fish shell completion for fabric CLI
+#
+# Installation:
+# Copy this file to ~/.config/fish/completions/fabric.fish
+# or run:
+# mkdir -p ~/.config/fish/completions
+# cp completions/fabric.fish ~/.config/fish/completions/
+
+# Helper functions for dynamic completions
+function __fabric_get_patterns
+	fabric --listpatterns --shell-complete-list 2>/dev/null
+end
+
+function __fabric_get_models
+	fabric --listmodels --shell-complete-list 2>/dev/null
+end
+
+function __fabric_get_contexts
+	fabric --listcontexts --shell-complete-list 2>/dev/null
+end
+
+function __fabric_get_sessions
+	fabric --listsessions --shell-complete-list 2>/dev/null
+end
+
+function __fabric_get_strategies
+	fabric --liststrategies --shell-complete-list 2>/dev/null
+end
+
+function __fabric_get_extensions
+	fabric --listextensions --shell-complete-list 2>/dev/null
+end
+
+# Main completion function
+complete -c fabric -f
+
+# Flag completions with arguments
+complete -c fabric -s p -l pattern -d "Choose a pattern from the available patterns" -a "(__fabric_get_patterns)"
+complete -c fabric -s v -l variable -d "Values for pattern variables, e.g. -v=#role:expert -v=#points:30"
+complete -c fabric -s C -l context -d "Choose a context from the available contexts" -a "(__fabric_get_contexts)"
+complete -c fabric -l session -d "Choose a session from the available sessions" -a "(__fabric_get_sessions)"
+complete -c fabric -s a -l attachment -d "Attachment path or URL (e.g. for OpenAI image recognition messages)" -r
+complete -c fabric -s t -l temperature -d "Set temperature (default: 0.7)"
+complete -c fabric -s T -l topp -d "Set top P (default: 0.9)"
+complete -c fabric -s P -l presencepenalty -d "Set presence penalty (default: 0.0)"
+complete -c fabric -s F -l frequencypenalty -d "Set frequency penalty (default: 0.0)"
+complete -c fabric -s m -l model -d "Choose model" -a "(__fabric_get_models)"
+complete -c fabric -l modelContextLength -d "Model context length (only affects ollama)"
+complete -c fabric -s o -l output -d "Output to file" -r
+complete -c fabric -s n -l latest -d "Number of latest patterns to list (default: 0)"
+complete -c fabric -s y -l youtube -d "YouTube video or play list URL to grab transcript, comments from it"
+complete -c fabric -s g -l language -d "Specify the Language Code for the chat, e.g. -g=en -g=zh"
+complete -c fabric -s u -l scrape_url -d "Scrape website URL to markdown using Jina AI"
+complete -c fabric -s q -l scrape_question -d "Search question using Jina AI"
+complete -c fabric -s e -l seed -d "Seed to be used for LMM generation"
+complete -c fabric -s w -l wipecontext -d "Wipe context" -a "(__fabric_get_contexts)"
+complete -c fabric -s W -l wipesession -d "Wipe session" -a "(__fabric_get_sessions)"
+complete -c fabric -l printcontext -d "Print context" -a "(__fabric_get_contexts)"
+complete -c fabric -l printsession -d "Print session" -a "(__fabric_get_sessions)"
+complete -c fabric -l address -d "The address to bind the REST API (default: :8080)"
+complete -c fabric -l api-key -d "API key used to secure server routes"
+complete -c fabric -l config -d "Path to YAML config file" -r -a "*.yaml *.yml"
+complete -c fabric -l addextension -d "Register a new extension from config file path" -r -a "*.yaml *.yml"
+complete -c fabric -l rmextension -d "Remove a registered extension by name" -a "(__fabric_get_extensions)"
+complete -c fabric -l strategy -d "Choose a strategy from the available strategies" -a "(__fabric_get_strategies)"
+
+# Boolean flags (no arguments)
+complete -c fabric -s S -l setup -d "Run setup for all reconfigurable parts of fabric"
+complete -c fabric -s s -l stream -d "Stream"
+complete -c fabric -s r -l raw -d "Use the defaults of the model without sending chat options"
+complete -c fabric -s l -l listpatterns -d "List all patterns"
+complete -c fabric -s L -l listmodels -d "List all available models"
+complete -c fabric -s x -l listcontexts -d "List all contexts"
+complete -c fabric -s X -l listsessions -d "List all sessions"
+complete -c fabric -s U -l updatepatterns -d "Update patterns"
+complete -c fabric -s c -l copy -d "Copy to clipboard"
+complete -c fabric -l output-session -d "Output the entire session to the output file"
+complete -c fabric -s d -l changeDefaultModel -d "Change default model"
+complete -c fabric -l playlist -d "Prefer playlist over video if both ids are present in the URL"
+complete -c fabric -l transcript -d "Grab transcript from YouTube video and send to chat"
+complete -c fabric -l transcript-with-timestamps -d "Grab transcript from YouTube video with timestamps"
+complete -c fabric -l comments -d "Grab comments from YouTube video and send to chat"
+complete -c fabric -l metadata -d "Output video metadata"
+complete -c fabric -l readability -d "Convert HTML input into a clean, readable view"
+complete -c fabric -l input-has-vars -d "Apply variables to user input"
+complete -c fabric -l dry-run -d "Show what would be sent to the model without actually sending it"
+complete -c fabric -l serve -d "Serve the Fabric Rest API"
+complete -c fabric -l serveOllama -d "Serve the Fabric Rest API with ollama endpoints"
+complete -c fabric -l version -d "Print current version"
+complete -c fabric -l listextensions -d "List all registered extensions"
+complete -c fabric -l liststrategies -d "List all strategies"
+complete -c fabric -l listvendors -d "List all vendors"
+complete -c fabric -l shell-complete-list -d "Output raw list without headers/formatting (for shell completion)"
+complete -c fabric -s h -l help -d "Show this help message"

core/chatter.go

@@ -32,6 +32,13 @@ type Chatter struct {
 
 // Send processes a chat request and applies any file changes if using the create_coding_feature pattern
 func (o *Chatter) Send(request *common.ChatRequest, opts *common.ChatOptions) (session *fsdb.Session, err error) {
+	modelToUse := opts.Model
+	if modelToUse == "" {
+		modelToUse = o.model // Default to the model set in the Chatter struct
+	}
+	if o.vendor.NeedsRawMode(modelToUse) {
+		opts.Raw = true
+	}
 	if session, err = o.BuildSession(request, opts.Raw); err != nil {
 		return
 	}
@@ -192,24 +199,35 @@ func (o *Chatter) BuildSession(request *common.ChatRequest, raw bool) (session *
 	}
 
 	if raw {
-		if request.Message != nil {
-			if systemMessage != "" {
-				request.Message.Content = systemMessage
-				// system contains pattern which contains user input
+		// In raw mode, we want to avoid duplicating the input that's already in the pattern
+		var finalContent string
+		if systemMessage != "" {
+			// If we have a pattern, it already includes the user input
+			if request.PatternName != "" {
+				finalContent = systemMessage
+			} else {
+				// No pattern, combine system message with user input
+				finalContent = fmt.Sprintf("%s\n\n%s", systemMessage, request.Message.Content)
 			}
-		} else {
-			if systemMessage != "" {
-				request.Message = &goopenai.ChatCompletionMessage{Role: goopenai.ChatMessageRoleSystem, Content: systemMessage}
+			request.Message = &goopenai.ChatCompletionMessage{
+				Role:    goopenai.ChatMessageRoleUser,
+				Content: finalContent,
 			}
 		}
-	} else {
+		// After this, if request.Message is not nil, append it
+		if request.Message != nil {
+			session.Append(request.Message)
+		}
+	} else { // Not raw mode
 		if systemMessage != "" {
 			session.Append(&goopenai.ChatCompletionMessage{Role: goopenai.ChatMessageRoleSystem, Content: systemMessage})
 		}
-	}
-
-	if request.Message != nil {
-		session.Append(request.Message)
+		// If a pattern was used (request.PatternName != ""), its output (systemMessage)
+		// already incorporates the user input (request.Message.Content via GetApplyVariables).
+		// So, we only append the direct user message if NO pattern was used.
+		if request.PatternName == "" && request.Message != nil {
+			session.Append(request.Message)
+		}
 	}
 
 	if session.IsEmpty() {

core/plugin_registry.go

@@ -3,12 +3,15 @@ package core
 import (
 	"bytes"
 	"fmt"
+	"io"
 	"os"
 	"path/filepath"
+	"sort"
 	"strconv"
+	"strings"
 
+	"github.com/danielmiessler/fabric/plugins/ai/bedrock"
 	"github.com/danielmiessler/fabric/plugins/ai/exolab"
-	"github.com/danielmiessler/fabric/plugins/ai/grokai"
 	"github.com/danielmiessler/fabric/plugins/strategy"
 
 	"github.com/samber/lo"
@@ -18,17 +21,12 @@ import (
 	"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/deepseek"
 	"github.com/danielmiessler/fabric/plugins/ai/dryrun"
 	"github.com/danielmiessler/fabric/plugins/ai/gemini"
-	"github.com/danielmiessler/fabric/plugins/ai/groq"
-	"github.com/danielmiessler/fabric/plugins/ai/litellm"
 	"github.com/danielmiessler/fabric/plugins/ai/lmstudio"
-	"github.com/danielmiessler/fabric/plugins/ai/mistral"
 	"github.com/danielmiessler/fabric/plugins/ai/ollama"
 	"github.com/danielmiessler/fabric/plugins/ai/openai"
-	"github.com/danielmiessler/fabric/plugins/ai/openrouter"
-	"github.com/danielmiessler/fabric/plugins/ai/siliconcloud"
+	"github.com/danielmiessler/fabric/plugins/ai/openai_compatible"
 	"github.com/danielmiessler/fabric/plugins/db/fsdb"
 	"github.com/danielmiessler/fabric/plugins/template"
 	"github.com/danielmiessler/fabric/plugins/tools"
@@ -37,6 +35,30 @@ import (
 	"github.com/danielmiessler/fabric/plugins/tools/youtube"
 )
 
+// hasAWSCredentials checks if any AWS credentials are present either in the
+// environment variables or in the default/shared credentials file. It doesn't
+// attempt to verify the validity of the credentials, but simply ensures that a
+// potential authentication source exists so we can safely initialize the
+// Bedrock client without causing the AWS SDK to search for credentials.
+func hasAWSCredentials() bool {
+	if os.Getenv("AWS_ACCESS_KEY_ID") != "" && os.Getenv("AWS_SECRET_ACCESS_KEY") != "" {
+		return true
+	}
+
+	credFile := os.Getenv("AWS_SHARED_CREDENTIALS_FILE")
+	if credFile == "" {
+		if home, err := os.UserHomeDir(); err == nil {
+			credFile = filepath.Join(home, ".aws", "credentials")
+		}
+	}
+	if credFile != "" {
+		if _, err := os.Stat(credFile); err == nil {
+			return true
+		}
+	}
+	return false
+}
+
 func NewPluginRegistry(db *fsdb.Db) (ret *PluginRegistry, err error) {
 	ret = &PluginRegistry{
 		Db:             db,
@@ -57,28 +79,53 @@ func NewPluginRegistry(db *fsdb.Db) (ret *PluginRegistry, err error) {
 
 	ret.Defaults = tools.NeeDefaults(ret.GetModels)
 
-	ret.VendorsAll.AddVendors(
+	// Create a vendors slice to hold all vendors (order doesn't matter initially)
+	vendors := []ai.Vendor{}
+
+	// Add non-OpenAI compatible clients
+	vendors = append(vendors,
 		openai.NewClient(),
 		ollama.NewClient(),
 		azure.NewClient(),
-		groq.NewClient(),
 		gemini.NewClient(),
-		//gemini_openai.NewClient(),
 		anthropic.NewClient(),
-		siliconcloud.NewClient(),
-		openrouter.NewClient(),
 		lmstudio.NewClient(),
-		mistral.NewClient(),
-		deepseek.NewClient(),
 		exolab.NewClient(),
-		litellm.NewClient(),
-		grokai.NewClient(),
 	)
+
+	if hasAWSCredentials() {
+		vendors = append(vendors, bedrock.NewClient())
+	}
+
+	// Add all OpenAI-compatible providers
+	for providerName := range openai_compatible.ProviderMap {
+		provider, _ := openai_compatible.GetProviderByName(providerName)
+		vendors = append(vendors, openai_compatible.NewClient(provider))
+	}
+
+	// Sort vendors by name for consistent ordering (case-insensitive)
+	sort.Slice(vendors, func(i, j int) bool {
+		return strings.ToLower(vendors[i].GetName()) < strings.ToLower(vendors[j].GetName())
+	})
+
+	// Add all sorted vendors to VendorsAll
+	ret.VendorsAll.AddVendors(vendors...)
 	_ = ret.Configure()
 
 	return
 }
 
+func (o *PluginRegistry) ListVendors(out io.Writer) error {
+	vendors := lo.Map(o.VendorsAll.Vendors, func(vendor ai.Vendor, _ int) string {
+		return vendor.GetName()
+	})
+	fmt.Fprint(out, "Available Vendors:\n\n")
+	for _, vendor := range vendors {
+		fmt.Fprintf(out, "%s\n", vendor)
+	}
+	return nil
+}
+
 type PluginRegistry struct {
 	Db *fsdb.Db
 
@@ -131,10 +178,10 @@ func (o *PluginRegistry) Setup() (err error) {
 			return vendor
 		})...)
 
-	groupsPlugins.AddGroupItems("Tools", o.Defaults, o.PatternsLoader, o.YouTube, o.Language, o.Jina, o.Strategies)
+	groupsPlugins.AddGroupItems("Tools", o.Defaults, o.Jina, o.Language, o.PatternsLoader, o.Strategies, o.YouTube)
 
 	for {
-		groupsPlugins.Print()
+		groupsPlugins.Print(false)
 
 		if answerErr := setupQuestion.Ask("Plugin Number"); answerErr != nil {
 			break

flake.lock

@@ -26,11 +26,11 @@
         ]
       },
       "locked": {
-        "lastModified": 1733668782,
-        "narHash": "sha256-tPsqU00FhgdFr0JiQUiBMgPVbl1jbPCY5gbFiJycL3I=",
+        "lastModified": 1742209644,
+        "narHash": "sha256-jMy1XqXqD0/tJprEbUmKilTkvbDY/C0ZGSsJJH4TNCE=",
         "owner": "nix-community",
         "repo": "gomod2nix",
-        "rev": "514283ec89c39ad0079ff2f3b1437404e4cba608",
+        "rev": "8f3534eb8f6c5c3fce799376dc3b91bae6b11884",
         "type": "github"
       },
       "original": {
@@ -41,11 +41,11 @@
     },
     "nixpkgs": {
       "locked": {
-        "lastModified": 1736344531,
-        "narHash": "sha256-8YVQ9ZbSfuUk2bUf2KRj60NRraLPKPS0Q4QFTbc+c2c=",
+        "lastModified": 1745234285,
+        "narHash": "sha256-GfpyMzxwkfgRVN0cTGQSkTC0OHhEkv3Jf6Tcjm//qZ0=",
         "owner": "nixos",
         "repo": "nixpkgs",
-        "rev": "bffc22eb12172e6db3c5dde9e3e5628f8e3e7912",
+        "rev": "c11863f1e964833214b767f4a369c6e6a7aba141",
         "type": "github"
       },
       "original": {
@@ -100,11 +100,11 @@
         ]
       },
       "locked": {
-        "lastModified": 1736154270,
-        "narHash": "sha256-p2r8xhQZ3TYIEKBoiEhllKWQqWNJNoT9v64Vmg4q8Zw=",
+        "lastModified": 1744961264,
+        "narHash": "sha256-aRmUh0AMwcbdjJHnytg1e5h5ECcaWtIFQa6d9gI85AI=",
         "owner": "numtide",
         "repo": "treefmt-nix",
-        "rev": "13c913f5deb3a5c08bb810efd89dc8cb24dd968b",
+        "rev": "8d404a69efe76146368885110f29a2ca3700bee6",
         "type": "github"
       },
       "original": {

flake.nix

@@ -28,6 +28,8 @@
     let
       forAllSystems = nixpkgs.lib.genAttrs (import systems);
 
+      getGoVersion = system: nixpkgs.legacyPackages.${system}.go_1_24;
+
       treefmtEval = forAllSystems (
         system:
         let
@@ -47,10 +49,14 @@
         system:
         let
           pkgs = nixpkgs.legacyPackages.${system};
-          goEnv = gomod2nix.legacyPackages.${system}.mkGoEnv { pwd = ./.; };
+          goVersion = getGoVersion system;
+          goEnv = gomod2nix.legacyPackages.${system}.mkGoEnv {
+            pwd = ./.;
+            go = goVersion;
+          };
         in
         import ./nix/shell.nix {
-          inherit pkgs goEnv;
+          inherit pkgs goEnv goVersion;
           inherit (gomod2nix.legacyPackages.${system}) gomod2nix;
         }
       );
@@ -59,10 +65,12 @@
         system:
         let
           pkgs = nixpkgs.legacyPackages.${system};
+          goVersion = getGoVersion system;
         in
         {
           default = self.packages.${system}.fabric;
           fabric = pkgs.callPackage ./nix/pkgs/fabric {
+            go = goVersion;
             inherit (gomod2nix.legacyPackages.${system}) buildGoApplication;
           };
           inherit (gomod2nix.legacyPackages.${system}) gomod2nix;

go.mod

@@ -1,66 +1,84 @@
 module github.com/danielmiessler/fabric
 
-go 1.23.4
+go 1.24.0
+
+toolchain go1.24.2
 
 require (
 	github.com/anaskhan96/soup v1.2.5
-	github.com/anthropics/anthropic-sdk-go v0.2.0-alpha.11
+	github.com/anthropics/anthropic-sdk-go v1.4.0
 	github.com/atotto/clipboard v0.1.4
-	github.com/gabriel-vasile/mimetype v1.4.8
-	github.com/gin-gonic/gin v1.10.0
-	github.com/go-git/go-git/v5 v5.13.2
+	github.com/aws/aws-sdk-go-v2/config v1.27.27
+	github.com/aws/aws-sdk-go-v2/service/bedrockruntime v1.30.0
+	github.com/gabriel-vasile/mimetype v1.4.9
+	github.com/gin-gonic/gin v1.10.1
+	github.com/go-git/go-git/v5 v5.16.2
 	github.com/go-shiori/go-readability v0.0.0-20250217085726-9f5bf5ca7612
-	github.com/google/generative-ai-go v0.19.0
+	github.com/google/generative-ai-go v0.20.1
 	github.com/jessevdk/go-flags v1.6.1
 	github.com/joho/godotenv v1.5.1
-	github.com/ollama/ollama v0.5.12
+	github.com/ollama/ollama v0.9.0
 	github.com/otiai10/copy v1.14.1
 	github.com/pkg/errors v0.9.1
-	github.com/samber/lo v1.49.1
-	github.com/sashabaranov/go-openai v1.38.0
+	github.com/samber/lo v1.50.0
+	github.com/sashabaranov/go-openai v1.40.1
 	github.com/stretchr/testify v1.10.0
-	golang.org/x/text v0.22.0
-	google.golang.org/api v0.223.0
+	golang.org/x/text v0.26.0
+	google.golang.org/api v0.236.0
 	gopkg.in/yaml.v2 v2.4.0
 	gopkg.in/yaml.v3 v3.0.1
 )
 
 require (
-	cloud.google.com/go v0.118.3 // indirect
-	cloud.google.com/go/ai v0.10.0 // indirect
-	cloud.google.com/go/auth v0.15.0 // indirect
-	cloud.google.com/go/auth/oauth2adapt v0.2.7 // indirect
-	cloud.google.com/go/compute/metadata v0.6.0 // indirect
-	cloud.google.com/go/longrunning v0.6.4 // indirect
-	dario.cat/mergo v1.0.1 // indirect
+	cloud.google.com/go v0.121.2 // indirect
+	cloud.google.com/go/ai v0.12.1 // indirect
+	cloud.google.com/go/auth v0.16.2 // indirect
+	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
+	cloud.google.com/go/compute/metadata v0.7.0 // indirect
+	cloud.google.com/go/longrunning v0.6.7 // indirect
+	dario.cat/mergo v1.0.2 // indirect
 	github.com/Microsoft/go-winio v0.6.2 // indirect
-	github.com/ProtonMail/go-crypto v1.1.5 // indirect
+	github.com/ProtonMail/go-crypto v1.3.0 // indirect
 	github.com/andybalholm/cascadia v1.3.3 // indirect
 	github.com/araddon/dateparse v0.0.0-20210429162001-6b43995a97de // indirect
-	github.com/bytedance/sonic v1.12.9 // indirect
-	github.com/bytedance/sonic/loader v0.2.3 // indirect
-	github.com/cloudflare/circl v1.6.0 // indirect
+	github.com/aws/aws-sdk-go-v2 v1.36.4 // indirect
+	github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.6.10 // indirect
+	github.com/aws/aws-sdk-go-v2/credentials v1.17.27 // indirect
+	github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.16.11 // indirect
+	github.com/aws/aws-sdk-go-v2/internal/configsources v1.3.35 // indirect
+	github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.6.35 // indirect
+	github.com/aws/aws-sdk-go-v2/internal/ini v1.8.0 // indirect
+	github.com/aws/aws-sdk-go-v2/service/bedrock v1.34.1 // indirect
+	github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.11.3 // indirect
+	github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.11.17 // indirect
+	github.com/aws/aws-sdk-go-v2/service/sso v1.22.4 // indirect
+	github.com/aws/aws-sdk-go-v2/service/ssooidc v1.26.4 // indirect
+	github.com/aws/aws-sdk-go-v2/service/sts v1.30.3 // indirect
+	github.com/aws/smithy-go v1.22.2 // indirect
+	github.com/bytedance/sonic v1.13.3 // indirect
+	github.com/bytedance/sonic/loader v0.2.4 // indirect
+	github.com/cloudflare/circl v1.6.1 // indirect
 	github.com/cloudwego/base64x v0.1.5 // indirect
 	github.com/cyphar/filepath-securejoin v0.4.1 // 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/gin-contrib/sse v1.0.0 // indirect
+	github.com/gin-contrib/sse v1.1.0 // indirect
 	github.com/go-git/gcfg v1.5.1-0.20230307220236-3a3c6141e376 // indirect
 	github.com/go-git/go-billy/v5 v5.6.2 // indirect
-	github.com/go-logr/logr v1.4.2 // indirect
+	github.com/go-logr/logr v1.4.3 // 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 v10.25.0 // indirect
+	github.com/go-playground/validator/v10 v10.26.0 // indirect
 	github.com/go-shiori/dom v0.0.0-20230515143342-73569d674e1c // indirect
 	github.com/goccy/go-json v0.10.5 // indirect
 	github.com/gogs/chardet v0.0.0-20211120154057-b7413eaefb8f // indirect
 	github.com/golang/groupcache v0.0.0-20241129210726-2c02b8208cf8 // indirect
 	github.com/google/s2a-go v0.1.9 // indirect
 	github.com/google/uuid v1.6.0 // indirect
-	github.com/googleapis/enterprise-certificate-proxy v0.3.4 // indirect
-	github.com/googleapis/gax-go/v2 v2.14.1 // indirect
+	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
+	github.com/googleapis/gax-go/v2 v2.14.2 // indirect
 	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
@@ -70,34 +88,34 @@ require (
 	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
 	github.com/modern-go/reflect2 v1.0.2 // indirect
 	github.com/otiai10/mint v1.6.3 // indirect
-	github.com/pelletier/go-toml/v2 v2.2.3 // indirect
+	github.com/pelletier/go-toml/v2 v2.2.4 // indirect
 	github.com/pjbgf/sha1cd v0.3.2 // indirect
 	github.com/pmezard/go-difflib v1.0.0 // indirect
-	github.com/sergi/go-diff v1.3.2-0.20230802210424-5b0b94c5c0d3 // indirect
+	github.com/sergi/go-diff v1.4.0 // indirect
 	github.com/skeema/knownhosts v1.3.1 // indirect
 	github.com/tidwall/gjson v1.18.0 // 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/ugorji/go/codec v1.2.14 // indirect
 	github.com/xanzy/ssh-agent v0.3.3 // indirect
 	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.59.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.59.0 // indirect
-	go.opentelemetry.io/otel v1.34.0 // indirect
-	go.opentelemetry.io/otel/metric v1.34.0 // indirect
-	go.opentelemetry.io/otel/trace v1.34.0 // indirect
-	golang.org/x/arch v0.14.0 // indirect
-	golang.org/x/crypto v0.35.0 // indirect
-	golang.org/x/net v0.36.0 // indirect
-	golang.org/x/oauth2 v0.27.0 // indirect
-	golang.org/x/sync v0.11.0 // indirect
-	golang.org/x/sys v0.30.0 // indirect
-	golang.org/x/time v0.10.0 // indirect
-	google.golang.org/genproto/googleapis/api v0.0.0-20250224174004-546df14abb99 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20250224174004-546df14abb99 // indirect
-	google.golang.org/grpc v1.70.0 // indirect
-	google.golang.org/protobuf v1.36.5 // indirect
+	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.61.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
+	go.opentelemetry.io/otel v1.36.0 // indirect
+	go.opentelemetry.io/otel/metric v1.36.0 // indirect
+	go.opentelemetry.io/otel/trace v1.36.0 // indirect
+	golang.org/x/arch v0.18.0 // indirect
+	golang.org/x/crypto v0.39.0 // indirect
+	golang.org/x/net v0.41.0 // indirect
+	golang.org/x/oauth2 v0.30.0 // indirect
+	golang.org/x/sync v0.15.0 // indirect
+	golang.org/x/sys v0.33.0 // indirect
+	golang.org/x/time v0.12.0 // indirect
+	google.golang.org/genproto/googleapis/api v0.0.0-20250603155806-513f23925822 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20250603155806-513f23925822 // indirect
+	google.golang.org/grpc v1.73.0 // indirect
+	google.golang.org/protobuf v1.36.6 // indirect
 	gopkg.in/warnings.v0 v0.1.2 // indirect
 )

go.sum

@@ -1,43 +1,81 @@
-cloud.google.com/go v0.118.3 h1:jsypSnrE/w4mJysioGdMBg4MiW/hHx/sArFpaBWHdME=
-cloud.google.com/go v0.118.3/go.mod h1:Lhs3YLnBlwJ4KA6nuObNMZ/fCbOQBPuWKPoE0Wa/9Vc=
-cloud.google.com/go/ai v0.10.0 h1:hwj6CI6sMKubXodoJJGTy/c2T1RbbLGM6TL3QoAvzU8=
-cloud.google.com/go/ai v0.10.0/go.mod h1:kvnt2KeHqX8+41PVeMRBETDyQAp/RFvBWGdx/aGjNMo=
-cloud.google.com/go/auth v0.15.0 h1:Ly0u4aA5vG/fsSsxu98qCQBemXtAtJf+95z9HK+cxps=
-cloud.google.com/go/auth v0.15.0/go.mod h1:WJDGqZ1o9E9wKIL+IwStfyn/+s59zl4Bi+1KQNVXLZ8=
-cloud.google.com/go/auth/oauth2adapt v0.2.7 h1:/Lc7xODdqcEw8IrZ9SvwnlLX6j9FHQM74z6cBk9Rw6M=
-cloud.google.com/go/auth/oauth2adapt v0.2.7/go.mod h1:NTbTTzfvPl1Y3V1nPpOgl2w6d/FjO7NNUQaWSox6ZMc=
-cloud.google.com/go/compute/metadata v0.6.0 h1:A6hENjEsCDtC1k8byVsgwvVcioamEHvZ4j01OwKxG9I=
-cloud.google.com/go/compute/metadata v0.6.0/go.mod h1:FjyFAW1MW0C203CEOMDTu3Dk1FlqW3Rga40jzHL4hfg=
-cloud.google.com/go/longrunning v0.6.4 h1:3tyw9rO3E2XVXzSApn1gyEEnH2K9SynNQjMlBi3uHLg=
-cloud.google.com/go/longrunning v0.6.4/go.mod h1:ttZpLCe6e7EXvn9OxpBRx7kZEB0efv8yBO6YnVMfhJs=
-dario.cat/mergo v1.0.1 h1:Ra4+bf83h2ztPIQYNP99R6m+Y7KfnARDfID+a+vLl4s=
-dario.cat/mergo v1.0.1/go.mod h1:uNxQE+84aUszobStD9th8a29P2fMDhsBdgRYvZOxGmk=
+cloud.google.com/go v0.121.2 h1:v2qQpN6Dx9x2NmwrqlesOt3Ys4ol5/lFZ6Mg1B7OJCg=
+cloud.google.com/go v0.121.2/go.mod h1:nRFlrHq39MNVWu+zESP2PosMWA0ryJw8KUBZ2iZpxbw=
+cloud.google.com/go/ai v0.12.1 h1:m1n/VjUuHS+pEO/2R4/VbuuEIkgk0w67fDQvFaMngM0=
+cloud.google.com/go/ai v0.12.1/go.mod h1:5vIPNe1ZQsVZqCliXIPL4QnhObQQY4d9hAGHdVc4iw4=
+cloud.google.com/go/auth v0.16.2 h1:QvBAGFPLrDeoiNjyfVunhQ10HKNYuOwZ5noee0M5df4=
+cloud.google.com/go/auth v0.16.2/go.mod h1:sRBas2Y1fB1vZTdurouM0AzuYQBMZinrUYL8EufhtEA=
+cloud.google.com/go/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
+cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
+cloud.google.com/go/compute/metadata v0.7.0 h1:PBWF+iiAerVNe8UCHxdOt6eHLVc3ydFeOCw78U8ytSU=
+cloud.google.com/go/compute/metadata v0.7.0/go.mod h1:j5MvL9PprKL39t166CoB1uVHfQMs4tFQZZcKwksXUjo=
+cloud.google.com/go/longrunning v0.6.7 h1:IGtfDWHhQCgCjwQjV9iiLnUta9LBCo8R9QmAFsS/PrE=
+cloud.google.com/go/longrunning v0.6.7/go.mod h1:EAFV3IZAKmM56TyiE6VAP3VoTzhZzySwI/YI1s/nRsY=
+dario.cat/mergo v1.0.2 h1:85+piFYR1tMbRrLcDwR18y4UKJ3aH1Tbzi24VRW1TK8=
+dario.cat/mergo v1.0.2/go.mod h1:E/hbnu0NxMFBjpMIE34DRGLWqDy0g5FuKDhCb31ngxA=
 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 v1.1.5 h1:eoAQfK2dwL+tFSFpr7TbOaPNUbPiJj4fLYwwGE1FQO4=
-github.com/ProtonMail/go-crypto v1.1.5/go.mod h1:rA3QumHc/FZ8pAHreoekgiAbzpNsfQAosU5td4SnOrE=
+github.com/ProtonMail/go-crypto v1.3.0 h1:ILq8+Sf5If5DCpHQp4PbZdS1J7HDFRXz/+xKBiRGFrw=
+github.com/ProtonMail/go-crypto v1.3.0/go.mod h1:9whxjD8Rbs29b4XWbB8irEcE8KHMqaR2e7GWU1R+/PE=
 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 v1.3.3 h1:AG2YHrzJIm4BZ19iwJ/DAua6Btl3IwJX+VI4kktS1LM=
 github.com/andybalholm/cascadia v1.3.3/go.mod h1:xNd9bqTn98Ln4DwST8/nG+H0yuB8Hmgu1YHNnWw0GeA=
 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.11 h1:O3/AMObKntZyu1KH6Xks6E0gbE8w6HVaKHE+/vXARzM=
-github.com/anthropics/anthropic-sdk-go v0.2.0-alpha.11/go.mod h1:GJxtdOs9K4neo8Gg65CjJ7jNautmldGli5/OFNabOoo=
+github.com/anthropics/anthropic-sdk-go v1.4.0 h1:fU1jKxYbQdQDiEXCxeW5XZRIOwKevn/PMg8Ay1nnUx0=
+github.com/anthropics/anthropic-sdk-go v1.4.0/go.mod h1:AapDW22irxK2PSumZiQXYUFvsdQgkwIWlpESweWZI/c=
 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/bytedance/sonic v1.12.9 h1:Od1BvK55NnewtGaJsTDeAOSnLVO2BTSLOe0+ooKokmQ=
-github.com/bytedance/sonic v1.12.9/go.mod h1:uVvFidNmlt9+wa31S1urfwwthTWteBgG0hWuoKAXTx8=
+github.com/aws/aws-sdk-go-v2 v1.36.3 h1:mJoei2CxPutQVxaATCzDUjcZEjVRdpsiiXi2o38yqWM=
+github.com/aws/aws-sdk-go-v2 v1.36.3/go.mod h1:LLXuLpgzEbD766Z5ECcRmi8AzSwfZItDtmABVkRLGzg=
+github.com/aws/aws-sdk-go-v2 v1.36.4 h1:GySzjhVvx0ERP6eyfAbAuAXLtAda5TEy19E5q5W8I9E=
+github.com/aws/aws-sdk-go-v2 v1.36.4/go.mod h1:LLXuLpgzEbD766Z5ECcRmi8AzSwfZItDtmABVkRLGzg=
+github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.6.10 h1:zAybnyUQXIZ5mok5Jqwlf58/TFE7uvd3IAsa1aF9cXs=
+github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.6.10/go.mod h1:qqvMj6gHLR/EXWZw4ZbqlPbQUyenf4h82UQUlKc+l14=
+github.com/aws/aws-sdk-go-v2/config v1.27.27 h1:HdqgGt1OAP0HkEDDShEl0oSYa9ZZBSOmKpdpsDMdO90=
+github.com/aws/aws-sdk-go-v2/config v1.27.27/go.mod h1:MVYamCg76dFNINkZFu4n4RjDixhVr51HLj4ErWzrVwg=
+github.com/aws/aws-sdk-go-v2/credentials v1.17.27 h1:2raNba6gr2IfA0eqqiP2XiQ0UVOpGPgDSi0I9iAP+UI=
+github.com/aws/aws-sdk-go-v2/credentials v1.17.27/go.mod h1:gniiwbGahQByxan6YjQUMcW4Aov6bLC3m+evgcoN4r4=
+github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.16.11 h1:KreluoV8FZDEtI6Co2xuNk/UqI9iwMrOx/87PBNIKqw=
+github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.16.11/go.mod h1:SeSUYBLsMYFoRvHE0Tjvn7kbxaUhl75CJi1sbfhMxkU=
+github.com/aws/aws-sdk-go-v2/internal/configsources v1.3.34 h1:ZK5jHhnrioRkUNOc+hOgQKlUL5JeC3S6JgLxtQ+Rm0Q=
+github.com/aws/aws-sdk-go-v2/internal/configsources v1.3.34/go.mod h1:p4VfIceZokChbA9FzMbRGz5OV+lekcVtHlPKEO0gSZY=
+github.com/aws/aws-sdk-go-v2/internal/configsources v1.3.35 h1:o1v1VFfPcDVlK3ll1L5xHsaQAFdNtZ5GXnNR7SwueC4=
+github.com/aws/aws-sdk-go-v2/internal/configsources v1.3.35/go.mod h1:rZUQNYMNG+8uZxz9FOerQJ+FceCiodXvixpeRtdESrU=
+github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.6.34 h1:SZwFm17ZUNNg5Np0ioo/gq8Mn6u9w19Mri8DnJ15Jf0=
+github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.6.34/go.mod h1:dFZsC0BLo346mvKQLWmoJxT+Sjp+qcVR1tRVHQGOH9Q=
+github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.6.35 h1:R5b82ubO2NntENm3SAm0ADME+H630HomNJdgv+yZ3xw=
+github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.6.35/go.mod h1:FuA+nmgMRfkzVKYDNEqQadvEMxtxl9+RLT9ribCwEMs=
+github.com/aws/aws-sdk-go-v2/internal/ini v1.8.0 h1:hT8rVHwugYE2lEfdFE0QWVo81lF7jMrYJVDWI+f+VxU=
+github.com/aws/aws-sdk-go-v2/internal/ini v1.8.0/go.mod h1:8tu/lYfQfFe6IGnaOdrpVgEL2IrrDOf6/m9RQum4NkY=
+github.com/aws/aws-sdk-go-v2/service/bedrock v1.34.1 h1:sD4KqDKG8aOaMWaWTMB8l8VnLa/Di7XHb0Uf4plrndA=
+github.com/aws/aws-sdk-go-v2/service/bedrock v1.34.1/go.mod h1:lrn8DOVFYFeaUZKxJ95T5eGDBjnhffgGz68Wq2sfBbA=
+github.com/aws/aws-sdk-go-v2/service/bedrockruntime v1.30.0 h1:eMOwQ8ZZK+76+08RfxeaGUtRFN6wxmD1rvqovc2kq2w=
+github.com/aws/aws-sdk-go-v2/service/bedrockruntime v1.30.0/go.mod h1:0b5Rq7rUvSQFYHI1UO0zFTV/S6j6DUyuykXA80C+YOI=
+github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.11.3 h1:dT3MqvGhSoaIhRseqw2I0yH81l7wiR2vjs57O51EAm8=
+github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.11.3/go.mod h1:GlAeCkHwugxdHaueRr4nhPuY+WW+gR8UjlcqzPr1SPI=
+github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.11.17 h1:HGErhhrxZlQ044RiM+WdoZxp0p+EGM62y3L6pwA4olE=
+github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.11.17/go.mod h1:RkZEx4l0EHYDJpWppMJ3nD9wZJAa8/0lq9aVC+r2UII=
+github.com/aws/aws-sdk-go-v2/service/sso v1.22.4 h1:BXx0ZIxvrJdSgSvKTZ+yRBeSqqgPM89VPlulEcl37tM=
+github.com/aws/aws-sdk-go-v2/service/sso v1.22.4/go.mod h1:ooyCOXjvJEsUw7x+ZDHeISPMhtwI3ZCB7ggFMcFfWLU=
+github.com/aws/aws-sdk-go-v2/service/ssooidc v1.26.4 h1:yiwVzJW2ZxZTurVbYWA7QOrAaCYQR72t0wrSBfoesUE=
+github.com/aws/aws-sdk-go-v2/service/ssooidc v1.26.4/go.mod h1:0oxfLkpz3rQ/CHlx5hB7H69YUpFiI1tql6Q6Ne+1bCw=
+github.com/aws/aws-sdk-go-v2/service/sts v1.30.3 h1:ZsDKRLXGWHk8WdtyYMoGNO7bTudrvuKpDKgMVRlepGE=
+github.com/aws/aws-sdk-go-v2/service/sts v1.30.3/go.mod h1:zwySh8fpFyXp9yOr/KVzxOl8SRqgf/IDw5aUt9UKFcQ=
+github.com/aws/smithy-go v1.22.2 h1:6D9hW43xKFrRx/tXXfAlIZc4JI+yQe6snnWcQyxSyLQ=
+github.com/aws/smithy-go v1.22.2/go.mod h1:irrKGvNn1InZwb2d7fkIRNucdfwR8R+Ts3wxYa/cJHg=
+github.com/bytedance/sonic v1.13.3 h1:MS8gmaH16Gtirygw7jV91pDCN33NyMrPbN7qiYhEsF0=
+github.com/bytedance/sonic v1.13.3/go.mod h1:o68xyaF9u2gvVBuGHPlUVCy+ZfmNNO5ETf1+KgkJhz4=
 github.com/bytedance/sonic/loader v0.1.1/go.mod h1:ncP89zfokxS5LZrJxl5z0UJcsk4M4yY2JpfqGeCtNLU=
-github.com/bytedance/sonic/loader v0.2.3 h1:yctD0Q3v2NOGfSWPLPvG2ggA2kV6TS6s4wioyEqssH0=
-github.com/bytedance/sonic/loader v0.2.3/go.mod h1:N8A3vUdtUebEY2/VQC0MyhYeKUFosQU6FxH2JmUe6VI=
-github.com/cloudflare/circl v1.6.0 h1:cr5JKic4HI+LkINy2lg3W2jF8sHCVTBncJr5gIIq7qk=
-github.com/cloudflare/circl v1.6.0/go.mod h1:uddAzsPgqdMAYatqJ0lsjX1oECcQLIlRpzZh3pJrofs=
+github.com/bytedance/sonic/loader v0.2.4 h1:ZWCw4stuXUsn1/+zQDqeE7JKP+QO47tz7QCNan80NzY=
+github.com/bytedance/sonic/loader v0.2.4/go.mod h1:N8A3vUdtUebEY2/VQC0MyhYeKUFosQU6FxH2JmUe6VI=
+github.com/cloudflare/circl v1.6.1 h1:zqIqSPIndyBh1bjLVVDHMPpVKqp8Su/V+6MeDzzQBQ0=
+github.com/cloudflare/circl v1.6.1/go.mod h1:uddAzsPgqdMAYatqJ0lsjX1oECcQLIlRpzZh3pJrofs=
 github.com/cloudwego/base64x v0.1.5 h1:XPciSp1xaq2VCSt6lF0phncD4koWyULpl5bUxbfCyP4=
 github.com/cloudwego/base64x v0.1.5/go.mod h1:0zlkT4Wn5C6NdauXdJRhSKRlJvmclQ1hhJgA0rcu/8w=
 github.com/cloudwego/iasm v0.2.0/go.mod h1:8rXZaNYT2n95jn+zTI1sDr+IgcD2GVs0nlbbQPiEFhY=
@@ -46,18 +84,18 @@ github.com/cyphar/filepath-securejoin v0.4.1/go.mod h1:Sdj7gXlvMcPZsbhwhQ33GguGL
 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=
-github.com/elazarl/goproxy v1.4.0 h1:4GyuSbFa+s26+3rmYNSuUVsx+HgPrV1bk1jXI0l9wjM=
-github.com/elazarl/goproxy v1.4.0/go.mod h1:X/5W/t+gzDyLfHW4DrMdpjqYjpXsURlBt9lpBDxZZZQ=
+github.com/elazarl/goproxy v1.7.2 h1:Y2o6urb7Eule09PjlhQRGNsqRfPmYI3KKQLFpCAV3+o=
+github.com/elazarl/goproxy v1.7.2/go.mod h1:82vkLNir0ALaW14Rc399OTTjyNREgmdL2cVoIbS6XaE=
 github.com/emirpasic/gods v1.18.1 h1:FXtiHYKDGKCW2KzwZKx0iC0PQmdlorYgdFG9jPXJ1Bc=
 github.com/emirpasic/gods v1.18.1/go.mod h1:8tpGGwCnJ5H4r6BWwaV6OrWmMoPhUl5jm/FMNAnJvWQ=
 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 v1.4.8 h1:FfZ3gj38NjllZIeJAmMhr+qKL8Wu+nOoI3GqacKw1NM=
-github.com/gabriel-vasile/mimetype v1.4.8/go.mod h1:ByKUIKGjh1ODkGM1asKUbQZOLGrPjydw3hYPU2YU9t8=
-github.com/gin-contrib/sse v1.0.0 h1:y3bT1mUWUxDpW4JLQg/HnTqV4rozuW4tC9eFKTxYI9E=
-github.com/gin-contrib/sse v1.0.0/go.mod h1:zNuFdwarAygJBht0NTKiSi3jRf6RbqeILZ9Sp6Slhe0=
-github.com/gin-gonic/gin v1.10.0 h1:nTuyha1TYqgedzytsKYqna+DfLos46nTv2ygFy86HFU=
-github.com/gin-gonic/gin v1.10.0/go.mod h1:4PMNQiOhvDRa013RKVbsiNwoyezlm2rm0uX/T7kzp5Y=
+github.com/gabriel-vasile/mimetype v1.4.9 h1:5k+WDwEsD9eTLL8Tz3L0VnmVh9QxGjRmjBvAG7U/oYY=
+github.com/gabriel-vasile/mimetype v1.4.9/go.mod h1:WnSQhFKJuBlRyLiKohA/2DtIlPFAbguNaG7QCHcyGok=
+github.com/gin-contrib/sse v1.1.0 h1:n0w2GMuUpWDVp7qSpvze6fAu9iRxJY4Hmj6AmBOU05w=
+github.com/gin-contrib/sse v1.1.0/go.mod h1:hxRZ5gVpWMT7Z0B0gSNYqqsSCNIJMjzvm6fqCz9vjwM=
+github.com/gin-gonic/gin v1.10.1 h1:T0ujvqyCSqRopADpgPgiTT63DUQVSfojyME59Ei63pQ=
+github.com/gin-gonic/gin v1.10.1/go.mod h1:4PMNQiOhvDRa013RKVbsiNwoyezlm2rm0uX/T7kzp5Y=
 github.com/gliderlabs/ssh v0.3.8 h1:a4YXD1V7xMF9g5nTkdfnja3Sxy1PVDCj1Zg4Wb8vY6c=
 github.com/gliderlabs/ssh v0.3.8/go.mod h1:xYoytBv1sV0aL3CavoDuJIQNURXkkfPA/wxQ1pL1fAU=
 github.com/go-git/gcfg v1.5.1-0.20230307220236-3a3c6141e376 h1:+zs/tPmkDkHx3U66DAb0lQFJrpS6731Oaa12ikc+DiI=
@@ -66,11 +104,11 @@ github.com/go-git/go-billy/v5 v5.6.2 h1:6Q86EsPXMa7c3YZ3aLAQsMA0VlWmy43r6FHqa/UN
 github.com/go-git/go-billy/v5 v5.6.2/go.mod h1:rcFC2rAsp/erv7CMz9GczHcuD0D32fWzH+MJAU+jaUU=
 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 v5.13.2 h1:7O7xvsK7K+rZPKW6AQR1YyNhfywkv7B8/FsP3ki6Zv0=
-github.com/go-git/go-git/v5 v5.13.2/go.mod h1:hWdW5P4YZRjmpGHwRH2v3zkWcNl6HeXaXQEMGb3NJ9A=
+github.com/go-git/go-git/v5 v5.16.2 h1:fT6ZIOjE5iEnkzKyxTHK1W4HGAsPhqEqiSAssSO77hM=
+github.com/go-git/go-git/v5 v5.16.2/go.mod h1:4Ge4alE/5gPs30F2H1esi2gPd69R0C39lolkucHBOp8=
 github.com/go-logr/logr v1.2.2/go.mod h1:jdQByPbusPIv2/zmleS9BjJVeZ6kBagPoEUsqbVz/1A=
-github.com/go-logr/logr v1.4.2 h1:6pFjapn8bFcIbiKo3XT4j/BhANplGihG6tvd+8rYgrY=
-github.com/go-logr/logr v1.4.2/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
+github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
+github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
 github.com/go-logr/stdr v1.2.2 h1:hSWxHoqTgW2S2qGc0LTAI563KZ5YKYRhT3MFKZMbjag=
 github.com/go-logr/stdr v1.2.2/go.mod h1:mMo/vtBO5dYbehREoey6XUKy/eSumjCCveDpRre4VKE=
 github.com/go-playground/assert/v2 v2.2.0 h1:JvknZsQTYeFEAhQwI4qEt9cyV5ONwRHC+lYKSsYSR8s=
@@ -79,8 +117,8 @@ github.com/go-playground/locales v0.14.1 h1:EWaQ/wswjilfKLTECiXz7Rh+3BjFhfDFKv/o
 github.com/go-playground/locales v0.14.1/go.mod h1:hxrqLVvrK65+Rwrd5Fc6F2O76J/NuW9t0sjnWqG1slY=
 github.com/go-playground/universal-translator v0.18.1 h1:Bcnm0ZwsGyWbCzImXv+pAJnYK9S473LQFuzCbDbfSFY=
 github.com/go-playground/universal-translator v0.18.1/go.mod h1:xekY+UJKNuX9WP91TpwSH2VMlDf28Uj24BCp08ZFTUY=
-github.com/go-playground/validator/v10 v10.25.0 h1:5Dh7cjvzR7BRZadnsVOzPhWsrwUr0nmsZJxEAnFLNO8=
-github.com/go-playground/validator/v10 v10.25.0/go.mod h1:GGzBIJMuE98Ic/kJsBXbz1x/7cByt++cQ+YOuDM5wus=
+github.com/go-playground/validator/v10 v10.26.0 h1:SP05Nqhjcvz81uJaRfEV0YBSSSGMc/iMaVtFbr3Sw2k=
+github.com/go-playground/validator/v10 v10.26.0/go.mod h1:I5QpIEbmr8On7W0TktmJAumgzX4CA1XNl4ZmDuVHKKo=
 github.com/go-shiori/dom v0.0.0-20230515143342-73569d674e1c h1:wpkoddUomPfHiOziHZixGO5ZBS73cKqVzZipfrLmO1w=
 github.com/go-shiori/dom v0.0.0-20230515143342-73569d674e1c/go.mod h1:oVDCh3qjJMLVUSILBRwrm+Bc6RNXGZYtoh9xdvf1ffM=
 github.com/go-shiori/go-readability v0.0.0-20250217085726-9f5bf5ca7612 h1:BYLNYdZaepitbZreRIa9xeCQZocWmy/wj4cGIH0qyw0=
@@ -93,8 +131,8 @@ github.com/golang/groupcache v0.0.0-20241129210726-2c02b8208cf8 h1:f+oWsMOmNPc8J
 github.com/golang/groupcache v0.0.0-20241129210726-2c02b8208cf8/go.mod h1:wcDNUvekVysuuOpQKo3191zZyTpiI6se1N1ULghS0sw=
 github.com/golang/protobuf v1.5.4 h1:i7eJL8qZTpSEXOPTxNKhASYpMn+8e5Q6AdndVa1dWek=
 github.com/golang/protobuf v1.5.4/go.mod h1:lnTiLA8Wa4RWRcIUkrtSVa5nRhsEGBg48fD6rSs7xps=
-github.com/google/generative-ai-go v0.19.0 h1:R71szggh8wHMCUlEMsW2A/3T+5LdEIkiaHSYgSpUgdg=
-github.com/google/generative-ai-go v0.19.0/go.mod h1:JYolL13VG7j79kM5BtHz4qwONHkeJQzOCkKXnpqtS/E=
+github.com/google/generative-ai-go v0.20.1 h1:6dEIujpgN2V0PgLhr6c/M1ynRdc7ARtiIDPFzj45uNQ=
+github.com/google/generative-ai-go v0.20.1/go.mod h1:TjOnZJmZKzarWbjUJgy+r3Ee7HGBRVLhOIgupnwR4Bg=
 github.com/google/go-cmp v0.6.0/go.mod h1:17dUlkBOakJ0+DkrSSNjCkIjxS6bF9zb3elmeNGIjoY=
 github.com/google/go-cmp v0.7.0 h1:wk8382ETsv4JYUZwIsn6YpYiWiBsYLSJiTsyBybVuN8=
 github.com/google/go-cmp v0.7.0/go.mod h1:pXiqmnSA92OHEEa9HXL2W4E7lf9JzCmGVUdgjX3N/iU=
@@ -103,10 +141,10 @@ github.com/google/s2a-go v0.1.9 h1:LGD7gtMgezd8a/Xak7mEWL0PjoTQFvpRudN895yqKW0=
 github.com/google/s2a-go v0.1.9/go.mod h1:YA0Ei2ZQL3acow2O62kdp9UlnvMmU7kA6Eutn0dXayM=
 github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
 github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
-github.com/googleapis/enterprise-certificate-proxy v0.3.4 h1:XYIDZApgAnrN1c855gTgghdIA6Stxb52D5RnLI1SLyw=
-github.com/googleapis/enterprise-certificate-proxy v0.3.4/go.mod h1:YKe7cfqYXjKGpGvmSg28/fFvhNzinZQm8DGnaburhGA=
-github.com/googleapis/gax-go/v2 v2.14.1 h1:hb0FFeiPaQskmvakKu5EbCbpntQn48jyHuvrkurSS/Q=
-github.com/googleapis/gax-go/v2 v2.14.1/go.mod h1:Hb/NubMaVM88SrNkvl8X/o8XWwDJEPqouaLeN2IUxoA=
+github.com/googleapis/enterprise-certificate-proxy v0.3.6 h1:GW/XbdyBFQ8Qe+YAmFU9uHLo7OnF5tL52HFAgMmyrf4=
+github.com/googleapis/enterprise-certificate-proxy v0.3.6/go.mod h1:MkHOF77EYAE7qfSuSS9PU6g4Nt4e11cnsDUowfwewLA=
+github.com/googleapis/gax-go/v2 v2.14.2 h1:eBLnkZ9635krYIPD+ag1USrOAI0Nr0QYF3+/3GqO0k0=
+github.com/googleapis/gax-go/v2 v2.14.2/go.mod h1:ON64QhlJkhVtSqp4v1uaK92VyZ2gmvDQsweuyLV+8+w=
 github.com/jbenet/go-context v0.0.0-20150711004518-d14ea06fba99 h1:BQSFePA1RWJOlocH6Fxy8MmwDt+yVQYULKfN0RoTN8A=
 github.com/jbenet/go-context v0.0.0-20150711004518-d14ea06fba99/go.mod h1:1lJo3i6rXxKeerYnT8Nvf0QmHCRC1n8sfWVwXF2Frvo=
 github.com/jessevdk/go-flags v1.6.1 h1:Cvu5U8UGrLay1rZfv/zP7iLpSHGUZ/Ou68T0iX1bBK4=
@@ -138,16 +176,16 @@ github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd h1:TRLaZ9cD/w
 github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd/go.mod h1:6dJC0mAP4ikYIbvyc7fijjWJddQyLn8Ig3JB5CqoB9Q=
 github.com/modern-go/reflect2 v1.0.2 h1:xBagoLtFs94CBntxluKeaWgTMpvLxC4ur3nMaC9Gz0M=
 github.com/modern-go/reflect2 v1.0.2/go.mod h1:yWuevngMOJpCy52FWWMvUC8ws7m/LJsjYzDa0/r8luk=
-github.com/ollama/ollama v0.5.12 h1:qM+k/ozyHLJzEQoAEPrUQ0qXqsgDEEdpIVwuwScrd2U=
-github.com/ollama/ollama v0.5.12/go.mod h1:ibdmDvb/TjKY1OArBWIazL3pd1DHTk8eG2MMjEkWhiI=
+github.com/ollama/ollama v0.9.0 h1:GvdGhi8G/QMnFrY0TMLDy1bXua+Ify8KTkFe4ZY/OZs=
+github.com/ollama/ollama v0.9.0/go.mod h1:aio9yQ7nc4uwIbn6S0LkGEPgn8/9bNQLL1nHuH+OcD0=
 github.com/onsi/gomega v1.34.1 h1:EUMJIKUjM8sKjYbtxQI9A4z2o+rruxnzNvpknOXie6k=
 github.com/onsi/gomega v1.34.1/go.mod h1:kU1QgUvBDLXBJq618Xvm2LUX6rSAfRaFRTcdOeDLwwY=
 github.com/otiai10/copy v1.14.1 h1:5/7E6qsUMBaH5AnQ0sSLzzTg1oTECmcCmT6lvF45Na8=
 github.com/otiai10/copy v1.14.1/go.mod h1:oQwrEDDOci3IM8dJF0d8+jnbfPDllW6vUjNc3DoZm9I=
 github.com/otiai10/mint v1.6.3 h1:87qsV/aw1F5as1eH1zS/yqHY85ANKVMgkDrf9rcxbQs=
 github.com/otiai10/mint v1.6.3/go.mod h1:MJm72SBthJjz8qhefc4z1PYEieWmy8Bku7CjcAqyUSM=
-github.com/pelletier/go-toml/v2 v2.2.3 h1:YmeHyLY8mFWbdkNWwpr+qIL2bEqT0o95WSdkNHvL12M=
-github.com/pelletier/go-toml/v2 v2.2.3/go.mod h1:MfCQTFTvCcUyyvvwm1+G6H/jORL20Xlb6rzQu9GuUkc=
+github.com/pelletier/go-toml/v2 v2.2.4 h1:mye9XuhQ6gvn5h28+VilKrrPoQVanw5PMw/TB0t5Ec4=
+github.com/pelletier/go-toml/v2 v2.2.4/go.mod h1:2gIqNv+qfxSVS7cM2xJQKtLSTLUE9V8t9Stt+h56mCY=
 github.com/pjbgf/sha1cd v0.3.2 h1:a9wb0bp1oC2TGwStyn0Umc/IGKQnEgF0vVaZ8QF8eo4=
 github.com/pjbgf/sha1cd v0.3.2/go.mod h1:zQWigSxVmsHEZow5qaLtPYxpcKMMQpa09ixqBxuCS6A=
 github.com/pkg/errors v0.9.1 h1:FEBLx1zS214owpjy7qsBeixbURkuhQAwrK5UwLGTwt4=
@@ -155,22 +193,21 @@ github.com/pkg/errors v0.9.1/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINE
 github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
 github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
 github.com/rivo/uniseg v0.1.0/go.mod h1:J6wj4VEh+S6ZtnVlnTBMWIodfgj8LQOQFoIToxlJtxc=
-github.com/rogpeppe/go-internal v1.13.1 h1:KvO1DLK/DRN07sQ1LQKScxyZJuNnedQ5/wKSR38lUII=
-github.com/rogpeppe/go-internal v1.13.1/go.mod h1:uMEvuHeurkdAXX61udpOXGD/AzZDWNMNyH2VO9fmH0o=
-github.com/samber/lo v1.49.1 h1:4BIFyVfuQSEpluc7Fua+j1NolZHiEHEpaSEKdsH0tew=
-github.com/samber/lo v1.49.1/go.mod h1:dO6KHFzUKXgP8LDhU0oI8d2hekjXnGOu0DB8Jecxd6o=
-github.com/sashabaranov/go-openai v1.38.0 h1:hNN5uolKwdbpiqOn7l+Z2alch/0n0rSFyg4n+GZxR5k=
-github.com/sashabaranov/go-openai v1.38.0/go.mod h1:lj5b/K+zjTSFxVLijLSTDZuP7adOgerWeFyZLUhAKRg=
+github.com/rogpeppe/go-internal v1.14.1 h1:UQB4HGPB6osV0SQTLymcB4TgvyWu6ZyliaW0tI/otEQ=
+github.com/rogpeppe/go-internal v1.14.1/go.mod h1:MaRKkUm5W0goXpeCfT7UZI6fk/L7L7so1lCWt35ZSgc=
+github.com/samber/lo v1.50.0 h1:XrG0xOeHs+4FQ8gJR97zDz5uOFMW7OwFWiFVzqopKgY=
+github.com/samber/lo v1.50.0/go.mod h1:RjZyNk6WSnUFRKK6EyOhsRJMqft3G+pg7dCWHQCWvsc=
+github.com/sashabaranov/go-openai v1.40.1 h1:bJ08Iwct5mHBVkuvG6FEcb9MDTfsXdTYPGjYLRdeTEU=
+github.com/sashabaranov/go-openai v1.40.1/go.mod h1:lj5b/K+zjTSFxVLijLSTDZuP7adOgerWeFyZLUhAKRg=
 github.com/scylladb/termtables v0.0.0-20191203121021-c4c0b6d42ff4/go.mod h1:C1a7PQSMz9NShzorzCiG2fk9+xuCgLkPeCvMHYR2OWg=
-github.com/sergi/go-diff v1.3.2-0.20230802210424-5b0b94c5c0d3 h1:n661drycOFuPLCN3Uc8sB6B/s6Z4t2xvBgU1htSHuq8=
-github.com/sergi/go-diff v1.3.2-0.20230802210424-5b0b94c5c0d3/go.mod h1:A0bzQcvG0E7Rwjx0REVgAGH58e96+X0MeOfepqsbeW4=
+github.com/sergi/go-diff v1.4.0 h1:n/SP9D5ad1fORl+llWyN+D6qoUETXNZARKjyY2/KVCw=
+github.com/sergi/go-diff v1.4.0/go.mod h1:A0bzQcvG0E7Rwjx0REVgAGH58e96+X0MeOfepqsbeW4=
 github.com/sirupsen/logrus v1.7.0/go.mod h1:yWOB1SBYBC5VeMP7gHvWumXLIWorT60ONWic61uBYv0=
 github.com/skeema/knownhosts v1.3.1 h1:X2osQ+RAjK76shCbvhHHHVl3ZlgDm8apHEHFqRjnBY8=
 github.com/skeema/knownhosts v1.3.1/go.mod h1:r7KTdC8l4uxWRyK2TpQZ/1o5HaSzh06ePQNxPwTcfiY=
 github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
 github.com/stretchr/objx v0.4.0/go.mod h1:YvHI0jy2hoMjB+UWwv71VJQ9isScKT/TqJzVSSt89Yw=
 github.com/stretchr/objx v0.5.0/go.mod h1:Yh+to48EsGEfYuaHDzXPcE3xhTkx73EhmCGUpEOglKo=
-github.com/stretchr/objx v0.5.2/go.mod h1:FRsXN1f5AsAjCGJKqEizvkpNtU+EGNCLh3NxZ/8L+MA=
 github.com/stretchr/testify v1.2.2/go.mod h1:a8OnRcib4nhh0OaRAV+Yts87kKdq0PP7pXfy6kDkUVs=
 github.com/stretchr/testify v1.3.0/go.mod h1:M5WIy9Dh21IEIfnGCwXGc5bZfKNJtfHm1UVUgZn+9EI=
 github.com/stretchr/testify v1.4.0/go.mod h1:j7eGeouHqKxXV5pUuKE4zz7dFj8WfuZ+81PSLYec5m4=
@@ -179,7 +216,6 @@ github.com/stretchr/testify v1.7.0/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/
 github.com/stretchr/testify v1.7.1/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
 github.com/stretchr/testify v1.8.0/go.mod h1:yNjHg4UonilssWZ8iaSj1OCr/vHnekPRkoO+kdMU+MU=
 github.com/stretchr/testify v1.8.1/go.mod h1:w2LPCIKwWwSfY2zedu0+kehJoqGctiVI29o6fzry7u4=
-github.com/stretchr/testify v1.8.4/go.mod h1:sz/lmYIOXD/1dqDmKjjqLyZ2RngseejIcXlSw2iwfAo=
 github.com/stretchr/testify v1.10.0 h1:Xv5erBjTwe/5IxqUQTdXv5kgmIvbHo3QQyRwhJsOfJA=
 github.com/stretchr/testify v1.10.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
 github.com/tidwall/gjson v1.14.2/go.mod h1:/wbyibRr2FHMks5tjHJ5F8dMZh3AcwJEMf5vlfC0lxk=
@@ -194,29 +230,29 @@ github.com/tidwall/sjson v1.2.5 h1:kLy8mja+1c9jlljvWTlSazM7cKDRfJuR/bOJhcY5NcY=
 github.com/tidwall/sjson v1.2.5/go.mod h1:Fvgq9kS/6ociJEDnK0Fk1cpYF4FIW6ZF7LAe+6jwd28=
 github.com/twitchyliquid64/golang-asm v0.15.1 h1:SU5vSMR7hnwNxj24w34ZyCi/FmDZTkS4MhqMhdFk5YI=
 github.com/twitchyliquid64/golang-asm v0.15.1/go.mod h1:a1lVb/DtPvCB8fslRZhAngC2+aY1QWCk3Cedj/Gdt08=
-github.com/ugorji/go/codec v1.2.12 h1:9LC83zGrHhuUA9l16C9AHXAqEV/2wBQ4nkvumAE65EE=
-github.com/ugorji/go/codec v1.2.12/go.mod h1:UNopzCgEMSXjBc6AOMqYvWC1ktqTAfzJZUZgYf6w6lg=
+github.com/ugorji/go/codec v1.2.14 h1:yOQvXCBc3Ij46LRkRoh4Yd5qK6LVOgi0bYOXfb7ifjw=
+github.com/ugorji/go/codec v1.2.14/go.mod h1:UNopzCgEMSXjBc6AOMqYvWC1ktqTAfzJZUZgYf6w6lg=
 github.com/xanzy/ssh-agent v0.3.3 h1:+/15pJfg/RsTxqYcX6fHqOXZwwMP+2VyYWJeWM2qQFM=
 github.com/xanzy/ssh-agent v0.3.3/go.mod h1:6dzNDKs0J9rVPHPhaGCukekBHKqfl+L3KghI1Bc68Uw=
 github.com/yuin/goldmark v1.4.13/go.mod h1:6yULJ656Px+3vBD8DxQVa3kxgyrAnzto9xy5taEt/CY=
 go.opentelemetry.io/auto/sdk v1.1.0 h1:cH53jehLUN6UFLY71z+NDOiNJqDdPRaXzTel0sJySYA=
 go.opentelemetry.io/auto/sdk v1.1.0/go.mod h1:3wSPjt5PWp2RhlCcmmOial7AvC4DQqZb7a7wCow3W8A=
-go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.59.0 h1:rgMkmiGfix9vFJDcDi1PK8WEQP4FLQwLDfhp5ZLpFeE=
-go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.59.0/go.mod h1:ijPqXp5P6IRRByFVVg9DY8P5HkxkHE5ARIa+86aXPf4=
-go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.59.0 h1:CV7UdSGJt/Ao6Gp4CXckLxVRRsRgDHoI8XjbL3PDl8s=
-go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.59.0/go.mod h1:FRmFuRJfag1IZ2dPkHnEoSFVgTVPUd2qf5Vi69hLb8I=
-go.opentelemetry.io/otel v1.34.0 h1:zRLXxLCgL1WyKsPVrgbSdMN4c0FMkDAskSTQP+0hdUY=
-go.opentelemetry.io/otel v1.34.0/go.mod h1:OWFPOQ+h4G8xpyjgqo4SxJYdDQ/qmRH+wivy7zzx9oI=
-go.opentelemetry.io/otel/metric v1.34.0 h1:+eTR3U0MyfWjRDhmFMxe2SsW64QrZ84AOhvqS7Y+PoQ=
-go.opentelemetry.io/otel/metric v1.34.0/go.mod h1:CEDrp0fy2D0MvkXE+dPV7cMi8tWZwX3dmaIhwPOaqHE=
-go.opentelemetry.io/otel/sdk v1.34.0 h1:95zS4k/2GOy069d321O8jWgYsW3MzVV+KuSPKp7Wr1A=
-go.opentelemetry.io/otel/sdk v1.34.0/go.mod h1:0e/pNiaMAqaykJGKbi+tSjWfNNHMTxoC9qANsCzbyxU=
-go.opentelemetry.io/otel/sdk/metric v1.32.0 h1:rZvFnvmvawYb0alrYkjraqJq0Z4ZUJAiyYCU9snn1CU=
-go.opentelemetry.io/otel/sdk/metric v1.32.0/go.mod h1:PWeZlq0zt9YkYAp3gjKZ0eicRYvOh1Gd+X99x6GHpCQ=
-go.opentelemetry.io/otel/trace v1.34.0 h1:+ouXS2V8Rd4hp4580a8q23bg0azF2nI8cqLYnC8mh/k=
-go.opentelemetry.io/otel/trace v1.34.0/go.mod h1:Svm7lSjQD7kG7KJ/MUHPVXSDGz2OX4h0M2jHBhmSfRE=
-golang.org/x/arch v0.14.0 h1:z9JUEZWr8x4rR0OU6c4/4t6E6jOZ8/QBS2bBYBm4tx4=
-golang.org/x/arch v0.14.0/go.mod h1:FEVrYAQjsQXMVJ1nsMoVVXPZg6p2JE2mx8psSWTDQys=
+go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.61.0 h1:q4XOmH/0opmeuJtPsbFNivyl7bCt7yRBbeEm2sC/XtQ=
+go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.61.0/go.mod h1:snMWehoOh2wsEwnvvwtDyFCxVeDAODenXHtn5vzrKjo=
+go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 h1:F7Jx+6hwnZ41NSFTO5q4LYDtJRXBf2PD0rNBkeB/lus=
+go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0/go.mod h1:UHB22Z8QsdRDrnAtX4PntOl36ajSxcdUMt1sF7Y6E7Q=
+go.opentelemetry.io/otel v1.36.0 h1:UumtzIklRBY6cI/lllNZlALOF5nNIzJVb16APdvgTXg=
+go.opentelemetry.io/otel v1.36.0/go.mod h1:/TcFMXYjyRNh8khOAO9ybYkqaDBb/70aVwkNML4pP8E=
+go.opentelemetry.io/otel/metric v1.36.0 h1:MoWPKVhQvJ+eeXWHFBOPoBOi20jh6Iq2CcCREuTYufE=
+go.opentelemetry.io/otel/metric v1.36.0/go.mod h1:zC7Ks+yeyJt4xig9DEw9kuUFe5C3zLbVjV2PzT6qzbs=
+go.opentelemetry.io/otel/sdk v1.36.0 h1:b6SYIuLRs88ztox4EyrvRti80uXIFy+Sqzoh9kFULbs=
+go.opentelemetry.io/otel/sdk v1.36.0/go.mod h1:+lC+mTgD+MUWfjJubi2vvXWcVxyr9rmlshZni72pXeY=
+go.opentelemetry.io/otel/sdk/metric v1.36.0 h1:r0ntwwGosWGaa0CrSt8cuNuTcccMXERFwHX4dThiPis=
+go.opentelemetry.io/otel/sdk/metric v1.36.0/go.mod h1:qTNOhFDfKRwX0yXOqJYegL5WRaW376QbB7P4Pb0qva4=
+go.opentelemetry.io/otel/trace v1.36.0 h1:ahxWNuqZjpdiFAyrIoQ4GIiAIhxAunQR6MUoKrsNd4w=
+go.opentelemetry.io/otel/trace v1.36.0/go.mod h1:gQ+OnDZzrybY4k4seLzPAWNwVBBVlF2szhehOBB/tGA=
+golang.org/x/arch v0.18.0 h1:WN9poc33zL4AzGxqf8VtpKUnGvMi8O9lhNyBMF/85qc=
+golang.org/x/arch v0.18.0/go.mod h1:bdwinDaKcfZUGpH09BB7ZmOfhalA8lQdzl62l8gGWsk=
 golang.org/x/crypto v0.0.0-20190308221718-c2843e01d9a2/go.mod h1:djNgcEr1/C05ACkg1iLfiJU5Ep61QUkGW8qpdssI0+w=
 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=
@@ -224,10 +260,10 @@ golang.org/x/crypto v0.13.0/go.mod h1:y6Z2r+Rw4iayiXXAIxJIDAJ1zMW4yaTpebo8fPOliY
 golang.org/x/crypto v0.19.0/go.mod h1:Iy9bg/ha4yyC70EfRS8jz+B6ybOBKMaSxLj6P6oBDfU=
 golang.org/x/crypto v0.23.0/go.mod h1:CKFgDieR+mRhux2Lsu27y0fO304Db0wZe70UKqHu0v8=
 golang.org/x/crypto v0.31.0/go.mod h1:kDsLvtWBEx7MV9tJOj9bnXsPbxwJQ6csT/x4KIN4Ssk=
-golang.org/x/crypto v0.35.0 h1:b15kiHdrGCHrP6LvwaQ3c03kgNhhiMgvlhxHQhmg2Xs=
-golang.org/x/crypto v0.35.0/go.mod h1:dy7dXNW32cAb/6/PRuTNsix8T+vJAqvuIy5Bli/x0YQ=
-golang.org/x/exp v0.0.0-20240719175910-8a7402abbf56 h1:2dVuKD2vS7b0QIHQbpyTISPd0LeHDbnYEryqj5Q1ug8=
-golang.org/x/exp v0.0.0-20240719175910-8a7402abbf56/go.mod h1:M4RDyNAINzryxdtnbRXRL/OHtkFuWGRjvuhBJpk2IlY=
+golang.org/x/crypto v0.39.0 h1:SHs+kF4LP+f+p14esP5jAoDpHU8Gu/v9lFRK6IT5imM=
+golang.org/x/crypto v0.39.0/go.mod h1:L+Xg3Wf6HoL4Bn4238Z6ft6KfEpN0tJGo53AAPC632U=
+golang.org/x/exp v0.0.0-20250218142911-aa4b98e5adaa h1:t2QcU6V556bFjYgu4L6C+6VrCPyJZ+eyRsABUPs1mz4=
+golang.org/x/exp v0.0.0-20250218142911-aa4b98e5adaa/go.mod h1:BHOTPb3L19zxehTsLoJXVaTktb06DFgmdW6Wb9s8jqk=
 golang.org/x/mod v0.6.0-dev.0.20220419223038-86c51ed26bb4/go.mod h1:jJ57K6gSWd91VN4djpZkiMVwK6gcyfeH4XE8wZrZaV4=
 golang.org/x/mod v0.8.0/go.mod h1:iBbtSCu2XBx23ZKBPSOrRkjjQPZFPuis4dIYUhu/chs=
 golang.org/x/mod v0.12.0/go.mod h1:iBbtSCu2XBx23ZKBPSOrRkjjQPZFPuis4dIYUhu/chs=
@@ -244,10 +280,10 @@ golang.org/x/net v0.15.0/go.mod h1:idbUs1IY1+zTqbi8yxTbhexhEEk5ur9LInksu6HrEpk=
 golang.org/x/net v0.21.0/go.mod h1:bIjVDfnllIU7BJ2DNgfnXvpSvtn8VRwhlsaeUTyUS44=
 golang.org/x/net v0.25.0/go.mod h1:JkAGAh7GEvH74S6FOH42FLoXpXbE/aqXSrIQjXgsiwM=
 golang.org/x/net v0.33.0/go.mod h1:HXLR5J+9DxmrqMwG9qjGCxZ+zKXxBru04zlTvWlWuN4=
-golang.org/x/net v0.36.0 h1:vWF2fRbw4qslQsQzgFqZff+BItCvGFQqKzKIzx1rmoA=
-golang.org/x/net v0.36.0/go.mod h1:bFmbeoIPfrw4sMHNhb4J9f6+tPziuGjq7Jk/38fxi1I=
-golang.org/x/oauth2 v0.27.0 h1:da9Vo7/tDv5RH/7nZDz1eMGS/q1Vv1N/7FCrBhI9I3M=
-golang.org/x/oauth2 v0.27.0/go.mod h1:onh5ek6nERTohokkhCD/y2cV4Do3fxFHFuAejCkRWT8=
+golang.org/x/net v0.41.0 h1:vBTly1HeNPEn3wtREYfy4GZ/NECgw2Cnl+nK6Nz3uvw=
+golang.org/x/net v0.41.0/go.mod h1:B/K4NNqkfmg07DQYrbwvSluqCJOOXwUjeb/5lOisjbA=
+golang.org/x/oauth2 v0.30.0 h1:dnDm7JmhM45NNpd8FDDeLhK6FwqbOf4MLCM9zb1BOHI=
+golang.org/x/oauth2 v0.30.0/go.mod h1:B++QgG3ZKulg6sRPGD/mqlHQs5rB3Ml9erfeDY7xKlU=
 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=
 golang.org/x/sync v0.1.0/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
@@ -255,8 +291,8 @@ golang.org/x/sync v0.3.0/go.mod h1:FU7BRWz2tNW+3quACPkgCx/L+uEAv1htQ0V83Z9Rj+Y=
 golang.org/x/sync v0.6.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
 golang.org/x/sync v0.7.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
 golang.org/x/sync v0.10.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
-golang.org/x/sync v0.11.0 h1:GGz8+XQP4FvTTrjZPzNKTMFtSXH80RAzG+5ghFPgK9w=
-golang.org/x/sync v0.11.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
+golang.org/x/sync v0.15.0 h1:KWH3jNZsfyT6xfAfKiz6MRNmd46ByHDYaZ7KSkCtdW8=
+golang.org/x/sync v0.15.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA=
 golang.org/x/sys v0.0.0-20190215142949-d0b11bdaac8a/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
 golang.org/x/sys v0.0.0-20191026070338-33540a1f6037/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20201119102817-f84b799fce68/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
@@ -273,8 +309,8 @@ golang.org/x/sys v0.12.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.17.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 golang.org/x/sys v0.20.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 golang.org/x/sys v0.28.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
-golang.org/x/sys v0.30.0 h1:QjkSwP/36a20jFYWkSue1YwXzLmsV5Gfq7Eiy72C1uc=
-golang.org/x/sys v0.30.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
+golang.org/x/sys v0.33.0 h1:q3i8TbbEz+JRD9ywIRlyRAQbM0qF7hu24q3teo2hbuw=
+golang.org/x/sys v0.33.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k=
 golang.org/x/telemetry v0.0.0-20240228155512-f48c80bd79b2/go.mod h1:TeRTkGYfJXctD9OcfyVLyj2J3IxLnKwHJR8f4D8a3YE=
 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=
@@ -284,8 +320,8 @@ golang.org/x/term v0.12.0/go.mod h1:owVbMEjm3cBLCHdkQu9b1opXd4ETQWc3BhuQGKgXgvU=
 golang.org/x/term v0.17.0/go.mod h1:lLRBjIVuehSbZlaOtGMbcMncT+aqLLLmKrsjNrUguwk=
 golang.org/x/term v0.20.0/go.mod h1:8UkIAJTvZgivsXaD6/pH6U9ecQzZ45awqEOzuCvwpFY=
 golang.org/x/term v0.27.0/go.mod h1:iMsnZpn0cago0GOrHO2+Y7u7JPn5AylBrcoWkElMTSM=
-golang.org/x/term v0.29.0 h1:L6pJp37ocefwRRtYPKSWOWzOtWSxVajvz2ldH/xi3iU=
-golang.org/x/term v0.29.0/go.mod h1:6bl4lRlvVuDgSf3179VpIxBF0o10JUpXWOnI7nErv7s=
+golang.org/x/term v0.32.0 h1:DR4lr0TjUs3epypdhTOkMmuF5CDFJ/8pOnbzMZPQ7bg=
+golang.org/x/term v0.32.0/go.mod h1:uZG1FhGx848Sqfsq4/DlJr3xGGsYMu/L5GW4abiaEPQ=
 golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
 golang.org/x/text v0.3.6/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
@@ -296,10 +332,10 @@ golang.org/x/text v0.13.0/go.mod h1:TvPlkZtksWOMsz7fbANvkp4WM8x/WCo/om8BMLbz+aE=
 golang.org/x/text v0.14.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU=
 golang.org/x/text v0.15.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU=
 golang.org/x/text v0.21.0/go.mod h1:4IBbMaMmOPCJ8SecivzSH54+73PCFmPWxNTLm+vZkEQ=
-golang.org/x/text v0.22.0 h1:bofq7m3/HAFvbF51jz3Q9wLg3jkvSPuiZu/pD1XwgtM=
-golang.org/x/text v0.22.0/go.mod h1:YRoo4H8PVmsu+E3Ou7cqLVH8oXWIHVoX0jqUWALQhfY=
-golang.org/x/time v0.10.0 h1:3usCWA8tQn0L8+hFJQNgzpWbd89begxN66o1Ojdn5L4=
-golang.org/x/time v0.10.0/go.mod h1:3BpzKBy/shNhVucY/MWOyx10tF3SFh9QdLuxbVysPQM=
+golang.org/x/text v0.26.0 h1:P42AVeLghgTYr4+xUnTRKDMqpar+PtX7KWuNQL21L8M=
+golang.org/x/text v0.26.0/go.mod h1:QK15LZJUUQVJxhz7wXgxSy/CJaTFjd0G+YLonydOVQA=
+golang.org/x/time v0.12.0 h1:ScB/8o8olJvc+CQPWrK3fPZNfh7qgwCrY0zJmoEQLSE=
+golang.org/x/time v0.12.0/go.mod h1:CDIdPxbZBQxdj6cxyCIdrNogrJKMJ7pr37NYpMcMDSg=
 golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 golang.org/x/tools v0.0.0-20191119224855-298f0cb1881e/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
 golang.org/x/tools v0.1.12/go.mod h1:hNGJHUnrk76NpqgfD5Aqm5Crs+Hm0VOH/i9J2+nxYbc=
@@ -307,16 +343,18 @@ golang.org/x/tools v0.6.0/go.mod h1:Xwgl3UAJ/d3gWutnCtw505GrjyAbvKui8lOU390QaIU=
 golang.org/x/tools v0.13.0/go.mod h1:HvlwmtVNQAhOuCjW7xxvovg8wbNq7LwfXh/k7wXUl58=
 golang.org/x/tools v0.21.1-0.20240508182429-e35e4ccd0d2d/go.mod h1:aiJjzUbINMkxbQROHiO6hDPo2LHcIPhhQsa9DLh0yGk=
 golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
-google.golang.org/api v0.223.0 h1:JUTaWEriXmEy5AhvdMgksGGPEFsYfUKaPEYXd4c3Wvc=
-google.golang.org/api v0.223.0/go.mod h1:C+RS7Z+dDwds2b+zoAk5hN/eSfsiCn0UDrYof/M4d2M=
-google.golang.org/genproto/googleapis/api v0.0.0-20250224174004-546df14abb99 h1:ilJhrCga0AptpJZXmUYG4MCrx/zf3l1okuYz7YK9PPw=
-google.golang.org/genproto/googleapis/api v0.0.0-20250224174004-546df14abb99/go.mod h1:Xsh8gBVxGCcbV8ZeTB9wI5XPyZ5RvC6V3CTeeplHbiA=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20250224174004-546df14abb99 h1:ZSlhAUqC4r8TPzqLXQ0m3upBNZeF+Y8jQ3c4CR3Ujms=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20250224174004-546df14abb99/go.mod h1:LuRYeWDFV6WOn90g357N17oMCaxpgCnbi/44qJvDn2I=
-google.golang.org/grpc v1.70.0 h1:pWFv03aZoHzlRKHWicjsZytKAiYCtNS0dHbXnIdq7jQ=
-google.golang.org/grpc v1.70.0/go.mod h1:ofIJqVKDXx/JiXrwr2IG4/zwdH9txy3IlF40RmcJSQw=
-google.golang.org/protobuf v1.36.5 h1:tPhr+woSbjfYvY6/GPufUoYizxw1cF/yFoxJ2fmpwlM=
-google.golang.org/protobuf v1.36.5/go.mod h1:9fA7Ob0pmnwhb644+1+CVWFRbNajQ6iRojtC/QF5bRE=
+google.golang.org/api v0.236.0 h1:CAiEiDVtO4D/Qja2IA9VzlFrgPnK3XVMmRoJZlSWbc0=
+google.golang.org/api v0.236.0/go.mod h1:X1WF9CU2oTc+Jml1tiIxGmWFK/UZezdqEu09gcxZAj4=
+google.golang.org/genproto v0.0.0-20250505200425-f936aa4a68b2 h1:1tXaIXCracvtsRxSBsYDiSBN0cuJvM7QYW+MrpIRY78=
+google.golang.org/genproto v0.0.0-20250505200425-f936aa4a68b2/go.mod h1:49MsLSx0oWMOZqcpB3uL8ZOkAh1+TndpJ8ONoCBWiZk=
+google.golang.org/genproto/googleapis/api v0.0.0-20250603155806-513f23925822 h1:oWVWY3NzT7KJppx2UKhKmzPq4SRe0LdCijVRwvGeikY=
+google.golang.org/genproto/googleapis/api v0.0.0-20250603155806-513f23925822/go.mod h1:h3c4v36UTKzUiuaOKQ6gr3S+0hovBtUrXzTG/i3+XEc=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20250603155806-513f23925822 h1:fc6jSaCT0vBduLYZHYrBBNY4dsWuvgyff9noRNDdBeE=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20250603155806-513f23925822/go.mod h1:qQ0YXyHHx3XkvlzUtpXDkS29lDSafHMZBAZDc03LQ3A=
+google.golang.org/grpc v1.73.0 h1:VIWSmpI2MegBtTuFt5/JWy2oXxtjJ/e89Z70ImfD2ok=
+google.golang.org/grpc v1.73.0/go.mod h1:50sbHOUqWoCQGI8V2HQLJM0B+LMlIUjNSZmow7EVBQc=
+google.golang.org/protobuf v1.36.6 h1:z1NpPI8ku2WgiWnf+t9wTPsn6eP1L7ksHUlkfLvd9xY=
+google.golang.org/protobuf v1.36.6/go.mod h1:jduwjTPXsFjZGTmRluh+L6NjiWu7pchiJ2/5YcXBHnY=
 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=

nix/pkgs/fabric/default.nix

@@ -1,6 +1,8 @@
 {
   lib,
   buildGoApplication,
+  go,
+  installShellFiles,
 }:
 
 buildGoApplication {
@@ -17,6 +19,15 @@ buildGoApplication {
     "-w"
   ];
 
+  inherit go;
+
+  nativeBuildInputs = [ installShellFiles ];
+  postInstall = ''
+    installShellCompletion --zsh ./completions/_fabric
+    installShellCompletion --bash ./completions/fabric.bash
+    installShellCompletion --fish ./completions/fabric.fish
+  '';
+
   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";

nix/pkgs/fabric/gomod2nix.toml

@@ -2,32 +2,32 @@ schema = 3
 
 [mod]
   [mod."cloud.google.com/go"]
-    version = "v0.118.3"
-    hash = "sha256-y3YHioDLx9/asf2AWuincnq4BVO2S/GQFxpa1dEpxKs="
+    version = "v0.121.2"
+    hash = "sha256-BCgGHxKti8slH98UDDurtgzX3lgcYEklsmj4ImPpwlc="
   [mod."cloud.google.com/go/ai"]
-    version = "v0.10.0"
-    hash = "sha256-huE2q1HBA6d9FQ152HFQhOe9fX0QlLFVuFO3XAfln8U="
+    version = "v0.12.1"
+    hash = "sha256-wg3oLMS68E/v7EdNzywbjwEmpk+u6U8LTnIc1pq8edo="
   [mod."cloud.google.com/go/auth"]
-    version = "v0.15.0"
-    hash = "sha256-N9xjLPDLhG5cqUx94tNccv74Q/fIlukWU6NbWpuNi+I="
+    version = "v0.16.2"
+    hash = "sha256-BAU9WGFKe0pd5Eu3l/Mbts+QeCOjS+lChr5hrPBCzdA="
   [mod."cloud.google.com/go/auth/oauth2adapt"]
-    version = "v0.2.7"
-    hash = "sha256-U+pXaY0kPnSeBzHWxELZ75bZnb74nygwIVZDdXYcP5g="
+    version = "v0.2.8"
+    hash = "sha256-GoXFqAbp1WO1tDj07PF5EyxDYvCBP0l0qwxY2oV2hfc="
   [mod."cloud.google.com/go/compute/metadata"]
-    version = "v0.6.0"
-    hash = "sha256-E8/cwio4xR8buCryR4HwR7+agb4M3zqgXSm7rBglmIY="
+    version = "v0.7.0"
+    hash = "sha256-jJZDW+hibqjMiY8OiJhgJALbGwEq+djLOxfYR7upQyE="
   [mod."cloud.google.com/go/longrunning"]
-    version = "v0.6.4"
-    hash = "sha256-Q0JtsyxSgVwi91ZhvefpAq8fKbblRrtQ2bQhQYiTY48="
+    version = "v0.6.7"
+    hash = "sha256-9I0Nc2KWAEVoxDngNkqFUdASmZIAySfMEELlPh3Q3xA="
   [mod."dario.cat/mergo"]
-    version = "v1.0.1"
-    hash = "sha256-wcG6+x0k6KzOSlaPA+1RFxa06/RIAePJTAjjuhLbImw="
+    version = "v1.0.2"
+    hash = "sha256-p6jdiHlLEfZES8vJnDywG4aVzIe16p0CU6iglglIweA="
   [mod."github.com/Microsoft/go-winio"]
     version = "v0.6.2"
     hash = "sha256-tVNWDUMILZbJvarcl/E7tpSnkn7urqgSHa2Eaka5vSU="
   [mod."github.com/ProtonMail/go-crypto"]
-    version = "v1.1.5"
-    hash = "sha256-N5Zn0f/NF3ezyGou2kRw9BwM25feJqnp7TPkRt6oK6I="
+    version = "v1.3.0"
+    hash = "sha256-TUG+C4MyeWglOmiwiW2/NUVurFHXLgEPRd3X9uQ1NGI="
   [mod."github.com/anaskhan96/soup"]
     version = "v1.2.5"
     hash = "sha256-t8yCyK2y7x2qaI/3Yw16q3zVFqu+3acLcPgTr1MIKWg="
@@ -35,23 +35,71 @@ schema = 3
     version = "v1.3.3"
     hash = "sha256-jv7ZshpSd7FZzKKN6hqlUgiR8C3y85zNIS/hq7g76Ho="
   [mod."github.com/anthropics/anthropic-sdk-go"]
-    version = "v0.2.0-alpha.11"
-    hash = "sha256-0wl62e6AVhDY3KkoYrfAHFtBrwNC4nzqrR55iyCJlwk="
+    version = "v1.4.0"
+    hash = "sha256-4kwFw9gt/sRIlTo0fC2PbfLnCyc4lCOtmfQelhpORX8="
   [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/aws/aws-sdk-go-v2"]
+    version = "v1.36.4"
+    hash = "sha256-Cpdphp8FQUbQlhAYvtPKDh1oZc84+/0bzLlx8CM1/BM="
+  [mod."github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream"]
+    version = "v1.6.10"
+    hash = "sha256-9+ZMhWxtsm7ZtZCjBV5PZkOR5rt3bCOznuv45Iwf55c="
+  [mod."github.com/aws/aws-sdk-go-v2/config"]
+    version = "v1.27.27"
+    hash = "sha256-jQmc1lJmVeTezSeFs6KL2HAvCkP9ZWMdVbG5ymJQrKs="
+  [mod."github.com/aws/aws-sdk-go-v2/credentials"]
+    version = "v1.17.27"
+    hash = "sha256-7ITZjIF0ZmmCG3u5d88IfsAj0KF1IFm9KhWFlC6RtQo="
+  [mod."github.com/aws/aws-sdk-go-v2/feature/ec2/imds"]
+    version = "v1.16.11"
+    hash = "sha256-uedtRd/SIcFJlYZg1jtJdIJViZq1Poks9/J2Bm9/Ehw="
+  [mod."github.com/aws/aws-sdk-go-v2/internal/configsources"]
+    version = "v1.3.35"
+    hash = "sha256-AyQ+eJvyhahypIAqPScdkn44MYwBcr9iyrMC1BRSeZI="
+  [mod."github.com/aws/aws-sdk-go-v2/internal/endpoints/v2"]
+    version = "v2.6.35"
+    hash = "sha256-c8K+Nk5XrFMWaaxVsyhKgyJBZhs3Hkhjr/dIDXWZfSQ="
+  [mod."github.com/aws/aws-sdk-go-v2/internal/ini"]
+    version = "v1.8.0"
+    hash = "sha256-v76jTAr4rEgS5en49ikLh6nuvclN+VjpOPj83ZQ3sLo="
+  [mod."github.com/aws/aws-sdk-go-v2/service/bedrock"]
+    version = "v1.34.1"
+    hash = "sha256-OK7t+ieq4pviCnnhfSytANBF5Lwdz4KxjN10CC5pXyY="
+  [mod."github.com/aws/aws-sdk-go-v2/service/bedrockruntime"]
+    version = "v1.30.0"
+    hash = "sha256-MsEQfbqIREtMikRFqBpLCqdAC4gfgPSNbk08k5OJTbo="
+  [mod."github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding"]
+    version = "v1.11.3"
+    hash = "sha256-TRhoRd7iY7K+pfdkSQLItyr52k2jO4TMYQ5vRGiOOMk="
+  [mod."github.com/aws/aws-sdk-go-v2/service/internal/presigned-url"]
+    version = "v1.11.17"
+    hash = "sha256-eUoYDAXcQNzCmwjXO9RWhrt0jGYlSjt2vQOlAlpIfoE="
+  [mod."github.com/aws/aws-sdk-go-v2/service/sso"]
+    version = "v1.22.4"
+    hash = "sha256-Q3tyDdJVq0BAstOYvCKPvNS4EHkhXt1pL/23KPQJMHM="
+  [mod."github.com/aws/aws-sdk-go-v2/service/ssooidc"]
+    version = "v1.26.4"
+    hash = "sha256-cPv6nmVPOjMUZjN2IeEiYQSzLeAOrfgGnSSvvhJ6iL4="
+  [mod."github.com/aws/aws-sdk-go-v2/service/sts"]
+    version = "v1.30.3"
+    hash = "sha256-4z/K4GPW9osiNM3SxFNZYsVPnSSU50Iuv29Sb2n4Fbk="
+  [mod."github.com/aws/smithy-go"]
+    version = "v1.22.2"
+    hash = "sha256-YdwVeW509cpqU357MjDM8ReL1vftkW8XIhSbJsbTh/s="
   [mod."github.com/bytedance/sonic"]
-    version = "v1.12.9"
-    hash = "sha256-smlXGC4n6fkOiVR+A3VGd71xp+cYo42MSHuWq7H3jew="
+    version = "v1.13.3"
+    hash = "sha256-Nnt5b2NkIvSXhGERQmyI0ka28hbWi7A7Zn3dsAjPcEA="
   [mod."github.com/bytedance/sonic/loader"]
-    version = "v0.2.3"
-    hash = "sha256-c0m1nl1jv76LVaUgFFNjZU9jss/hoSWXyCRimhRWYjM="
+    version = "v0.2.4"
+    hash = "sha256-rv9LnePpm4OspSVbfSoVbohXzhu+dxE1BH1gm3mTmTc="
   [mod."github.com/cloudflare/circl"]
-    version = "v1.6.0"
-    hash = "sha256-a+SVfnHYC8Fb+NQLboNg5P9sry+WutzuNetVHFVAAo0="
+    version = "v1.6.1"
+    hash = "sha256-Dc69V12eIFnJoUNmwg6VKXHfAMijbAeEVSDe8AiOaLo="
   [mod."github.com/cloudwego/base64x"]
     version = "v0.1.5"
     hash = "sha256-MyUYTveN48DhnL8mwAgCRuMExLct98uzSPsmYlfaa4I="
@@ -68,14 +116,14 @@ schema = 3
     version = "v1.0.4"
     hash = "sha256-c1JKoRSndwwOyOxq9ddCe+8qn7mG9uRq2o/822x5O/c="
   [mod."github.com/gabriel-vasile/mimetype"]
-    version = "v1.4.8"
-    hash = "sha256-ElqfQtnoGHyVqtN0mJjeWakQ6N5x+nVaX3+uOV7Q5Xk="
+    version = "v1.4.9"
+    hash = "sha256-75uELLqb01djHTe7KdXvUidBK7SuejarYouEUuxaj8Q="
   [mod."github.com/gin-contrib/sse"]
-    version = "v1.0.0"
-    hash = "sha256-xnaabOxDN+ojnHQC7mHd/876Z9nWFScW+JrMm1HWREw="
+    version = "v1.1.0"
+    hash = "sha256-2VP6zHEsPi0u2ZYpOTcLulwj1Gsmb6oA19qcP2/AzVM="
   [mod."github.com/gin-gonic/gin"]
-    version = "v1.10.0"
-    hash = "sha256-esJasHrJtuTBwGPGAoc/XSb428J8va+tPGcZ0gTfsgc="
+    version = "v1.10.1"
+    hash = "sha256-D98+chAdjb6JcLPkscOr8TgTW87UqA4h3cnY0XIr16c="
   [mod."github.com/go-git/gcfg"]
     version = "v1.5.1-0.20230307220236-3a3c6141e376"
     hash = "sha256-f4k0gSYuo0/q3WOoTxl2eFaj7WZpdz29ih6CKc8Ude8="
@@ -83,11 +131,11 @@ schema = 3
     version = "v5.6.2"
     hash = "sha256-VgbxcLkHjiSyRIfKS7E9Sn8OynCrMGUDkwFz6K2TVL4="
   [mod."github.com/go-git/go-git/v5"]
-    version = "v5.13.2"
-    hash = "sha256-voZQHN2OSYcoQF2bIjsdRrHT5NohZ/8q9RrmY7j2Lbc="
+    version = "v5.16.2"
+    hash = "sha256-KdOf4KwJAJUIB/EcQH6wc7jpcABCISWur3vOTpAo+/c="
   [mod."github.com/go-logr/logr"]
-    version = "v1.4.2"
-    hash = "sha256-/W6qGilFlZNTb9Uq48xGZ4IbsVeSwJiAMLw4wiNYHLI="
+    version = "v1.4.3"
+    hash = "sha256-Nnp/dEVNMxLp3RSPDHZzGbI8BkSNuZMX0I0cjWKXXLA="
   [mod."github.com/go-logr/stdr"]
     version = "v1.2.2"
     hash = "sha256-rRweAP7XIb4egtT1f2gkz4sYOu7LDHmcJ5iNsJUd0sE="
@@ -98,8 +146,8 @@ schema = 3
     version = "v0.18.1"
     hash = "sha256-2/B2qP51zfiY+k8G0w0D03KXUc7XpWj6wKY7NjNP/9E="
   [mod."github.com/go-playground/validator/v10"]
-    version = "v10.25.0"
-    hash = "sha256-198CQ0f+WC7UNxCCPg6rpogez6c5ivpignJNhx+z0W4="
+    version = "v10.26.0"
+    hash = "sha256-/jMKICp8LTcJVt+b4YRTnJM84r7HK6aT0oqO7Q8SRs8="
   [mod."github.com/go-shiori/dom"]
     version = "v0.0.0-20230515143342-73569d674e1c"
     hash = "sha256-4lm9KZfR2XnfZU9KTG+4jqLYZqbfL74AMO4y3dKpIbg="
@@ -116,8 +164,8 @@ schema = 3
     version = "v0.0.0-20241129210726-2c02b8208cf8"
     hash = "sha256-AdLZ3dJLe/yduoNvZiXugZxNfmwJjNQyQGsIdzYzH74="
   [mod."github.com/google/generative-ai-go"]
-    version = "v0.19.0"
-    hash = "sha256-x2K1nkRwtne9MeP5B8FpwavYqQx564go5LzmcBJ0KT4="
+    version = "v0.20.1"
+    hash = "sha256-9bSpEs4kByhgyTKiHdOY5muYjGBTluA1LvEjw2gSoLI="
   [mod."github.com/google/s2a-go"]
     version = "v0.1.9"
     hash = "sha256-0AdSpSTso4bATmM/9qamWzKrVtOLDf7afvDhoiT/UpA="
@@ -125,11 +173,11 @@ schema = 3
     version = "v1.6.0"
     hash = "sha256-VWl9sqUzdOuhW0KzQlv0gwwUQClYkmZwSydHG2sALYw="
   [mod."github.com/googleapis/enterprise-certificate-proxy"]
-    version = "v0.3.4"
-    hash = "sha256-RVHWa0I68CTegjlXnM/GlishoZhmmwG4z+9KBucAJ1A="
+    version = "v0.3.6"
+    hash = "sha256-hPMF0s+X4/ul98GvVuw/ZNOupEXhIDB1yvWymZWYEbU="
   [mod."github.com/googleapis/gax-go/v2"]
-    version = "v2.14.1"
-    hash = "sha256-iRS/KsAVTePrvTlwA7vKcQnwY6Jz329WdgzFw0hF8wk="
+    version = "v2.14.2"
+    hash = "sha256-QyY7wuCkrOJCJIf9Q884KD/BC3vk/QtQLXeLeNPt750="
   [mod."github.com/jbenet/go-context"]
     version = "v0.0.0-20150711004518-d14ea06fba99"
     hash = "sha256-VANNCWNNpARH/ILQV9sCQsBWgyL2iFT+4AHZREpxIWE="
@@ -161,8 +209,8 @@ schema = 3
     version = "v1.0.2"
     hash = "sha256-+W9EIW7okXIXjWEgOaMh58eLvBZ7OshW2EhaIpNLSBU="
   [mod."github.com/ollama/ollama"]
-    version = "v0.5.12"
-    hash = "sha256-Uf4GZdD77RZ5KJtz3iYVRDVCHqEh0UEihzquO4/nrss="
+    version = "v0.9.0"
+    hash = "sha256-r2eU+kMG3tuJy2B43RXsfmeltzM9t05NEmNiJAW5qr4="
   [mod."github.com/otiai10/copy"]
     version = "v1.14.1"
     hash = "sha256-8RR7u17SbYg9AeBXVHIv5ZMU+kHmOcx0rLUKyz6YtU0="
@@ -170,8 +218,8 @@ schema = 3
     version = "v1.6.3"
     hash = "sha256-/FT3dYP2+UiW/qe1pxQ7HiS8et4+KHGPIMhc+8mHvzw="
   [mod."github.com/pelletier/go-toml/v2"]
-    version = "v2.2.3"
-    hash = "sha256-fE++SVgnCGdnFZoROHWuYjIR7ENl7k9KKxQrRTquv/o="
+    version = "v2.2.4"
+    hash = "sha256-8qQIPldbsS5RO8v/FW/se3ZsAyvLzexiivzJCbGRg2Q="
   [mod."github.com/pjbgf/sha1cd"]
     version = "v0.3.2"
     hash = "sha256-jdbiRhU8xc1C5c8m7BSCj71PUXHY3f7TWFfxDKKpUMk="
@@ -182,14 +230,14 @@ schema = 3
     version = "v1.0.0"
     hash = "sha256-/FtmHnaGjdvEIKAJtrUfEhV7EVo5A/eYrtdnUkuxLDA="
   [mod."github.com/samber/lo"]
-    version = "v1.49.1"
-    hash = "sha256-xMQS9Sx2Bpvwo/9JvSVkJ4RXYOSHm642WRqWA6y0AnU="
+    version = "v1.50.0"
+    hash = "sha256-KDFks82BKu39sGt0f972IyOkohV2U0r1YvsnlNLdugY="
   [mod."github.com/sashabaranov/go-openai"]
-    version = "v1.38.0"
-    hash = "sha256-p6C/7oTWgnRjZLNrLLdIzaXvm+1WCrUd1fjZkjuiz1s="
+    version = "v1.40.1"
+    hash = "sha256-GkToonIIF3GG+lwev1lJQ9rAAPJDjSaOkoXRC3OOlEA="
   [mod."github.com/sergi/go-diff"]
-    version = "v1.3.2-0.20230802210424-5b0b94c5c0d3"
-    hash = "sha256-UcLU83CPMbSoKI8RLvLJ7nvGaE2xRSL1RjoHCVkMzUM="
+    version = "v1.4.0"
+    hash = "sha256-rs9NKpv/qcQEMRg7CmxGdP4HGuFdBxlpWf9LbA9wS4k="
   [mod."github.com/skeema/knownhosts"]
     version = "v1.3.1"
     hash = "sha256-kjqQDzuncQNTuOYegqVZExwuOt/Z73m2ST7NZFEKixI="
@@ -212,8 +260,8 @@ schema = 3
     version = "v0.15.1"
     hash = "sha256-HLk6oUe7EoITrNvP0y8D6BtIgIcmDZYtb/xl/dufIoY="
   [mod."github.com/ugorji/go/codec"]
-    version = "v1.2.12"
-    hash = "sha256-sp1LJ93UK7mFwgZqG8jxCgTCPgKR74HNU6XxX0Jfjm0="
+    version = "v1.2.14"
+    hash = "sha256-PoVXlCBE8SvMWpXx9FRsQOSAmE/+5SnPGr4m5BGoyIo="
   [mod."github.com/xanzy/ssh-agent"]
     version = "v0.3.3"
     hash = "sha256-l3pGB6IdzcPA/HLk93sSN6NM2pKPy+bVOoacR5RC2+c="
@@ -221,59 +269,59 @@ schema = 3
     version = "v1.1.0"
     hash = "sha256-cA9qCCu8P1NSJRxgmpfkfa5rKyn9X+Y/9FSmSd5xjyo="
   [mod."go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc"]
-    version = "v0.59.0"
-    hash = "sha256-jItb6nG5/urw6Pv3zb8i5ywianqTQfrheyAIsPIQcnY="
+    version = "v0.61.0"
+    hash = "sha256-o5w9k3VbqP3gaXI3Aelw93LLHH53U4PnkYVwc3MaY3Y="
   [mod."go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp"]
-    version = "v0.59.0"
-    hash = "sha256-zeC30S2MV7W2xxS5rVfPGhZO4jcdPpxxfy3QvBkt/pQ="
+    version = "v0.61.0"
+    hash = "sha256-4pfXD7ErXhexSynXiEEQSAkWoPwHd7PEDE3M1Zi5gLM="
   [mod."go.opentelemetry.io/otel"]
-    version = "v1.34.0"
-    hash = "sha256-hnuuTSxaf9yMO/23xWdcTGNzvnnJiqUiL4nzYwUV5bc="
+    version = "v1.36.0"
+    hash = "sha256-j8wojdCtKal3LKojanHA8KXXQ0FkbWONpO8tUxpJDko="
   [mod."go.opentelemetry.io/otel/metric"]
-    version = "v1.34.0"
-    hash = "sha256-JklGKJiMf1fpsE9pmnuLUq26g6wVp173v4GWJ7Xp5s4="
+    version = "v1.36.0"
+    hash = "sha256-z6Uqi4HhUljWIYd58svKK5MqcGbpcac+/M8JeTrUtJ8="
   [mod."go.opentelemetry.io/otel/trace"]
-    version = "v1.34.0"
-    hash = "sha256-u11KJ4WTDtcb0tVv7d/HOdhq8Ea+c1QPBO8MbsCQu9Q="
+    version = "v1.36.0"
+    hash = "sha256-owWD9x1lp8aIJqYt058BXPUsIMHdk3RI0escso0BxwA="
   [mod."golang.org/x/arch"]
-    version = "v0.14.0"
-    hash = "sha256-9akWthLBB+Au/JIg3WKcSx1YAfHEHOCnQF62sJoMJG4="
+    version = "v0.18.0"
+    hash = "sha256-tUpUPERjmRi7zldj0oPlnbnBhEkcI9iQGvP1HqlsK10="
   [mod."golang.org/x/crypto"]
-    version = "v0.35.0"
-    hash = "sha256-XT1VU0+m1nZbhrMYXN2+eaKBlScfiT4bCBgXu4mfa1Q="
+    version = "v0.39.0"
+    hash = "sha256-FtwjbVoAhZkx7F2hmzi9Y0J87CVVhWcrZzun+zWQLzc="
   [mod."golang.org/x/net"]
-    version = "v0.36.0"
-    hash = "sha256-2c9AvnizBMCaqKPzwF2IMlRfvjRNDFmxIYhrgZjhOm0="
+    version = "v0.41.0"
+    hash = "sha256-6/pi8rNmGvBFzkJQXkXkMfL1Bjydhg3BgAMYDyQ/Uvg="
   [mod."golang.org/x/oauth2"]
-    version = "v0.27.0"
-    hash = "sha256-TBKV2c/m0SgPqrJSE0ltJXfImrYPafNuziLN25jgsYY="
-  [mod."golang.org/x/sync"]
-    version = "v0.11.0"
-    hash = "sha256-5ZBfDJvNaUBM4Vhk0fgYblCGL3eBxiJL85nIE8LiKl0="
-  [mod."golang.org/x/sys"]
     version = "v0.30.0"
-    hash = "sha256-BuhWtwDkciVioc03rxty6G2vcZVnPX85lI7tgQOFVP8="
+    hash = "sha256-btD7BUtQpOswusZY5qIU90uDo38buVrQ0tmmQ8qNHDg="
+  [mod."golang.org/x/sync"]
+    version = "v0.15.0"
+    hash = "sha256-Jf4ehm8H8YAWY6mM151RI5CbG7JcOFtmN0AZx4bE3UE="
+  [mod."golang.org/x/sys"]
+    version = "v0.33.0"
+    hash = "sha256-wlOzIOUgAiGAtdzhW/KPl/yUVSH/lvFZfs5XOuJ9LOQ="
   [mod."golang.org/x/text"]
-    version = "v0.22.0"
-    hash = "sha256-kUwLNFk9K/YuWmO5/u2IshrmhT2CCuk+mAShSlTTeZo="
+    version = "v0.26.0"
+    hash = "sha256-N+27nBCyGvje0yCTlUzZoVZ0LRxx4AJ+eBlrFQVRlFQ="
   [mod."golang.org/x/time"]
-    version = "v0.10.0"
-    hash = "sha256-vnlAME3gDR6R4cbCmSYAlR1Rjc0yUpkufTOPNvCdf6Q="
+    version = "v0.12.0"
+    hash = "sha256-Cp3oxrCMH2wyxjzr5SHVmyhgaoUuSl56Uy00Q7DYEpw="
   [mod."google.golang.org/api"]
-    version = "v0.223.0"
-    hash = "sha256-sNLRocS4vcjPj0vsInI/ioZ29rSVdGD0bGz8ZzBSbus="
+    version = "v0.236.0"
+    hash = "sha256-tP1RSUSnQ4a0axgZQwEZgKF1E13nL02FSP1NPSZr0Rc="
   [mod."google.golang.org/genproto/googleapis/api"]
-    version = "v0.0.0-20250224174004-546df14abb99"
-    hash = "sha256-8er5KyVDLmuuOZEDd8cHHTkpb/JifejdHwcHfqAD83o="
+    version = "v0.0.0-20250603155806-513f23925822"
+    hash = "sha256-0CS432v9zVhkVLqFpZtxBX8rvVqP67lb7qQ3es7RqIU="
   [mod."google.golang.org/genproto/googleapis/rpc"]
-    version = "v0.0.0-20250224174004-546df14abb99"
-    hash = "sha256-l/2ByVhr10DBqSp5y1d8mtEY3++RUZKg89FCEptT0nQ="
+    version = "v0.0.0-20250603155806-513f23925822"
+    hash = "sha256-WK7iDtAhH19NPe3TywTQlGjDawNaDKWnxhFL9PgVUwM="
   [mod."google.golang.org/grpc"]
-    version = "v1.70.0"
-    hash = "sha256-7SCJx6Y35O/0P3cFtELDXrOSOb+HshxaTQYdzv2gVmg="
+    version = "v1.73.0"
+    hash = "sha256-LfVlwip++q2DX70RU6CxoXglx1+r5l48DwlFD05G11c="
   [mod."google.golang.org/protobuf"]
-    version = "v1.36.5"
-    hash = "sha256-isupBiQUrKPEFzK94k5cgzM3Ab5fMXp352/zcsXV1JU="
+    version = "v1.36.6"
+    hash = "sha256-lT5qnefI5FDJnowz9PEkAGylH3+fE+A3DJDkAyy9RMc="
   [mod."gopkg.in/warnings.v0"]
     version = "v0.1.2"
     hash = "sha256-ATVL9yEmgYbkJ1DkltDGRn/auGAjqGOfjQyBYyUo8s8="

nix/pkgs/fabric/version.nix

@@ -1 +1 @@
-"1.4.173"
+"1.4.207"

nix/shell.nix

@@ -2,12 +2,13 @@
   pkgs,
   gomod2nix,
   goEnv,
+  goVersion,
 }:
 
 {
   default = pkgs.mkShell {
     nativeBuildInputs = [
-      pkgs.go
+      goVersion
       pkgs.gopls
       pkgs.gotools
       pkgs.go-tools

patterns/analyze_paper_simple/system.md

@@ -0,0 +1,122 @@
+# IDENTITY and PURPOSE
+
+You are a research paper analysis service focused on determining the primary findings of the paper and analyzing its scientific rigor and quality.
+
+Take a deep breath and think step by step about how to best accomplish this goal using the following steps.
+
+# STEPS
+
+- Consume the entire paper and think deeply about it.
+
+- Map out all the claims and implications on a virtual whiteboard in your mind.
+
+# FACTORS TO CONSIDER
+
+- Extract a summary of the paper and its conclusions into a 25-word sentence called SUMMARY.
+
+- Extract the list of authors in a section called AUTHORS.
+
+- Extract the list of organizations the authors are associated, e.g., which university they're at, with in a section called AUTHOR ORGANIZATIONS.
+
+- Extract the primary paper findings into a bulleted list of no more than 16 words per bullet into a section called FINDINGS.
+
+- Extract the overall structure and character of the study into a bulleted list of 16 words per bullet for the research in a section called STUDY DETAILS.
+
+- Extract the study quality by evaluating the following items in a section called STUDY QUALITY that has the following bulleted sub-sections:
+
+- STUDY DESIGN: (give a 15 word description, including the pertinent data and statistics.)
+
+- SAMPLE SIZE: (give a 15 word description, including the pertinent data and statistics.)
+
+- CONFIDENCE INTERVALS (give a 15 word description, including the pertinent data and statistics.)
+
+- P-VALUE (give a 15 word description, including the pertinent data and statistics.)
+
+- EFFECT SIZE (give a 15 word description, including the pertinent data and statistics.)
+
+- CONSISTENCE OF RESULTS (give a 15 word description, including the pertinent data and statistics.)
+
+- METHODOLOGY TRANSPARENCY (give a 15 word description of the methodology quality and documentation.)
+
+- STUDY REPRODUCIBILITY (give a 15 word description, including how to fully reproduce the study.)
+
+- Data Analysis Method (give a 15 word description, including the pertinent data and statistics.)
+
+- Discuss any Conflicts of Interest in a section called CONFLICTS OF INTEREST. Rate the conflicts of interest as NONE DETECTED, LOW, MEDIUM, HIGH, or CRITICAL.
+
+- Extract the researcher's analysis and interpretation in a section called RESEARCHER'S INTERPRETATION, in a 15-word sentence.
+
+- In a section called PAPER QUALITY output the following sections:
+
+- Novelty: 1 - 10 Rating, followed by a 15 word explanation for the rating.
+
+- Rigor: 1 - 10 Rating, followed by a 15 word explanation for the rating.
+
+- Empiricism: 1 - 10 Rating, followed by a 15 word explanation for the rating.
+
+- Rating Chart: Create a chart like the one below that shows how the paper rates on all these dimensions. 
+
+- Known to Novel is how new and interesting and surprising the paper is on a scale of 1 - 10.
+
+- Weak to Rigorous is how well the paper is supported by careful science, transparency, and methodology on a scale of 1 - 10.
+
+- Theoretical to Empirical is how much the paper is based on purely speculative or theoretical ideas or actual data on a scale of 1 - 10. Note: Theoretical papers can still be rigorous and novel and should not be penalized overall for being Theoretical alone.
+
+EXAMPLE CHART for 7, 5, 9 SCORES (fill in the actual scores):
+
+Known         [------7---]    Novel
+Weak          [----5-----]    Rigorous
+Theoretical   [--------9-]     Empirical
+
+END EXAMPLE CHART
+
+- FINAL SCORE:
+
+- A - F based on the scores above, conflicts of interest, and the overall quality of the paper. On a separate line, give a 15-word explanation for the grade.
+
+- SUMMARY STATEMENT:
+
+A final 25-word summary of the paper, its findings, and what we should do about it if it's true.
+
+# RATING NOTES
+
+- If the paper makes claims and presents stats but doesn't show how it arrived at these stats, then the Methodology Transparency would be low, and the RIGOR score should be lowered as well.
+
+- An A would be a paper that is novel, rigorous, empirical, and has no conflicts of interest.
+
+- A paper could get an A if it's theoretical but everything else would have to be perfect.
+
+- The stronger the claims the stronger the evidence needs to be, as well as the transparency into the methodology. If the paper makes strong claims, but the evidence or transparency is weak, then the RIGOR score should be lowered.
+
+- Remove at least 1 grade (and up to 2) for papers where compelling data is provided but it's not clear what exact tests were run and/or how to reproduce those tests. 
+
+- Do not relax this transparency requirement for papers that claim security reasons.
+
+- If a paper does not clearly articulate its methodology in a way that's replicable, lower the RIGOR and overall score significantly.
+
+- Remove up to 1-3 grades for potential conflicts of interest indicated in the report.
+
+- Ensure the scoring looks closely at the reproducibility and transparency of the methodology, and that it doesn't give a pass to papers that don't provide the data or methodology for safety or other reasons.
+
+# OUTPUT INSTRUCTIONS
+
+Output only the following—not all the sections above.
+
+Use Markdown bullets with dashes for the output (no bold or italics (asterisks)).
+
+- The Title of the Paper, starting with the word TITLE:
+- A 16-word sentence summarizing the paper's main claim, in the style of Paul Graham, starting with the word SUMMARY: which is not part of the 16 words.
+- A 32-word summary of the implications stated or implied by the paper, in the style of Paul Graham, starting with the word IMPLICATIONS: which is not part of the 32 words.
+- A 32-word summary of the primary recommendation stated or implied by the paper, in the style of Paul Graham, starting with the word RECOMMENDATION: which is not part of the 32 words.
+- A 32-word bullet covering the authors of the paper and where they're out of, in the style of Paul Graham, starting with the word AUTHORS: which is not part of the 32 words.
+- A 32-word bullet covering the methodology, including the type of research, how many studies it looked at, how many experiments, the p-value, etc. In other words the various aspects of the research that tell us the amount and type of rigor that went into the paper, in the style of Paul Graham, starting with the word METHODOLOGY: which is not part of the 32 words.
+- A 32-word bullet covering any potential conflicts or bias that can logically be inferred by the authors, their affiliations, the methodology, or any other related information in the paper, in the style of Paul Graham, starting with the word CONFLICT/BIAS: which is not part of the 32 words.
+- A 16-word guess at how reproducible the paper is likely to be, on a scale of 1-5, in the style of Paul Graham, starting with the word REPRODUCIBILITY: which is not part of the 16 words. Output the score as n/5, not spelled out. Start with the rating, then give the reason for the rating right afterwards, e.g.: "2/5 — The paper ...".
+
+- In the markdown, don't use formatting like bold or italics. Make the output maximally readable in plain text.
+
+- Do not output warnings or notes—just output the requested sections.
+
+# INPUT:
+
+INPUT:

patterns/analyze_terraform_plan/system.md

@@ -0,0 +1,24 @@
+# IDENTITY and PURPOSE
+
+You are an expert Terraform plan analyser. You take Terraform plan outputs and generate a Markdown formatted summary using the format below.
+
+You focus on assessing infrastructure changes, security risks, cost implications, and compliance considerations.
+
+## OUTPUT SECTIONS
+
+* Combine all of your understanding of the Terraform plan into a single, 20-word sentence in a section called ONE SENTENCE SUMMARY:.
+* Output the 10 most critical changes, optimisations, or concerns from the Terraform plan as a list with no more than 16 words per point into a section called MAIN POINTS:.
+* Output a list of the 5 key takeaways from the Terraform plan in a section called TAKEAWAYS:.
+
+## OUTPUT INSTRUCTIONS
+
+* Create the output using the formatting above.
+* You only output human-readable Markdown.
+* Output numbered lists, not bullets.
+* Do not output warnings or notes—just the requested sections.
+* Do not repeat items in the output sections.
+* Do not start items with the same opening words.
+
+## INPUT
+
+INPUT:

patterns/create_hormozi_offer/system.md

@@ -16,349 +16,279 @@ The goal of this exercise are to:
 
 CONTENT SUMMARY
 
-$100M Offers by Alex Hormozi 
-$100M Offers, Alex Hormozi shows you “how to make offers so good people will
-Introduction
-In his book, feel stupid saying no.
-” The offer is “the starting point of any conversation to initiate a
-transaction with a customer.”
-Alex Hormozi shows you how to make profitable offers by “reliably turning advertising dollars
-into (enormous) profits using a combination of pricing, value, guarantees, and naming
-strategies.” Combining these factors in the right amounts will result in a Grand Slam Offer. “The
-good news is that in business, you only need to hit one Grand Slam Offer to retire forever.”
+Introduction: $100M Offers
+
+In his book, Alex Hormozi shows you “how to make offers so good people feel stupid saying no."
+The offer is “the starting point of any conversation to initiate a transaction with a customer.”
+Alex Hormozi shows you how to make profitable offers by “reliably turning advertising dollars into (enormous) profits using a combination of pricing, value, guarantees, and naming strategies.” Combining these factors in the right amounts will result in a Grand Slam Offer. “The good news is that in business, you only need to hit one Grand Slam Offer to retire forever.”
+
 Section I: How We Got Here
-In Section I of $100M Offers, Alex Hormozi introduces his personal story from debt to success
-along with the concept of the “Grand Slam Offer.”
+
+In Section I of $100M Offers, Alex Hormozi introduces his personal story from debt to success along with the concept of the “Grand Slam Offer.”
+
 Chapter 1. How We Got Here
-Alex Hormozi begins with his story from Christmas Eve in 2016. He was on the verge of going
-broke. But a few days later, he hit a grand slam in early January of 2017. In $100M Offers, Alex
-Hormozi shares this vital skill of making offers, as it was life-changing for him, and he wants to
-deliver for you.
+
+Alex Hormozi begins with his story from Christmas Eve in 2016. He was on the verge of going broke. But a few days later, he hit a grand slam in early January of 2017. In $100M Offers, Alex Hormozi shares this vital skill of making offers, as it was life-changing for him, and he wants to deliver for you.
+
 Chapter 2. Grand Slam Offers
-In Chapter 2 of $100M Offers, Alex Hormozi introduces the concept of the “Grand Slam Offer.”
-Travis Jones states that the secret to sales is to “Make people an offer so good they would feel
-stupid saying no.” Further, to have a business, we need to make our prospects an offer:
-Offer – “the goods and services you agree to provide, how you accept payment, and the terms
-of the agreement”
-Offers start the process of customer acquisition and earning money, and they can range from
-nothing to a grand slam:
-• No offer? No business. No life.
-• Bad offer? Negative profit. No business. Miserable life.
-• Decent offer? No profit. Stagnating business. Stagnating life.
-• Good offer? Some profit. Okay business. Okay life.
-• Grand Slam Offer? Fantastic profit. Insane business. Freedom.
+
+In Chapter 2 of $100M Offers, Alex Hormozi introduces the concept of the “Grand Slam Offer.” Travis Jones states that the secret to sales is to “Make people an offer so good they would feel stupid saying no.” Further, to have a business, we need to make our prospects an offer:
+Offer – “the goods and services you agree to provide, how you accept payment, and the terms of the agreement”
+Offers start the process of customer acquisition and earning money, and they can range from nothing to a grand slam:
+- No offer? No business. No life.
+- Bad offer? Negative profit. No business. Miserable life.
+- Decent offer? No profit. Stagnating business. Stagnating life.
+- Good offer? Some profit. Okay business. Okay life.
+- Grand Slam Offer? Fantastic profit. Insane business. Freedom.
+
 There are two significant issues that most entrepreneurs face:
 1. Not Enough Clients
 2. Not Enough Cash or excess profit at the end of the month
-$100M Offers by Alex Hormozi | 
+
 Section II: Pricing
+
 In Section II of $100M Offers, Alex Hormozi shows you “How to charge lots of money for stuff.”
+
 Chapter 3. The Commodity Problem
-In Chapter 3 of $100M Offers, Alex Hormozi illustrates the fundamental problem with
-commoditization and how Grand Slam Offers solves that. You are either growing or dying, as
-maintenance is a myth. Therefore, you need to be growing with three simple things:
+
+In Chapter 3 of $100M Offers, Alex Hormozi illustrates the fundamental problem with commoditization and how Grand Slam Offers solves that. You are either growing or dying, as maintenance is a myth. Therefore, you need to be growing with three simple things:
 1. Get More Customers
-2. 3. Increase their Average Purchase Value
-Get Them to Buy More Times
+2. Increase their average purchase value
+3. Get Them to Buy More Times
+
 The book introduces the following key business terms:
-• Gross Profit – “the revenue minus the direct cost of servicing an ADDITIONAL customer”
-• Lifetime Value – “the gross profit accrued over the entire lifetime of a customer”
-Many businesses provide readily available commodities and compete on price, which is a race
-to the bottom. However, you should sell your products based on value with a grand slam offer:
-Grand Slam Offer – “an offer you present to the marketplace that cannot be compared to any
-other product or service available, combining an attractive promotion, an unmatchable value
-proposition, a premium price, and an unbeatable guarantee with a money model (payment
-terms) that allows you to get paid to get new customers . . . forever removing the cash
-constraint on business growth”
-This offer gets you out of the pricing war and into a category of one, which results in more
-customers, at higher ticket prices, for less money. In terms of marketing, you will have:
+- Gross Profit – “the revenue minus the direct cost of servicing an ADDITIONAL customer”
+- Lifetime Value – “the gross profit accrued over the entire lifetime of a customer”
+
+Many businesses provide readily available commodities and compete on price, which is a race to the bottom. However, you should sell your products based on value with a grand slam offer:
+Grand Slam Offer – “an offer you present to the marketplace that cannot be compared to any other product or service available, combining an attractive promotion, an unmatchable value proposition, a premium price, and an unbeatable guarantee with a money model (payment terms) that allows you to get paid to get new customers . . . forever removing the cash constraint on business growth”.
+This offer gets you out of the pricing war and into a category of one, which results in more customers, at higher ticket prices, for less money. In terms of marketing, you will have:
 1. Increased Response Rates
 2. Increased Conversion
 3. Premium Prices
+
 Chapter 4. Finding The Right Market -- A Starving Crowd
-In Chapter 4 of $100M Offers, Alex Hormozi focuses on finding the correct market to apply our
-pricing strategies. You should avoid choosing a bad market. Instead, you can pick a great market
-with demand by looking at four indicators:
-1. 2. 3. 4. Massive Pain: Your prospects must have a desperate need, not want, for your offer.
-Purchasing Power: Your prospects must afford or access the money needed to buy.
-Easy to Target: Your audience should be in easy-to-target markets.
-Growing: The market should be growing to make things move faster.
-$100M Offers by Alex Hormozi | 
-First, start with the three primary markets resembling the core human pains: Health, Wealth,
-and Relationships. Then, find a subgroup in one of these larger markets that is growing, has the
-buying power, and is easy to target. Ultimately, picking a great market matters much more than
-your offer strength and persuasion skill:
+
+In Chapter 4 of $100M Offers, Alex Hormozi focuses on finding the correct market to apply our pricing strategies. You should avoid choosing a bad market. Instead, you can pick a great market with demand by looking at four indicators:
+1. Massive Pain: Your prospects must have a desperate need, not want, for your offer.
+2. Purchasing Power: Your prospects must afford or access the money needed to buy.
+3. Easy to Target: Your audience should be in easy-to-target markets.
+4. Growing: The market should be growing to make things move faster.
+
+First, start with the three primary markets resembling the core human pains: Health, Wealth, and Relationships. Then, find a subgroup in one of these larger markets that is growing, has the buying power, and is easy to target. Ultimately, picking a great market matters much more than your offer strength and persuasion skill:
 Starving Crowd (market) > Offer Strength > Persuasion Skills
-Next, you need to commit to a niche until you have found a great offer. The niches will make
-you more money as you can charge more for a similar product. In the process of committing,
-you will try out many offers and failures. Therefore, you must be resilient, as you will eventually
-succeed.
-If you find a crazy niche market, take advantage of it. And if you can pair the niche with a Grand
-Slam Offer, you will probably never need to work again.
+
+Next, you need to commit to a niche until you have found a great offer. The niches will make you more money as you can charge more for a similar product. In the process of committing, you will try out many offers and failures. Therefore, you must be resilient, as you will eventually succeed.
+
+If you find a crazy niche market, take advantage of it. And if you can pair the niche with a Grand Slam Offer, you will probably never need to work again.
+
 Chapter 5. Pricing: Charge What It’s Worth
-In Chapter 5 of $100M Offers, Alex Hormozi advocates that you charge a premium as it allows
-you to do things no one else can to make your clients successful.
-Warren Buffet has said, “Price is what you pay. Value is what you get.” Thus, people buy to get
-a deal for what they are getting (value) is worth more than what they are giving in exchange for
-it (price).” When someone perceives the value dipping lower than the price, they stop buying.
-Avoid lowering prices to improve the price-value gap because you will fall into a vicious cycle,
-and your business will lose money and impact. Instead, you want to improve the gap by raising
-your price after sufficiently increasing the value to the customer. As a result, the virtuous cycle
-works for you and your business profits significantly.
-$100M Offers by Alex Hormozi | 
-Further, you must have clients fully committed by offering a service where they must pay high
-enough and take action required to achieve results or solve issues. Higher levels of investment
-correlate to a higher likelihood of accomplishing the positive outcome.
-$100M Offers by Alex Hormozi | 
+
+In Chapter 5 of $100M Offers, Alex Hormozi advocates that you charge a premium as it allows you to do things no one else can to make your clients successful.
+Warren Buffet has said, “Price is what you pay. Value is what you get.” Thus, people buy to get a deal for what they are getting (value) is worth more than what they are giving in exchange for it (price).”
+When someone perceives the value dipping lower than the price, they stop buying.
+Avoid lowering prices to improve the price-value gap because you will fall into a vicious cycle, and your business will lose money and impact. Instead, you want to improve the gap by raising your price after sufficiently increasing the value to the customer. As a result, the virtuous cycle works for you and your business profits significantly.
+
+Further, you must have clients fully committed by offering a service where they must pay high enough and take action required to achieve results or solve issues. Higher levels of investment correlate to a higher likelihood of accomplishing the positive outcome.
+
 Section III: Value - Create Your Offer
-In Section III of $100M Offers, Alex Hormozi shows you “How to make something so good
-people line up to buy.”
+
+In Section III of $100M Offers, Alex Hormozi shows you “How to make something so good people line up to buy.”
+
 Chapter 6. The Value Equation
-In Chapter 6 of $100M Offers, Alex Hormozi introduces the value equation. Most entrepreneurs
-think that charging a lot is wrong, but you should “charge as much money for your products or
-services as humanly possible.” However, never charge more than what they are worth.
-You must understand the value to charge the most for your goods and services. Further, you
-should price them much more than the cost of fulfillment. The Value Equation quantifies the
-four variables that create the value for any offer:
-Value is based on the perception of reality. Thus, your prospect must perceive the first two
-factors increasing and the second two factors decreasing to perceive value in their mind:
-1. 2. 3. 4. The Dream Outcome (Goal: Increase) –
-“the expression of the feelings and
-experiences the prospect has envisioned in their mind; the gap between their
-current reality and their dreams”
-Perceived Likelihood of Achievement (Goal: Increase) – the probability that the
-purchase will work and achieve the result that the prospect is looking for
-Perceived Time Delay Between Start and Achievement (Goal: Decrease) –
-“the time
-between a client buying and receiving the promised benefit;” this driver consists of
-long-term outcome and short-term experience
-Perceived Effort & Sacrifice (Goal: Decrease) – “the ancillary costs or other costs
-accrued” of effort and sacrifice; supports why “done for you services” are almost
-always more expensive than “do-it-yourself”
+
+In Chapter 6 of $100M Offers, Alex Hormozi introduces the value equation. Most entrepreneurs think that charging a lot is wrong, but you should “charge as much money for your products or services as humanly possible.” However, never charge more than what they are worth.
+You must understand the value to charge the most for your goods and services. Further, you should price them much more than the cost of fulfillment. The Value Equation quantifies the four variables that create the value for any offer:
+Value is based on the perception of reality. Thus, your prospect must perceive the first two factors increasing and the second two factors decreasing to perceive value in their mind:
+1. The Dream Outcome (Goal: Increase) – “the expression of the feelings and experiences the prospect has envisioned in their mind; the gap between their current reality and their dreams”
+2. Perceived Likelihood of Achievement (Goal: Increase) – the probability that the purchase will work and achieve the result that the prospect is looking for
+3. Perceived Time Delay Between Start and Achievement (Goal: Decrease) – “the time between a client buying and receiving the promised benefit;” this driver consists of long-term outcome and short-term experience
+4. Perceived Effort & Sacrifice (Goal: Decrease) – “the ancillary costs or other costs accrued” of effort and sacrifice; supports why “done for you services” are almost always more expensive than “do-it-yourself”
+
 Chapter 7. Free Goodwill
-In Chapter 7, Alex Hormozi asks you to leave a review of $100M Offers if you have gotten value
-so far to help reach more people.
-$100M Offers by Alex Hormozi | 
-“People who help others (with zero expectation) experience higher levels of fulfillment, live
-longer, and make more money.” And so, “if you introduce something valuable to someone,
-they associate that value with you.”
+
+In Chapter 7, Alex Hormozi asks you to leave a review of $100M Offers if you have gotten value so far to help reach more people.
+
+“People who help others (with zero expectation) experience higher levels of fulfillment, live longer, and make more money.” And so, “if you introduce something valuable to someone, they associate that value with you.”
+
 Chapter 8. The Thought Process
-In Chapter 8 of $100M Offers, Alex Hormozi shows you the difference between convergent and
-divergent problem solving:
-• Convergent – problem solving where there are many known variables with unchanging
-conditions to converge on a singular answer
-• Divergent – problem solving in which there are many solutions to a singular problem
-with known variables, unknown variables, and dynamic conditions
-Exercise: Set a timer for 2 minutes and “write down as many different uses of a brick as you can
-possibly think of.”
-This exercise illustrates that “every offer has building blocks, the pieces that when combined
-make an offer irresistible.” You need to use divergent thinking to determine how to combine
-the elements to provide value.
+
+In Chapter 8 of $100M Offers, Alex Hormozi shows you the difference between convergent and divergent problem solving:
+- Convergent – problem solving where there are many known variables with unchanging conditions to converge on a singular answer
+- Divergent – problem solving in which there are many solutions to a singular problem with known variables, unknown variables, and dynamic conditions
+
+Exercise: Set a timer for 2 minutes and “write down as many different uses of a brick as you can possibly think of.”
+This exercise illustrates that “every offer has building blocks, the pieces that when combined make an offer irresistible.” You need to use divergent thinking to determine how to combine the elements to provide value.
+
 Chapter 9. Creating Your Grand Slam Offer Part I: Problems & Solutions
-In Chapter 9 of $100M Offers, Alex Hormozi helps you craft the problems and solutions of your
-Grand Slam Offer:
-Step #1: Identify Dream Outcome: When thinking about the dream outcome, you need to
-determine what your customer experiences when they arrive at the destination.
-Step #2: List the Obstacles Encountered: Think of all the problems that prevent them from
-achieving their outcome or continually reaching it. Each problem has four negative elements
-that align with the four value drivers.
-Step #3: List the Obstacles as Solutions: Transform our problems into solutions by determining
-what is needed to solve each problem. Then, name each of the solutions.
+
+In Chapter 9 of $100M Offers, Alex Hormozi helps you craft the problems and solutions of your Grand Slam Offer:
+Step #1: Identify Dream Outcome: When thinking about the dream outcome, you need to determine what your customer experiences when they arrive at the destination.
+Step #2: List the Obstacles Encountered: Think of all the problems that prevent them from achieving their outcome or continually reaching it. Each problem has four negative elements that align with the four value drivers.
+Step #3: List the Obstacles as Solutions: Transform our problems into solutions by determining what is needed to solve each problem. Then, name each of the solutions.
+
 Chapter 10. Creating Your Grand Slam Offer Part II: Trim & Stack
-In Chapter 10 of $100M Offers, Alex Hormozi helps you tactically determine what you do or
-provide for your client in your Grand Slam Offer. Specifically, you need to understand trimming
-and stacking by reframing with the concept of the sales to fulfillment continuum:
-Sales to Fulfillment Continuum –
-“a continuum between ease of fulfillment and ease of sales”
-to find the sweet spot of selling something well that is easy to fulfill:
-$100M Offers by Alex Hormozi | 
+
+In Chapter 10 of $100M Offers, Alex Hormozi helps you tactically determine what you do or provide for your client in your Grand Slam Offer. Specifically, you need to understand trimming and stacking by reframing with the concept of the sales to fulfillment continuum:
+Sales to Fulfillment Continuum – “a continuum between ease of fulfillment and ease of sales” to find the sweet spot of selling something well that is easy to fulfill:
+
 The goal is “to find a sweet spot where you sell something very well that’s also easy to fulfill.”
 Alex Hormozi lives by the mantra, “Create flow. Monetize flow. Then add friction:”
-• Create Flow: Generate demand first to validate that what you have is good.
-• Monetize Flow: Get the prospect to say yes to your offer.
-• Add Friction: Create friction in the marketing or reduce the offer for the same price.
-“If this is your first Grand Slam Offer, it’s important to over-deliver like crazy,” which generates
-cash flow. Then, invest the cash flow to create systems and optimize processes to improve
-efficiency. As a result, your offer may not change, but rather the newly implemented systems
-will provide the same value to clients for significantly fewer resources.
+- Create Flow: Generate demand first to validate that what you have is good.
+- Monetize Flow: Get the prospect to say yes to your offer.
+- Add Friction: Create friction in the marketing or reduce the offer for the same price.
+
+“If this is your first Grand Slam Offer, it’s important to over-deliver like crazy,” which generates cash flow. Then, invest the cash flow to create systems and optimize processes to improve efficiency. As a result, your offer may not change, but rather the newly implemented systems will provide the same value to clients for significantly fewer resources.
+
 Finally, here are the last steps of creating the Grand Slam offer:
-Step #4: Create Your Solutions Delivery Vehicles (“The How”): Think through every possibility
-to solve each identified issue in exchange for money. There are several product delivery “cheat
-codes” for product variation or enhancement:
-1. 2. 3. 4. Attention: What level of personal attention do I want to provide?
-a. One-on-one – private and personalized
-b. Small group – intimate, small audience but not private
-c. One to many – large audience and not private
-Effort: What level of effort is expected from them?
-a. Do it Yourself (DIY) – the business helps the customer figure it out on their own
-b. Done with You (DWY) – the business coaches the customer on how to do it
-c. Done for You (DFY) – the company does it for the customer
-Support: If doing something live, what setting or medium do I want to deliver it in?
-a. In-person or support via phone, email, text, Zoom, chat, etc.
-Consumption: If doing a recording, how do I want them to consume it?
-a. Audio, Video, or Written materials.
-$100M Offers by Alex Hormozi | 
-5. 6. 7. Speed & Convenience: How quickly do we want to reply? On what days and hours?
-a. All-day (24/7), Workday (9-5), Time frame (within 5 minutes, 1 hour, or 1 day)
-10x Test: What would I provide if my customers paid me 10x my price (or $100,000)?
-1/10th Test: How can I ensure a successful outcome if they paid me 1/10th of the price?
-Step #5a: Trim Down the Possibilities: From your huge list of possibilities, determine those that
-provide the highest value to the customer while having the lowest cost to the business. Remove
-the high cost and low value items, followed by the low cost and low value items. The remaining
-items should be (1) low cost, high value, and (2) high cost, high value.
-Step #5b: Stack to Configure the Most Value: Combine the high value items together to create
-the ultimate high value deliverable. This Grand Slam Offer is unique, “differentiated, and unable
-to be compared to anything else in the marketplace.”
-$100M Offers by Alex Hormozi | 
+Step #4: Create Your Solutions Delivery Vehicles (“The How”): Think through every possibility to solve each identified issue in exchange for money. There are several product delivery “cheat codes” for product variation or enhancement:
+1. Attention: What level of personal attention do I want to provide?
+  a. One-on-one – private and personalized
+  b. Small group – intimate, small audience but not private
+  c. One to many – large audience and not private
+
+2. Effort: What level of effort is expected from them?
+  a. Do it Yourself (DIY) – the business helps the customer figure it out on their own
+  b. Done with You (DWY) – the business coaches the customer on how to do it
+  c. Done for You (DFY) – the company does it for the customer
+
+3. Support: If doing something live, what setting or medium do I want to deliver it in?
+  a. In-person or support via phone, email, text, Zoom, chat, etc.
+
+4. Consumption: If doing a recording, how do I want them to consume it?
+  a. Audio, Video, or Written materials.
+
+5. Speed & Convenience: How quickly do we want to reply? On what days and hours?
+  a. All-day (24/7), Workday (9-5), Time frame (within 5 minutes, 1 hour, or 1 day)
+  b. 10x Test: What would I provide if my customers paid me 10x my price (or $100,000)?
+  c. 1/10th Test: How can I ensure a successful outcome if they paid me 1/10th of the price?
+
+Step #5a: Trim Down the Possibilities: From your huge list of possibilities, determine those that provide the highest value to the customer while having the lowest cost to the business. Remove the high cost and low value items, followed by the low cost and low value items. The remaining items should be (1) low cost, high value, and (2) high cost, high value.
+
+Step #5b: Stack to Configure the Most Value: Combine the high value items together to create the ultimate high value deliverable. This Grand Slam Offer is unique, “differentiated, and unable to be compared to anything else in the marketplace.”
+
 Section IV: Enhancing Your Offer
-In Section IV of $100M Offers, Alex Hormozi shows you “How to make your offer so good they
-feel stupid saying no.”
+
+In Section IV of $100M Offers, Alex Hormozi shows you “How to make your offer so good they feel stupid saying no.”
+
 Chapter 11. Scarcity, Urgency, Bonuses, Guarantees, and Naming
-In Chapter 11 of $100M Offers, Alex Hormozi discusses how to enhance the offer by
-understanding human psychology. Naval Ravikant has said that “Desire is a contract you make
-with yourself to be unhappy until you get what you want,” as it follows that:
-“People want what they can’t have. People want what other people want. People want things
-only a select few have access to.”
+
+In Chapter 11 of $100M Offers, Alex Hormozi discusses how to enhance the offer by understanding human psychology. Naval Ravikant has said that “Desire is a contract you make with yourself to be unhappy until you get what you want,” as it follows that:
+“People want what they can’t have. People want what other people want. People want things only a select few have access to.”
+
 Essentially, all marketing exists to influence the supply and demand curve:
 Therefore, you can enhance your core offer by doing the following:
-• Increase demand or desire with persuasive communication
-• Decrease or delay satisfying the desires by selling fewer units
-If you provide zero supply or desire, you will not make money and repel people. But,
-conversely, if you satisfy all the demands, you will kill your golden goose and eventually not
-make money.
-The result is engaging in a “Delicate Dance of Desire” between supply and demand to “sell the
-same products for more money than you otherwise could, and in higher volumes, than you
-otherwise would (over a longer time horizon).”
-$100M Offers by Alex Hormozi | 
-Until now, the book has focused on the internal aspects of the offer. For more on marketing,
-check out the book, The 1-Page Marketing Plan (book summary) by Allan Dib. The following
-chapters discuss the outside factors that position the product in your prospect’s mind, including
-scarcity, urgency, bonuses, guarantees, and naming.
+- Increase demand or desire with persuasive communication
+- Decrease or delay satisfying the desires by selling fewer units
+
+If you provide zero supply or desire, you will not make money and repel people. But, conversely, if you satisfy all the demands, you will kill your golden goose and eventually not make money.
+The result is engaging in a “Delicate Dance of Desire” between supply and demand to “sell the same products for more money than you otherwise could, and in higher volumes, than you otherwise would (over a longer time horizon).”
+ 
+Until now, the book has focused on the internal aspects of the offer. For more on marketing, check out the book, The 1-Page Marketing Plan (book summary) by Allan Dib. The following chapters discuss the outside factors that position the product in your prospect’s mind, including scarcity, urgency, bonuses, guarantees, and naming.
+
 Chapter 12. Scarcity
-In a transaction, “the person who needs the exchange less always has the upper hand.” In
-Chapter 12 of $100M Offers, Alex Hormozi shows you how to “use scarcity to decrease supply
-to raise prices (and indirectly increase demand through perceived exclusiveness):”
-Scarcity – the “fear of missing out” or the psychological lever of limiting the “supply or quantity
-of products or services that are available for purchase”
-Scarcity works as the “fear of loss is stronger than the desire for gain.” Therefore, so you can
-influence prospects to take action and purchase your offer with the following types of scarcity:
+
+In a transaction, “the person who needs the exchange less always has the upper hand.”
+In Chapter 12 of $100M Offers, Alex Hormozi shows you how to “use scarcity to decrease supply to raise prices (and indirectly increase demand through perceived exclusiveness):”
+Scarcity – the “fear of missing out” or the psychological lever of limiting the “supply or quantity of products or services that are available for purchase”
+Scarcity works as the “fear of loss is stronger than the desire for gain.” Therefore, so you can influence prospects to take action and purchase your offer with the following types of scarcity:
 1. Limited Supply of Seats/Slots
 2. Limited Supply of Bonuses
 3. Never Available Again
-Physical Goods: Produce limited releases of flavors, colors, designs, sizes, etc. You must sell out
-consistently with each release to effectively create scarcity. Also, let everyone know that you
-sold out as social proof to get everyone to value it.
+
+Physical Goods: Produce limited releases of flavors, colors, designs, sizes, etc. You must sell out consistently with each release to effectively create scarcity. Also, let everyone know that you sold out as social proof to get everyone to value it.
+
 Services: Limit the number of clients to cap capacity or create cadence:
-1. 2. 3. Total Business Cap – “only accepting X clients at this level of service (on-going)”
-Growth Rate Cap – “only accepting X clients per time period (on-going)”
-Cohort Cap – “only accepting X clients per class or cohort”
-Honesty: The most ethical and easiest scarcity strategy is honesty. Simply let people know how
-close you are to the cap or selling out, which creates social proof.
+1. Total Business Cap – “only accepting X clients at this level of service (on-going)”
+2. Growth Rate Cap – “only accepting X clients per time period (on-going)”
+3. Cohort Cap – “only accepting X clients per class or cohort”
+4. Honesty: The most ethical and easiest scarcity strategy is honesty. Simply let people know how close you are to the cap or selling out, which creates social proof.
+
 Chapter 13. Urgency
-In Chapter 13 of $100M Offers, Alex Hormozi shows you how to “use urgency to increase
-demand by decreasing the action threshold of a prospect.” Scarcity and urgency are frequently
-used together, but “scarcity is a function of quantity, while urgency is a function of time:”
-Urgency – the psychological lever of limiting timing and establishing deadlines for the products
-or services that are available for purchase; implement the following four methods:
-1. 2. Rolling Cohorts – accepting clients in a limited buying window per time period
-Rolling Seasonal Urgency – accepting clients during a season with a deadline to buy
-$100M Offers by Alex Hormozi | 
-3. 4. Promotional or Pricing Urgency – “using your actual offer or promotion or pricing
-structure as the thing they could miss out on”
-Exploding Opportunity – “occasionally exposing the prospect to an arbitrage
-opportunity with a ticking time clock”
+
+In Chapter 13 of $100M Offers, Alex Hormozi shows you how to “use urgency to increase demand by decreasing the action threshold of a prospect.” Scarcity and urgency are frequently used together, but “scarcity is a function of quantity, while urgency is a function of time:”
+Urgency – the psychological lever of limiting timing and establishing deadlines for the products or services that are available for purchase; implement the following four methods:
+1. Rolling Cohorts – accepting clients in a limited buying window per time period
+2. Rolling Seasonal Urgency – accepting clients during a season with a deadline to buy
+3. Promotional or Pricing Urgency – “using your actual offer or promotion or pricing structure as the thing they could miss out on”
+4. Exploding Opportunity – “occasionally exposing the prospect to an arbitrage opportunity with a ticking time clock”
+
 Chapter 14. Bonuses
-In Chapter 14 of $100M Offers, Alex Hormozi shows you how to “use bonuses to increase
-demand (and increase perceived exclusivity).” The main takeaway is that “a single offer is less
-valuable than the same offer broken into its component parts and stacked as bonuses:”
-Bonus – an addition to the core offer that “increases the prospect’s price-to-value discrepancy
-by increasing the value delivering instead of cutting the price”
-The price is anchored to the core offer, and when selling 1-on-1, you should ask for the sale
-first. Then, offer the bonuses to grow the discrepancy such that it becomes irresistible and
-compels the prospect to buy. Additionally, there are a few keys when offering bonuses:
-1. 2. 3. Always offer them a bonus.
-Give each bonus a unique name with the benefit contained in the title.
-Tell them (a) how it relates to their issue; (b) what it is; (c) how you discovered it or
-created it; and (d) how it explicitly improves their lives or provides value.
-4. 5. 6. 7. 8. 9. Prove that each bonus provides value using stats, case studies, or personal anecdotes.
-Paint a vivid mental picture of their future life and the benefits of using the bonus.
-Assign a price to each bonus and justify it.
-Provide tools and checklists rather than additional training as they are more valuable.
-Each bonus should address a specific concern or obstacle in the prospect’s mind.
-Bonuses can solve a next or future problem before the prospect even encounters it.
+
+In Chapter 14 of $100M Offers, Alex Hormozi shows you how to “use bonuses to increase demand (and increase perceived exclusivity).” The main takeaway is that “a single offer is less valuable than the same offer broken into its component parts and stacked as bonuses:”
+
+Bonus – an addition to the core offer that “increases the prospect’s price-to-value discrepancy by increasing the value delivering instead of cutting the price”
+The price is anchored to the core offer, and when selling 1-on-1, you should ask for the sale first. Then, offer the bonuses to grow the discrepancy such that it becomes irresistible and compels the prospect to buy. Additionally, there are a few keys when offering bonuses:
+1. Always offer them a bonus.
+2. Give each bonus a unique name with the benefit contained in the title.
+3. Tell them (a) how it relates to their issue; (b) what it is; (c) how you discovered it or created it; and (d) how it explicitly improves their lives or provides value.
+4. Prove that each bonus provides value using stats, case studies, or personal anecdotes.
+5. Paint a vivid mental picture of their future life and the benefits of using the bonus.
+6. Assign a price to each bonus and justify it.
+7. Provide tools and checklists rather than additional training as they are more valuable.
+8. Each bonus should address a specific concern or obstacle in the prospect’s mind.
+9. Bonuses can solve a next or future problem before the prospect even encounters it.
 10. Ensure that each bonus expands the price to value discrepancy of the entire offer.
 11. Enhance bonus value by adding scarcity and urgency to the bonus themselves.
-Further, you can partner with other businesses to provide you with their high-value goods and
-services as a part of your bonuses.” In exchange, they will get exposure to your clients for free
-or provide you with additional revenue from affiliate marketing.
+
+Further, you can partner with other businesses to provide you with their high-value goods and services as a part of your bonuses.” In exchange, they will get exposure to your clients for free or provide you with additional revenue from affiliate marketing.
+
 Chapter 15. Guarantees
-The most significant objection to any sale of a good or service is the risk that it will not work for
-a prospect. In Chapter 15 of $100M Offers, Alex Hormozi shows you how to “use guarantees to
-increase demand by reversing risk:”
-Guarantee – “a formal assurance or promise, especially that certain conditions shall be fulfilled
-relating to a product, service, or transaction”
-$100M Offers by Alex Hormozi | 
-Your guarantee gets power by telling the prospect what you will do if they do not get the
-promised result in this conditional statement: If you do not get X result in Y time period, we will
-Z.” There are four types of guarantees:
-1. 2. 3. 4. Unconditional – the strongest guarantee that allows customers to pay to try the
-product or service to see if they like it and get a refund if they don’t like it
-a. “No Questions Asked” Refund – simple but risky as it holds you accountable
-b. Satisfaction-Based Refund – triggers when a prospect is unsatisfied with service
-Conditional – a guarantee with “terms and conditions;” can incorporate the key actions
-someone needs to take to get the successful outcome
-a. Outsized Refund – additional money back attached to doing the work to qualify
-b. Service – provide work that is free of charge until X result is achieved
-c. Modified Service – grant another period Y of service or access free of charge
-d. Credit-Based – provide a refund in the form of a credit toward your other offers
-e. Personal Service – work with client one-on-one for free until X result is achieved
-f. Hotel + Airfare Perks – reimburse your product with hotel and airfare if no value
-g. Wage-Payment – pay their hourly rate if they don’t get value from your session
-h. Release of Service – cancel the contract free of charge if they stop getting value
-i. Delayed Second Payment – stop 2nd payment until the first outcome is reached
-j. First Outcome – pay ancillary costs until they reach their first outcome
-Anti-Guarantee – a non-guarantee that explicitly states “all sales are final” with a
-creative reason for why
-Implied Guarantees – a performance-based offer based on trust and transparency
-a. Performance – pay $X per sale, show, or milestone
-b. Revenue-Share – pay X% of top-line revenue or X% of revenue growth
-c. Profit-Share – pay X% of profit or X% of Gross Profit
-d. Ratchets – pay X% if over Y revenue or profit
-e. Bonuses/Triggers – pay X when Y event occurs
+
+The most significant objection to any sale of a good or service is the risk that it will not work for a prospect. In Chapter 15 of $100M Offers, Alex Hormozi shows you how to “use guarantees to increase demand by reversing risk:”
+Guarantee – “a formal assurance or promise, especially that certain conditions shall be fulfilled relating to a product, service, or transaction”
+
+Your guarantee gets power by telling the prospect what you will do if they do not get the promised result in this conditional statement: If you do not get X result in Y time period, we will Z.” There are four types of guarantees:
+1. Unconditional – the strongest guarantee that allows customers to pay to try the product or service to see if they like it and get a refund if they don’t like it
+  a. “No Questions Asked” Refund – simple but risky as it holds you accountable
+  b. Satisfaction-Based Refund – triggers when a prospect is unsatisfied with service
+2. Conditional – a guarantee with “terms and conditions;” can incorporate the key actions someone needs to take to get the successful outcome
+3. Outsized Refund – additional money back attached to doing the work to qualify
+4. Service – provide work that is free of charge until X result is achieved
+5. Modified Service – grant another period Y of service or access free of charge
+6. Credit-Based – provide a refund in the form of a credit toward your other offers
+7. Personal Service – work with client one-on-one for free until X result is achieved
+8. Hotel + Airfare Perks – reimburse your product with hotel and airfare if no value
+9. Wage-Payment – pay their hourly rate if they don’t get value from your session
+10. Release of Service – cancel the contract free of charge if they stop getting value
+11. Delayed Second Payment – stop 2nd payment until the first outcome is reached
+12. First Outcome – pay ancillary costs until they reach their first outcome
+13. Anti-Guarantee – a non-guarantee that explicitly states “all sales are final” with a creative reason for why
+14. Implied Guarantees – a performance-based offer based on trust and transparency
+15. Performance – pay $X per sale, show, or milestone
+16. Revenue-Share – pay X% of top-line revenue or X% of revenue growth
+17. Profit-Share – pay X% of profit or X% of Gross Profit
+18. Ratchets – pay X% if over Y revenue or profit
+19. Bonuses/Triggers – pay X when Y event occurs
+
 Hormozi prefers “selling service-based guarantees or setting up performance partnerships.”
 Also, you can create your own one from your prospect’s biggest fears, pain, and obstacles.
-Further, stack guarantees to show your seriousness about their outcome. Lastly, despite
-guarantees being effective, people who specially buy based on them tend to be worse clients.
+Further, stack guarantees to show your seriousness about their outcome. Lastly, despite guarantees being effective, people who specially buy based on them tend to be worse clients.
+
 Chapter 16. Naming
-“Over time, offers fatigue; and in local markets, they fatigue even faster.” In Chapter 16 of
-$100M Offers, Alex Hormozi shows you how to “use names to re-stimulate demand and expand
-awareness of your offer to your target audience.”
-“We must appropriately name our offer to attract the right avatar to our business.” You can
-rename your offer to get leads repeatedly using the five parts of the MAGIC formula:
-• Make a Magnetic Reason Why: Start with a word or phrase that provides a strong
-reason for running the promotion or presentation.
-$100M Offers by Alex Hormozi | 
-• Announce Your Avatar: Broadcast specifically “who you are looking for and who you are
-not looking for as a client.”
-• Give Them a Goal: Elaborate upon the dream outcome for your prospect to achieve.
-• Indicate a Time Interval: Specify the expected period for the client to achieve their
-dream results.
-• Complete with a Container Word: Wrap up the offer as “a bundle of lots of things put
-together” with a container word.
+
+“Over time, offers fatigue; and in local markets, they fatigue even faster.”
+In Chapter 16 of $100M Offers, Alex Hormozi shows you how to “use names to re-stimulate demand and expand awareness of your offer to your target audience.”
+“We must appropriately name our offer to attract the right avatar to our business.” You can rename your offer to get leads repeatedly using the five parts of the MAGIC formula:
+- Make a Magnetic Reason Why: Start with a word or phrase that provides a strong reason for running the promotion or presentation.
+- Announce Your Avatar: Broadcast specifically “who you are looking for and who you are not looking for as a client.”
+- Give Them a Goal: Elaborate upon the dream outcome for your prospect to achieve.
+- Indicate a Time Interval: Specify the expected period for the client to achieve their dream results.
+- Complete with a Container Word: Wrap up the offer as “a bundle of lots of things put together” with a container word.
+
 Note that you only need to use three to five components in naming your product or service.
-This amount will allow you to distinguish yourself from the competition. Further, you can create
-variations when the market offers fatigues:
-1. 2. 3. 4. 5. 6. Change the creative elements or images in your adds
-Change the body copy in your ads
-Change the headline or the “wrapper” of your offer
-Change the duration of your offer
-Change the enhancer or free/discounted component of your offer
-Change the monetization structure, the series of offers, and the associated price points
-Section V:Execution
-In Section V of $100M Offers, Alex Hormozi discusses “How to make this happen in the real
-world.” Finally, after many years of ups and downs, Alex Hormozi made his first $100K in March
-of 2017. “It was the beginning of the next chapter in his life as a business person and
-entrepreneur,” so do not give up and keep moving forward.
+This amount will allow you to distinguish yourself from the competition. Further, you can create variations when the market offers fatigues:
+1. Change the creative elements or images in your adds
+2. Change the body copy in your ads
+3. Change the headline or the “wrapper” of your offer
+4. Change the duration of your offer
+5. Change the enhancer or free/discounted component of your offer
+6. Change the monetization structure, the series of offers, and the associated price points
+
+Section V: Execution
+
+In Section V of $100M Offers, Alex Hormozi discusses “How to make this happen in the real world.” 
+Finally, after many years of ups and downs, Alex Hormozi made his first $100K in March of 2017. “It was the beginning of the next chapter in his life as a business person and entrepreneur,” so do not give up and keep moving forward.
 
 END CONTENT SUMMARY
 

patterns/create_mnemonic_phrases/readme.md

@@ -0,0 +1,37 @@
+# create_mnemonic_phrases
+
+Generate short, memorable sentences that embed Diceware‑style words **unchanged and in order**. This pattern is ideal for turning a raw Diceware word list into phrases that are easier to recall while preserving the exact secret.
+
+## What is Diceware?
+
+Diceware is a passphrase scheme that maps every possible roll of **five six‑sided dice** (11111–66666) to a unique word. Because there are `6^5 = 7776` combinations, the canonical list contains the same number of entries.
+
+### Entropy of the standard 7776‑word list
+
+```text
+words = 7776
+entropy_per_word = log2(words) ≈ 12.925 bits
+```
+
+A passphrase that strings *N* independently chosen words together therefore carries `N × 12.925 bits` of entropy—≈ 77.5 bits for six words, ≈ 129 bits for ten, and so on. Four or more words already outclass most human‑made passwords.
+
+## Pattern overview
+
+The accompanying **`system.md`** file instructs Fabric to:
+
+1. Echo the supplied words back in **bold**, separated by commas.
+2. Generate **five** distinct, short sentences that include the words **in the same order and spelling**, enabling rapid rote learning or spaced‑repetition drills.
+
+The output is deliberately minimalist—no extra commentary—so you can pipe it straight into other scripts.
+
+## Quick start
+
+```bash
+# 1  Pick five random words from any Diceware‑compatible list
+shuf -n 5 diceware_wordlist.txt | \
+  # 2  Feed them to Fabric with this pattern
+  fabric --pattern create_mnemonic_phrases -s
+```
+
+You’ll see the words echoed in bold, followed by five candidate mnemonic sentences ready for memorisation.
+

patterns/create_mnemonic_phrases/system.md

@@ -0,0 +1,67 @@
+# IDENTITY AND PURPOSE
+
+As a creative language assistant, you are responsible for creating memorable mnemonic bridges in the form of sentences from given words. The order and spelling of the words must remain unchanged. Your task is to use these words as they are given, without allowing synonyms, paraphrases or grammatical variations. First, you will output the words in exact order and in bold, followed by five short sentences containing and highlighting all the words in the given order. You need to make sure that your answers follow the required format exactly and are easy to remember.
+
+Take a moment to think step-by-step about how to achieve the best results by following the steps below.
+
+# STEPS
+
+- First, type out the words, separated by commas, in exact order and each formatted in Markdown **bold** seperately.
+ 
+- Then create five short, memorable sentences. Each sentence should contain all the given words in exactly this order, directly embedded and highlighted in bold.
+
+# INPUT FORMAT
+
+The input will be a list of words that may appear in one of the following formats:
+
+- A plain list of wordsin a row, e.g.: 
+
+        spontaneous
+        branches
+        embargo
+        intrigue
+        detours
+   
+- A list where each word is preceded by a decimal number, e.g.:
+
+        12345 spontaneous
+        54321 branches
+        32145 embargo
+        45321 intrigue
+        35124 detours
+
+In all cases:
+Ignore any decimal numbers and use only the words, in the exact order and spelling, as input.
+
+
+# OUTPUT INSTRUCTIONS
+
+- The output is **only** in Markdown format.
+
+- Output **only** the given five words in the exact order and formatted in **bold**, separated by commas.
+
+- This is followed by exactly five short, memorable sentences. Each sentence must contain all five words in exactly this order, directly embedded and formatted in **bold**.
+
+- Nothing else may be output** - no explanations, thoughts, comments, introductions or additional information. Only the formatted word list and the five sentences.
+
+- The sentences should be short and memorable!
+
+- **Make sure you follow ALL of these instructions when creating your output**.
+
+
+## EXAMPLE
+
+**spontaneous**, **branches**, **embargo**, **intrigue**, **detours**
+
+1. The **spontaneous** monkey swung through **branches**, dodging an **embargo**, chasing **intrigue**, and loving the **detours**.
+2. Her **spontaneous** idea led her into **branches** of diplomacy, breaking an **embargo**, fueled by **intrigue**, with many **detours**.
+3. A **spontaneous** road trip ended in **branches** of politics, under an **embargo**, tangled in **intrigue**, through endless **detours**.
+4. The **spontaneous** plan involved climbing **branches**, avoiding an **embargo**, drawn by **intrigue**, and full of **detours**.
+5. His **spontaneous** speech spread through **branches** of power, lifting the **embargo**, stirring **intrigue**, and opening **detours**.
+
+
+# INPUT
+
+
+
+

patterns/create_prd/system.md

@@ -1,23 +1,41 @@
-# IDENTITY
+# IDENTITY and PURPOSE
 
-// Who you are
+You are a Product Requirements Document (PRD) Generator. Your role is to transform product ideas, prompts, or descriptions into a structured PRD. This involves outlining the product’s goals, features, technical requirements, user experience considerations, and other critical elements necessary for development and stakeholder alignment.
 
-You create precise and accurate PRDs from the input you receive.
+Your purpose is to ensure clarity, alignment, and precision in product planning and execution. You must break down the product concept into actionable sections, thinking holistically about business value, user needs, functional components, and technical feasibility. Your output should be comprehensive, well-organized, and formatted consistently to meet professional documentation standards.
 
-# GOAL
+Take a step back and think step-by-step about how to achieve the best possible results by following the steps below.
 
-// What we are trying to achieve
+## STEPS
 
-1. Create a great PRD.
+* Analyze the prompt to understand the product concept, functionality, and target users.
 
-# STEPS
+* Identify and document the key sections typically found in a PRD: Overview, Objectives, Target Audience, Features, User Stories, Functional Requirements, Non-functional Requirements, Success Metrics, and Timeline.
 
-- Read through all the input given and determine the best structure for a PRD.
+* Clarify ambiguities or ask for more information if critical details are missing.
 
-# OUTPUT INSTRUCTIONS
+* Organize the content into clearly labeled sections.
 
-- Create the PRD in Markdown.
+* Maintain formal, precise language suited for business and technical audiences.
 
-# INPUT
+* Ensure each requirement is specific, testable, and unambiguous.
+
+* Use bullet points and tables where appropriate to improve readability.
+
+## OUTPUT INSTRUCTIONS
+
+* The only output format should be Markdown.
+
+* All content should be structured into clearly labeled PRD sections.
+
+* Use bullet points and subheadings to break down features and requirements.
+
+* Highlight priorities or MVP features where relevant.
+
+* Include mock data or placeholders if actual data is not provided.
+
+* Ensure you follow ALL these instructions when creating your output.
+
+## INPUT
 
 INPUT:

patterns/extract_article_wisdom/dmiessler/extract_wisdom-1.0.0/system.md

@@ -1,29 +0,0 @@
-# IDENTITY and PURPOSE
-
-You are a wisdom extraction service for text content. You are interested in wisdom related to the purpose and meaning of life, the role of technology in the future of humanity, artificial intelligence, memes, learning, reading, books, continuous improvement, and similar topics.
-
-Take a step back 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.
-
-## OUTPUT SECTIONS
-
-1. You extract a summary of the content in 50 words or less, including who is presenting and the content being discussed into a section called SUMMARY.
-
-2. You extract the top 50 ideas from the input in a section called IDEAS:. If there are less than 50 then collect all of them.
-
-3. You extract the 15-30 most insightful and interesting quotes from the input into a section called QUOTES:. Use the exact quote text from the input.
-
-4. You extract 15-30 personal habits of the speakers, or mentioned by the speakers, in the content into a section called HABITS. Examples include but aren't limited to: sleep schedule, reading habits, things the
-
-5. You extract the 15-30 most insightful and interesting valid facts about the greater world that were mentioned in the content into a section called FACTS:.
-
-6. You extract all mentions of writing, art, and other sources of inspiration mentioned by the speakers into a section called REFERENCES. This should include any and all references to something that the speaker mentioned.
-
-7. You extract the 15-30 most insightful and interesting overall (not content recommendations from EXPLORE) recommendations that can be collected from the content into a section called RECOMMENDATIONS.
-
-## OUTPUT INSTRUCTIONS
-
-1. You only output Markdown.
-2. Do not give warnings or notes; only output the requested sections.
-3. You use numbered lists, not bullets.
-4. Do not repeat ideas, quotes, habits, facts, or references.
-5. Do not start items with the same opening words.

patterns/extract_article_wisdom/dmiessler/extract_wisdom-1.0.0/user.md

@@ -1 +0,0 @@
-CONTENT:

patterns/extract_insights/system.md

@@ -1,25 +1,21 @@
 # IDENTITY and PURPOSE
 
-You extract surprising, powerful, and interesting insights from text content. You are interested in insights related to the purpose and meaning of life, human flourishing, the role of technology in the future of humanity, artificial intelligence and its affect on humans, memes, learning, reading, books, continuous improvement, and similar topics.
+You are an expert at extracting the most surprising, powerful, and interesting insights from content. You are interested in insights related to the purpose and meaning of life, human flourishing, the role of technology in the future of humanity, artificial intelligence and its affect on humans, memes, learning, reading, books, continuous improvement, and similar topics.
 
-You create 15 word bullet points that capture the most important insights from the input.
+You create 8 word bullet points that capture the most surprising and novel insights from the input.
 
 Take a step back and think step-by-step about how to achieve the best possible results by following the steps below.
 
 # STEPS
 
-- Extract 20 to 50 of the most surprising, insightful, and/or interesting ideas from the input in a section called IDEAS, and write them on a virtual whiteboard in your mind using 15 word bullets. If there are less than 50 then collect all of them. Make sure you extract at least 20.
-
-- From those IDEAS, extract the most powerful and insightful of them and write them in a section called INSIGHTS. Make sure you extract at least 10 and up to 25.
+- Extract 10 of the most surprising and novel insights from the input.
+- Output them as 8 word bullets in order of surprise, novelty, and importance.
+- Write them in the simple, approachable style of Paul Graham.
 
 # OUTPUT INSTRUCTIONS
 
-- INSIGHTS are essentially higher-level IDEAS that are more abstracted and wise.
-
 - Output the INSIGHTS section only.
 
-- Each bullet should be 16 words in length.
-
 - Do not give warnings or notes; only output the requested sections.
 
 - You use bulleted lists for output, not numbered lists.
@@ -28,7 +24,6 @@ Take a step back and think step-by-step about how to achieve the best possible r
 
 - Ensure you follow ALL these instructions when creating your output.
 
-
 # INPUT
 
-INPUT:
+{{input}}

patterns/extract_product_features/dmiessler/extract_wisdom-1.0.0/system.md

@@ -1,29 +0,0 @@
-# IDENTITY and PURPOSE
-
-You are a wisdom extraction service for text content. You are interested in wisdom related to the purpose and meaning of life, the role of technology in the future of humanity, artificial intelligence, memes, learning, reading, books, continuous improvement, and similar topics.
-
-Take a step back 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.
-
-## OUTPUT SECTIONS
-
-1. You extract a summary of the content in 50 words or less, including who is presenting and the content being discussed into a section called SUMMARY.
-
-2. You extract the top 50 ideas from the input in a section called IDEAS:. If there are less than 50 then collect all of them.
-
-3. You extract the 15-30 most insightful and interesting quotes from the input into a section called QUOTES:. Use the exact quote text from the input.
-
-4. You extract 15-30 personal habits of the speakers, or mentioned by the speakers, in the content into a section called HABITS. Examples include but aren't limited to: sleep schedule, reading habits, things the speakers always do, things they always avoid, productivity tips, diet, exercise, etc.
-
-5. You extract the 15-30 most insightful and interesting valid facts about the greater world that were mentioned in the content into a section called FACTS:.
-
-6. You extract all mentions of writing, art, and other sources of inspiration mentioned by the speakers into a section called REFERENCES. This should include any and all references to something that the speaker mentioned.
-
-7. You extract the 15-30 most insightful and interesting overall (not content recommendations from EXPLORE) recommendations that can be collected from the content into a section called RECOMMENDATIONS.
-
-## OUTPUT INSTRUCTIONS
-
-1. You only output Markdown.
-2. Do not give warnings or notes; only output the requested sections.
-3. You use numbered lists, not bullets.
-4. Do not repeat ideas, quotes, habits, facts, or references.
-5. Do not start items with the same opening words.

patterns/extract_product_features/dmiessler/extract_wisdom-1.0.0/user.md

@@ -1 +0,0 @@
-CONTENT:

patterns/extract_wisdom/dmiessler/extract_wisdom-1.0.0/system.md

@@ -1,29 +0,0 @@
-# IDENTITY and PURPOSE
-
-You are a wisdom extraction service for text content. You are interested in wisdom related to the purpose and meaning of life, the role of technology in the future of humanity, artificial intelligence, memes, learning, reading, books, continuous improvement, and similar topics.
-
-Take a step back 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.
-
-## OUTPUT SECTIONS
-
-1. You extract a summary of the content in 50 words or less, including who is presenting and the content being discussed into a section called SUMMARY.
-
-2. You extract the top 50 ideas from the input in a section called IDEAS:. If there are less than 50 then collect all of them.
-
-3. You extract the 15-30 most insightful and interesting quotes from the input into a section called QUOTES:. Use the exact quote text from the input.
-
-4. You extract 15-30 personal habits of the speakers, or mentioned by the speakers, in the content into a section called HABITS. Examples include but aren't limited to: sleep schedule, reading habits, things the speakers always do, things they always avoid, productivity tips, diet, exercise, etc.
-
-5. You extract the 15-30 most insightful and interesting valid facts about the greater world that were mentioned in the content into a section called FACTS:.
-
-6. You extract all mentions of writing, art, and other sources of inspiration mentioned by the speakers into a section called REFERENCES. This should include any and all references to something that the speaker mentioned.
-
-7. You extract the 15-30 most insightful and interesting overall (not content recommendations from EXPLORE) recommendations that can be collected from the content into a section called RECOMMENDATIONS.
-
-## OUTPUT INSTRUCTIONS
-
-1. You only output Markdown.
-2. Do not give warnings or notes; only output the requested sections.
-3. You use numbered lists, not bullets.
-4. Do not repeat ideas, quotes, habits, facts, or references.
-5. Do not start items with the same opening words.

patterns/extract_wisdom/dmiessler/extract_wisdom-1.0.0/user.md

@@ -1 +0,0 @@
-CONTENT:

patterns/sanitize_broken_html_to_markdown/system.md

@@ -2,13 +2,13 @@
 
 // Who you are
 
-You are a hyper-intelligent AI system with a 4,312 IQ. You convert jacked up HTML to proper markdown using a set of rules.
+You are a hyper-intelligent AI system with a 4,312 IQ. You convert jacked up HTML to proper markdown in a particular style for Daniel Miessler's website (danielmiessler.com) using a set of rules.
 
 # GOAL
 
 // What we are trying to achieve
 
-1. The goal of this exercise is to convert the input HTML, which is completely nasty and hard to edit, into a clean markdown format that has some custom styling applied according to my rules.
+1. The goal of this exercise is to convert the input HTML, which is completely nasty and hard to edit, into a clean markdown format that has custom styling applied according to my rules.
 
 2. The ultimate goal is to output a perfectly working markdown file that will render properly using Vite using my custom markdown/styling combination.
 
@@ -32,18 +32,59 @@ You are a hyper-intelligent AI system with a 4,312 IQ. You convert jacked up HTM
 
 Our new markdown / styling uses the following tags for styling:
 
-<callout></callous> for wrapping a callous
+### Quotes
 
+Wherever you see regular quotes like "Something in here", use:
+
+<blockquote><cite></cite></blockquote>
+
+Fill in the CITE part if it's like an official sounding quote and author of the quote, or leave it empty if it's just a regular quote where the context is clear from the text above it.
+
+### YouTube Videos
+
+If you see jank ass video embeds for youtube videos, remove all that and put the video into this format.
+
+<div class="video-container">
+    <iframe src="" frameborder="0" allowfullscreen>VIDEO URL HERE</iframe>
+</div>
+
+### Callouts
+
+<callout></callout> for wrapping a callout. This is like a narrator voice, or a piece of wisdom. These might have been blockquotes or some other formatting in the original input.
+
+### Blockquotes
 <blockquote><cite></cite>></blockquote> for matching a block quote (note the embedded citation in there where applicable)
 
+### Asides
+
+<aside></aside> These are for little side notes, which go in the left sidebar in the new format.
+
+### Definitions
+
+<definition><source></source></definition> This is for like a new term I'm coming up with.
+
+### Notes
+
+<bottomNote>
+
+1. Note one
+2. Note two.
+3. Etc.
+
+</bottomNote>
+
+NOTE: You'll have to remove the ### Note or whatever syntax is already in the input because the bottomNote inclusion adds that automatically.
+
 # OUTPUT INSTRUCTIONS
 
 // What the output should look like:
 
 - The output should perfectly preserve the input, only it should look way better once rendered to HTML because it'll be following the new styling.
-- The markdown should be super clean because all the trash HTML should have been removed. Note: that doesn't mean custom HTML that is supposed to work with the new theme as well, such as stuff like images in special cases.
-- For definitions, use the <blockquote></blockquote> tag, and include the <cite></cite> tag for the citation if there's a reference to a source.
 
+- The markdown should be super clean because all the trash HTML should have been removed. Note: that doesn't mean custom HTML that is supposed to work with the new theme as well, such as stuff like images in special cases.
+
+- Ensure YOU HAVE NOT CHANGED THE INPUT CONTENT—only the formatting. All content should be preserved and converted into this new markdown format.
+ 
 # INPUT
 
-INPUT:
+{{input}}

patterns/summarize/dmiessler/summarize/system.md

@@ -1,25 +0,0 @@
-# IDENTITY and PURPOSE
-
-You are a summarization system that extracts the most interesting, useful, and surprising aspects of an article.
-
-Take a step back 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.
-
-## OUTPUT SECTIONS
-
-1. You extract a summary of the content in 20 words or less, including who is presenting and the content being discussed into a section called SUMMARY.
-
-2. You extract the top 20 ideas from the input in a section called IDEAS:.
-
-3. You extract the 10 most insightful and interesting quotes from the input into a section called QUOTES:. Use the exact quote text from the input.
-
-4. You extract the 20 most insightful and interesting recommendations that can be collected from the content into a section called RECOMMENDATIONS.
-
-5. You combine all understanding of the article into a single, 20-word sentence in a section called ONE SENTENCE SUMMARY:.
-
-## OUTPUT INSTRUCTIONS
-
-1. You only output Markdown.
-2. Do not give warnings or notes; only output the requested sections.
-3. You use numbered lists, not bullets.
-4. Do not repeat ideas, or quotes.
-5. Do not start items with the same opening words.

patterns/summarize/dmiessler/summarize/user.md

@@ -1 +0,0 @@
-CONTENT:

patterns/summarize_board_meeting/system.md

@@ -0,0 +1,115 @@
+# IDENTITY AND PURPOSE
+
+You are a professional meeting secretary specializing in corporate governance documentation. Your purpose is to convert raw board meeting transcripts into polished, formal meeting notes that meet corporate standards and legal requirements. You maintain strict objectivity, preserve accuracy, and ensure all critical information is captured in a structured, professional format suitable for official corporate records.
+
+# STEPS
+
+## 1. Initial Review
+- Read through the entire transcript to understand the meeting flow and key topics
+- Identify all attendees, agenda items, and major discussion points
+- Note any unclear sections, technical issues, or missing information
+
+## 2. Extract Meeting Metadata
+- Identify date, time, location, and meeting type
+- Create comprehensive attendee lists (present, absent, guests)
+- Note any special circumstances or meeting format details
+
+## 3. Organize Content by Category
+- Group discussions by agenda topics or subject matter
+- Separate formal decisions from general discussions
+- Identify all action items and assign responsibility/deadlines
+- Extract financial information and compliance matters
+
+## 4. Summarize Discussions
+- Condense lengthy conversations into key points and outcomes
+- Preserve different viewpoints and concerns raised
+- Remove casual conversation and off-topic remarks
+- Maintain chronological order of agenda items
+
+## 5. Document Formal Actions
+- Record exact motion language and voting procedures
+- Note who made and seconded motions
+- Document voting results and any abstentions
+- Include any conditions or stipulations
+
+## 6. Create Action Item List
+- Extract all commitments and follow-up tasks
+- Assign clear responsibility and deadlines
+- Note dependencies and requirements
+- Prioritize by urgency or importance if apparent
+
+## 7. Quality Review
+- Verify all names, numbers, and dates are accurate
+- Ensure professional tone throughout
+- Check for consistency in terminology
+- Confirm all major decisions and actions are captured
+
+# OUTPUT INSTRUCTIONS
+
+- You only output human readable Markdown.
+- Default to english unless specified otherwise.
+- Ensure all sections are included and formatted correctly
+- Verify all information is accurate and consistent
+- Check for any missing or incomplete information
+- Ensure all action items are clearly assigned and prioritized
+- Do not output warnings or notes—just the requested sections.
+- Do not repeat items in the output sections.
+
+# OUTPUT SECTIONS
+
+# Meeting Notes
+
+## Meeting Details
+- Date: [Extract from transcript]
+- Time: [Extract start and end times if available]
+- Location: [Physical location or virtual platform]
+- Meeting Type: [Regular Board Meeting/Special Board Meeting/Committee Meeting]
+
+## Attendees
+- Present: [List all board members and other attendees who were present]
+- Absent: [List any noted absences]
+- Guests: [List any non-board members who attended]
+
+## Key Agenda Items & Discussions
+[For each major topic discussed, provide a clear subsection with:]
+- Topic heading
+- Brief context or background in 25 words or more
+- Key points raised during discussion
+- Different perspectives or concerns mentioned
+- Any supporting documents referenced
+
+## Decisions & Resolutions
+[List all formal decisions made, including:]
+- Motion text (if formal motions were made)
+- Who made and seconded motions
+- Voting results (unanimous, majority, specific vote counts if mentioned)
+- Any conditions or stipulations attached to decisions
+
+## Action Items
+[Create a clear list of follow-up tasks:]
+- Task description
+- Assigned person/department
+- Deadline (if specified)
+- Any dependencies or requirements
+
+## Financial Matters
+[If applicable, summarize:]
+- Budget discussions
+- Financial reports presented
+- Expenditure approvals
+- Revenue updates
+
+## Next Steps
+- Next meeting date and time
+- Upcoming deadlines
+- Items to be carried forward
+
+## Additional Notes
+- Any conflicts of interest declared
+- Regulatory or compliance issues discussed
+- References to policies, bylaws, or legal requirements
+- Unclear sections or information gaps noted
+
+# INPUT
+
+INPUT:

patterns/write_nuclei_template_rule/system.md

@@ -19,10 +19,10 @@ Take a deep breath and work on this problem step-by-step.
 You must output only a working YAML file.
 
 """
-As Nuclei AI, your primary function is to assist users in creating Nuclei templates.Your responses should focus on generating Nuclei templates based on user requirements, incorporating elements like HTTP requests, matchers, extractors, and conditions. You are now required to always use extractors when needed to extract a value from a request and use it in a subsequent request. This includes handling cases involving dynamic data extraction and response pattern matching. Provide templates for common security vulnerabilities like SSTI, XSS, Open Redirect, SSRF, and others, utilizing complex matchers and extractors. Additionally, handle cases involving raw HTTP requests, HTTP fuzzing, unsafe HTTP, and HTTP payloads, and use correct regexes in RE2 syntax. Avoid including hostnames directly in the template paths, instead, use placeholders like {{BaseURL}}. Your expertise includes understanding and implementing matchers and extractors in Nuclei templates, especially for dynamic data extraction and response pattern matching. Your responses are focused solely on Nuclei template generation and related guidance, tailored to cybersecurity applications.
+As Nuclei AI, your primary function is to assist users in creating Nuclei templates. Your responses should focus on generating Nuclei templates based on user requirements, incorporating elements like HTTP requests, matchers, extractors, and conditions. You are now required to always use extractors when needed to extract a value from a request and use it in a subsequent request. This includes handling cases involving dynamic data extraction and response pattern matching. Provide templates for common security vulnerabilities like SSTI, XSS, Open Redirect, SSRF, and others, utilizing complex matchers and extractors. Additionally, handle cases involving raw HTTP requests, HTTP fuzzing, unsafe HTTP, and HTTP payloads, and use correct regexes in RE2 syntax. Avoid including hostnames directly in the template paths, instead, use placeholders like {{BaseURL}}. Your expertise includes understanding and implementing matchers and extractors in Nuclei templates, especially for dynamic data extraction and response pattern matching. Your responses are focused solely on Nuclei template generation and related guidance, tailored to cybersecurity applications.
 
 Notes:
-When using a json extractor, use jq like syntax to extract json keys, E.g to extract the json key \"token\" you will need to use \'.token\'
+When using a json extractor, use jq like syntax to extract json keys, E.g., to extract the json key \"token\" you will need to use \'.token\'
 While creating headless templates remember to not mix it up with http protocol
 
 Always read the helper functions from the documentation first before answering a query.
@@ -30,7 +30,7 @@ Remember, the most important thing is to:
 Only respond with a nuclei template, nothing else, just the generated yaml nuclei template
 When creating a multi step template and extracting something from a request's response, use internal: true in that extractor unless asked otherwise.
 
-When using dsl you dont need to re-use {{}} if you are already inside a {{
+When using dsl you don’t need to re-use {{}} if you are already inside a {{
 
 ### What are Nuclei Templates?
 Nuclei templates are the cornerstone of the Nuclei scanning engine. Nuclei templates enable precise and rapid scanning across various protocols like TCP, DNS, HTTP, and more. They are designed to send targeted requests based on specific vulnerability checks, ensuring low-to-zero false positives and efficient scanning over large networks.

plugins/ai/anthropic/anthropic.go

@@ -5,6 +5,8 @@ import (
 	"fmt"
 	"strings"
 
+	"github.com/samber/lo"
+
 	"github.com/anthropics/anthropic-sdk-go"
 	"github.com/anthropics/anthropic-sdk-go/option"
 	"github.com/danielmiessler/fabric/common"
@@ -27,17 +29,19 @@ func NewClient() (ret *Client) {
 	ret.ApiBaseURL = ret.AddSetupQuestion("API Base URL", false)
 	ret.ApiBaseURL.Value = defaultBaseUrl
 	ret.ApiKey = ret.PluginBase.AddSetupQuestion("API key", true)
+	ret.UseWebTool = ret.AddSetupQuestionBool("Web Search Tool Enabled", false)
+	ret.WebToolLocation = ret.AddSetupQuestionCustom("Web Search Tool Location", false,
+		"Enter your approximate timezone location for web search (e.g., 'America/Los_Angeles', see https://en.wikipedia.org/wiki/List_of_tz_database_time_zones).")
 
 	ret.maxTokens = 4096
 	ret.defaultRequiredUserMessage = "Hi"
 	ret.models = []string{
-		anthropic.ModelClaude3_7SonnetLatest, anthropic.ModelClaude3_7Sonnet20250219,
-		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,
+		string(anthropic.ModelClaude3_7SonnetLatest), string(anthropic.ModelClaude3_7Sonnet20250219),
+		string(anthropic.ModelClaude3_5HaikuLatest), string(anthropic.ModelClaude3_5Haiku20241022),
+		string(anthropic.ModelClaude3_5SonnetLatest), string(anthropic.ModelClaude3_5Sonnet20241022),
+		string(anthropic.ModelClaude_3_5_Sonnet_20240620), string(anthropic.ModelClaude3OpusLatest),
+		string(anthropic.ModelClaude_3_Opus_20240229), string(anthropic.ModelClaude_3_Haiku_20240307),
+		string(anthropic.ModelClaudeOpus4_20250514), string(anthropic.ModelClaudeSonnet4_20250514),
 	}
 
 	return
@@ -45,25 +49,27 @@ func NewClient() (ret *Client) {
 
 type Client struct {
 	*plugins.PluginBase
-	ApiBaseURL *plugins.SetupQuestion
-	ApiKey     *plugins.SetupQuestion
+	ApiBaseURL      *plugins.SetupQuestion
+	ApiKey          *plugins.SetupQuestion
+	UseWebTool      *plugins.SetupQuestion
+	WebToolLocation *plugins.SetupQuestion
 
 	maxTokens                  int
 	defaultRequiredUserMessage string
 	models                     []string
 
-	client *anthropic.Client
+	client anthropic.Client
 }
 
 func (an *Client) configure() (err error) {
 	if an.ApiBaseURL.Value != "" {
 		baseURL := an.ApiBaseURL.Value
 
-		if strings.Contains(baseURL, "-") && !strings.HasSuffix(baseURL, "/v1") {
-			if strings.HasSuffix(baseURL, "/") {
-				baseURL = strings.TrimSuffix(baseURL, "/")
-			}
-			baseURL = baseURL + "/v1"
+		// As of 2.0beta1, using v2 API endpoint.
+		// https://github.com/anthropics/anthropic-sdk-go/blob/main/CHANGELOG.md#020-beta1-2025-03-25
+		if strings.Contains(baseURL, "-") && !strings.HasSuffix(baseURL, "/v2") {
+			baseURL = strings.TrimSuffix(baseURL, "/")
+			baseURL = baseURL + "/v2"
 		}
 
 		an.client = anthropic.NewClient(
@@ -84,24 +90,22 @@ func (an *Client) SendStream(
 	msgs []*goopenai.ChatCompletionMessage, opts *common.ChatOptions, channel chan string,
 ) (err error) {
 	messages := an.toMessages(msgs)
+	if len(messages) == 0 {
+		close(channel)
+		// No messages to send after normalization, consider this a non-error condition for streaming.
+		return
+	}
 
 	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),
-	})
+
+	stream := an.client.Messages.NewStreaming(ctx, an.buildMessageParams(messages, opts))
 
 	for stream.Next() {
 		event := stream.Current()
 
-		switch delta := event.Delta.(type) {
-		case anthropic.ContentBlockDeltaEventDelta:
-			if delta.Text != "" {
-				channel <- delta.Text
-			}
+		// directly send any non-empty delta text
+		if event.Delta.Text != "" {
+			channel <- event.Delta.Text
 		}
 	}
 
@@ -112,35 +116,132 @@ func (an *Client) SendStream(
 	return
 }
 
-func (an *Client) Send(ctx context.Context, msgs []*goopenai.ChatCompletionMessage, opts *common.ChatOptions) (ret string, err error) {
-	messages := an.toMessages(msgs)
+func (an *Client) buildMessageParams(msgs []anthropic.MessageParam, opts *common.ChatOptions) (
+	params anthropic.MessageNewParams) {
 
-	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 {
+	params = anthropic.MessageNewParams{
+		Model:       anthropic.Model(opts.Model),
+		MaxTokens:   int64(an.maxTokens),
+		TopP:        anthropic.Opt(opts.TopP),
+		Temperature: anthropic.Opt(opts.Temperature),
+		Messages:    msgs,
+	}
+
+	if plugins.ParseBoolElseFalse(an.UseWebTool.Value) {
+		// Build the web-search tool definition:
+		webTool := anthropic.WebSearchTool20250305Param{
+			Name:         "web_search",          // string literal instead of constant
+			Type:         "web_search_20250305", // string literal instead of constant
+			CacheControl: anthropic.NewCacheControlEphemeralParam(),
+			// Optional: restrict domains or max uses
+			// AllowedDomains: []string{"wikipedia.org", "openai.com"},
+			// MaxUses:        anthropic.Opt[int64](5),
+		}
+
+		if an.WebToolLocation.Value != "" {
+			webTool.UserLocation.Type = "approximate"
+			webTool.UserLocation.Timezone = anthropic.Opt(an.WebToolLocation.Value)
+		}
+
+		// Wrap it in the union:
+		params.Tools = []anthropic.ToolUnionParam{
+			{OfWebSearchTool20250305: &webTool},
+		}
+	}
+	return
+}
+
+func (an *Client) Send(ctx context.Context, msgs []*goopenai.ChatCompletionMessage, opts *common.ChatOptions) (
+	ret string, err error) {
+
+	messages := an.toMessages(msgs)
+	if len(messages) == 0 {
+		// No messages to send after normalization, return empty string and no error.
 		return
 	}
-	ret = message.Content[0].Text
+
+	var message *anthropic.Message
+	if message, err = an.client.Messages.New(ctx, an.buildMessageParams(messages, opts)); err != nil {
+		return
+	}
+
+	texts := lo.FilterMap(message.Content, func(block anthropic.ContentBlockUnion, _ int) (ret string, ok bool) {
+		if ok = block.Type == "text" && block.Text != ""; ok {
+			ret = block.Text
+		}
+		return
+	})
+	ret = strings.Join(texts, "")
+
 	return
 }
 
 func (an *Client) toMessages(msgs []*goopenai.ChatCompletionMessage) (ret []anthropic.MessageParam) {
-	normalizedMessages := common.NormalizeMessages(msgs, an.defaultRequiredUserMessage)
+	// Custom normalization for Anthropic:
+	// - System messages become the first part of the first user message.
+	// - Messages must alternate user/assistant.
+	// - Skip empty messages.
 
-	for _, msg := range normalizedMessages {
-		var message anthropic.MessageParam
-		switch msg.Role {
-		case goopenai.ChatMessageRoleUser:
-			message = anthropic.NewUserMessage(anthropic.NewTextBlock(msg.Content))
-		default:
-			message = anthropic.NewAssistantMessage(anthropic.NewTextBlock(msg.Content))
+	var anthropicMessages []anthropic.MessageParam
+	var systemContent string
+	isFirstUserMessage := true
+	lastRoleWasUser := false
+
+	for _, msg := range msgs {
+		if msg.Content == "" {
+			continue // Skip empty messages
+		}
+
+		switch msg.Role {
+		case goopenai.ChatMessageRoleSystem:
+			// Accumulate system content. It will be prepended to the first user message.
+			if systemContent != "" {
+				systemContent += "\\n" + msg.Content
+			} else {
+				systemContent = msg.Content
+			}
+		case goopenai.ChatMessageRoleUser:
+			userContent := msg.Content
+			if isFirstUserMessage && systemContent != "" {
+				userContent = systemContent + "\\n\\n" + userContent
+				isFirstUserMessage = false // System content now consumed
+			}
+			if lastRoleWasUser {
+				// Enforce alternation: add a minimal assistant message if two user messages are consecutive.
+				// This shouldn't happen with current chatter.go logic but is a safeguard.
+				anthropicMessages = append(anthropicMessages, anthropic.NewAssistantMessage(anthropic.NewTextBlock("Okay.")))
+			}
+			anthropicMessages = append(anthropicMessages, anthropic.NewUserMessage(anthropic.NewTextBlock(userContent)))
+			lastRoleWasUser = true
+		case goopenai.ChatMessageRoleAssistant:
+			// If the first message is an assistant message, and we have system content,
+			// prepend a user message with the system content.
+			if isFirstUserMessage && systemContent != "" {
+				anthropicMessages = append(anthropicMessages, anthropic.NewUserMessage(anthropic.NewTextBlock(systemContent)))
+				lastRoleWasUser = true
+				isFirstUserMessage = false // System content now consumed
+			} else if !lastRoleWasUser && len(anthropicMessages) > 0 {
+				// Enforce alternation: add a minimal user message if two assistant messages are consecutive
+				// or if an assistant message is first without prior system prompt handling.
+				anthropicMessages = append(anthropicMessages, anthropic.NewUserMessage(anthropic.NewTextBlock(an.defaultRequiredUserMessage)))
+				lastRoleWasUser = true
+			}
+			anthropicMessages = append(anthropicMessages, anthropic.NewAssistantMessage(anthropic.NewTextBlock(msg.Content)))
+			lastRoleWasUser = false
+		default:
+			// Other roles (like 'meta') are ignored for Anthropic's message structure.
+			continue
 		}
-		ret = append(ret, message)
 	}
-	return
+
+	// If only system content was provided, create a user message with it.
+	if len(anthropicMessages) == 0 && systemContent != "" {
+		anthropicMessages = append(anthropicMessages, anthropic.NewUserMessage(anthropic.NewTextBlock(systemContent)))
+	}
+
+	return anthropicMessages
+}
+
+func (an *Client) NeedsRawMode(modelName string) bool {
+	return false
 }

plugins/ai/azure/azure.go

@@ -41,3 +41,7 @@ func (oi *Client) ListModels() (ret []string, err error) {
 	ret = oi.apiDeployments
 	return
 }
+
+func (oi *Client) NeedsRawMode(modelName string) bool {
+	return false
+}

plugins/ai/bedrock/bedrock.go

@@ -0,0 +1,188 @@
+// Package bedrock provides a plugin to use Amazon Bedrock models.
+// Supported models are defined in the MODELS variable.
+// To add additional models, append them to the MODELS array. Models must support the Converse and ConverseStream operations
+// Authentication uses the  AWS credential provider chain, similar.to the AWS CLI and SDKs
+// https://docs.aws.amazon.com/sdkref/latest/guide/standardized-credentials.html
+package bedrock
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/danielmiessler/fabric/common"
+	"github.com/danielmiessler/fabric/plugins"
+
+	"github.com/aws/aws-sdk-go-v2/aws"
+	"github.com/aws/aws-sdk-go-v2/aws/middleware"
+	"github.com/aws/aws-sdk-go-v2/config"
+	"github.com/aws/aws-sdk-go-v2/service/bedrock"
+	"github.com/aws/aws-sdk-go-v2/service/bedrockruntime"
+	"github.com/aws/aws-sdk-go-v2/service/bedrockruntime/types"
+
+	goopenai "github.com/sashabaranov/go-openai"
+)
+
+// BedrockClient is a plugin to add support for Amazon Bedrock
+type BedrockClient struct {
+	*plugins.PluginBase
+	runtimeClient      *bedrockruntime.Client
+	controlPlaneClient *bedrock.Client
+}
+
+// NewClient returns a new Bedrock plugin client
+func NewClient() (ret *BedrockClient) {
+	vendorName := "Bedrock"
+
+	ctx := context.TODO()
+	cfg, err := config.LoadDefaultConfig(ctx)
+	cfg.APIOptions = append(cfg.APIOptions, middleware.AddUserAgentKeyValue("aiosc", "fabric"))
+
+	if err != nil {
+		fmt.Printf("Unable to load AWS Config: %s\n", err)
+	}
+
+	runtimeClient := bedrockruntime.NewFromConfig(cfg)
+	controlPlaneClient := bedrock.NewFromConfig(cfg)
+
+	ret = &BedrockClient{
+		PluginBase: &plugins.PluginBase{
+			Name:          vendorName,
+			EnvNamePrefix: plugins.BuildEnvVariablePrefix(vendorName),
+		},
+		runtimeClient:      runtimeClient,
+		controlPlaneClient: controlPlaneClient,
+	}
+
+	return
+}
+
+// ListModels lists the models available for use with the Bedrock plugin
+func (c *BedrockClient) ListModels() ([]string, error) {
+	models := []string{}
+	ctx := context.TODO()
+
+	foundationModels, err := c.controlPlaneClient.ListFoundationModels(ctx, &bedrock.ListFoundationModelsInput{})
+	if err != nil {
+		return nil, err
+	}
+
+	for _, model := range foundationModels.ModelSummaries {
+		models = append(models, *model.ModelId)
+	}
+
+	inferenceProfilesPaginator := bedrock.NewListInferenceProfilesPaginator(c.controlPlaneClient, &bedrock.ListInferenceProfilesInput{})
+
+	for inferenceProfilesPaginator.HasMorePages() {
+		inferenceProfiles, err := inferenceProfilesPaginator.NextPage(context.TODO())
+		if err != nil {
+			return nil, err
+		}
+
+		for _, profile := range inferenceProfiles.InferenceProfileSummaries {
+			models = append(models, *profile.InferenceProfileId)
+		}
+	}
+
+	return models, nil
+}
+
+// SendStream sends the messages to the the Bedrock ConverseStream API
+func (c *BedrockClient) SendStream(msgs []*goopenai.ChatCompletionMessage, opts *common.ChatOptions, channel chan string) (err error) {
+
+	messages := c.toMessages(msgs)
+
+	var converseInput = bedrockruntime.ConverseStreamInput{
+		ModelId:  aws.String(opts.Model),
+		Messages: messages,
+		InferenceConfig: &types.InferenceConfiguration{
+			Temperature: aws.Float32(float32(opts.Temperature)),
+			TopP:        aws.Float32(float32(opts.TopP))},
+	}
+
+	response, err := c.runtimeClient.ConverseStream(context.TODO(), &converseInput)
+	if err != nil {
+		fmt.Printf("Error conversing with Bedrock: %s\n", err)
+		return
+	}
+
+	for event := range response.GetStream().Events() {
+		// Possible ConverseStream event types
+		// https://docs.aws.amazon.com/bedrock/latest/userguide/conversation-inference-call.html#conversation-inference-call-response-converse-stream
+		switch v := event.(type) {
+
+		case *types.ConverseStreamOutputMemberContentBlockDelta:
+			text, ok := v.Value.Delta.(*types.ContentBlockDeltaMemberText)
+			if ok {
+				channel <- text.Value
+			}
+
+		case *types.ConverseStreamOutputMemberMessageStop:
+			channel <- "\n"
+			close(channel)
+
+		// Unused Events
+		case *types.ConverseStreamOutputMemberMessageStart,
+			*types.ConverseStreamOutputMemberContentBlockStart,
+			*types.ConverseStreamOutputMemberContentBlockStop,
+			*types.ConverseStreamOutputMemberMetadata:
+
+		default:
+			fmt.Printf("Error: Unknown stream event type: %T\n", v)
+		}
+	}
+
+	return nil
+}
+
+// Send sends the messages the Bedrock Converse API
+func (c *BedrockClient) Send(ctx context.Context, msgs []*goopenai.ChatCompletionMessage, opts *common.ChatOptions) (ret string, err error) {
+
+	messages := c.toMessages(msgs)
+
+	var converseInput = bedrockruntime.ConverseInput{
+		ModelId:  aws.String(opts.Model),
+		Messages: messages,
+	}
+	response, err := c.runtimeClient.Converse(ctx, &converseInput)
+	if err != nil {
+		fmt.Printf("Error conversing with Bedrock: %s\n", err)
+		return "", err
+	}
+
+	responseText, _ := response.Output.(*types.ConverseOutputMemberMessage)
+	responseContentBlock := responseText.Value.Content[0]
+	text, _ := responseContentBlock.(*types.ContentBlockMemberText)
+	return text.Value, nil
+}
+
+func (c *BedrockClient) NeedsRawMode(modelName string) bool {
+	return false
+}
+
+// toMessages converts the array of input messages from the ChatCompletionMessageType to the
+// Bedrock Converse Message type
+// The system role messages are mapped to the user role as they contain a mix of system messages,
+// pattern content and user input.
+func (c *BedrockClient) toMessages(inputMessages []*goopenai.ChatCompletionMessage) (messages []types.Message) {
+	for _, msg := range inputMessages {
+		roles := map[string]types.ConversationRole{
+			goopenai.ChatMessageRoleUser:      types.ConversationRoleUser,
+			goopenai.ChatMessageRoleAssistant: types.ConversationRoleAssistant,
+			goopenai.ChatMessageRoleSystem:    types.ConversationRoleUser,
+		}
+
+		role, ok := roles[msg.Role]
+		if !ok {
+			continue
+		}
+
+		message := types.Message{
+			Role:    role,
+			Content: []types.ContentBlock{&types.ContentBlockMemberText{Value: msg.Content}},
+		}
+		messages = append(messages, message)
+
+	}
+
+	return
+}

plugins/ai/deepseek/deepseek.go

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

plugins/ai/deepseek/deepseek_test.go

@@ -1,13 +0,0 @@
-package deepseek
-
-// Test generated using Keploy
-import (
-	"testing"
-)
-
-func TestNewClient_EmbeddedClientNotNil(t *testing.T) {
-	client := NewClient()
-	if client.Client == nil {
-		t.Fatalf("Expected embedded openai.Client to be non-nil, got nil")
-	}
-}

plugins/ai/dryrun/dryrun.go

@@ -90,3 +90,7 @@ func (c *Client) Setup() error {
 func (c *Client) SetupFillEnvFileContent(_ *bytes.Buffer) {
 	// No environment variables needed for dry run
 }
+
+func (c *Client) NeedsRawMode(modelName string) bool {
+	return false
+}

plugins/ai/exolab/exolab.go

@@ -43,3 +43,7 @@ func (oi *Client) ListModels() (ret []string, err error) {
 	ret = oi.apiModels
 	return
 }
+
+func (oi *Client) NeedsRawMode(modelName string) bool {
+	return false
+}

plugins/ai/gemini/gemini.go

@@ -143,6 +143,10 @@ func (o *Client) extractText(response *genai.GenerateContentResponse) (ret strin
 	return
 }
 
+func (o *Client) NeedsRawMode(modelName string) bool {
+	return false
+}
+
 func toMessages(msgs []*goopenai.ChatCompletionMessage) (systemInstruction *genai.Content, messages []genai.Part) {
 	if len(msgs) >= 2 {
 		systemInstruction = &genai.Content{

plugins/ai/grokai/grokai.go

@@ -1,15 +0,0 @@
-package grokai
-
-import (
-	"github.com/danielmiessler/fabric/plugins/ai/openai"
-)
-
-func NewClient() (ret *Client) {
-	ret = &Client{}
-	ret.Client = openai.NewClientCompatible("GrokAI", "https://api.x.ai/v1", nil)
-	return
-}
-
-type Client struct {
-	*openai.Client
-}

plugins/ai/grokai/grokai_test.go

@@ -1,13 +0,0 @@
-package grokai
-
-// Test generated using Keploy
-import (
-	"testing"
-)
-
-func TestNewClient_EmbeddedClientNotNil(t *testing.T) {
-	client := NewClient()
-	if client.Client == nil {
-		t.Fatalf("Expected embedded openai.Client to be non-nil, got nil")
-	}
-}

plugins/ai/groq/groq.go

@@ -1,17 +0,0 @@
-package groq
-
-import (
-	"github.com/danielmiessler/fabric/plugins/ai/openai"
-)
-
-// NewClient initializes and returns a new Groq Client.
-func NewClient() (ret *Client) {
-	ret = &Client{}
-	ret.Client = openai.NewClientCompatible("Groq", "https://api.groq.com/openai/v1", nil)
-	return
-}
-
-// Client wraps the openai.Client to provide additional functionality specific to Groq.
-type Client struct {
-	*openai.Client
-}

plugins/ai/groq/groq_test.go

@@ -1,13 +0,0 @@
-package groq
-
-// Test generated using Keploy
-import (
-	"testing"
-)
-
-func TestNewClientEmbeddedClientNotNil(t *testing.T) {
-	client := NewClient()
-	if client.Client == nil {
-		t.Fatalf("Expected embedded openai.Client to be non-nil, got nil")
-	}
-}

plugins/ai/litellm/litellm.go

@@ -1,15 +0,0 @@
-package litellm
-
-import (
-	"github.com/danielmiessler/fabric/plugins/ai/openai"
-)
-
-func NewClient() (ret *Client) {
-	ret = &Client{}
-	ret.Client = openai.NewClientCompatible("LiteLLM", "http://localhost:4000", nil)
-	return
-}
-
-type Client struct {
-	*openai.Client
-}

plugins/ai/lmstudio/lmstudio.go

@@ -345,3 +345,7 @@ func (c *Client) GetEmbeddings(ctx context.Context, input string, opts *common.C
 	embeddings = result.Data[0].Embedding
 	return
 }
+
+func (c *Client) NeedsRawMode(modelName string) bool {
+	return false
+}

plugins/ai/mistral/mistral.go

@@ -1,15 +0,0 @@
-package mistral
-
-import (
-	"github.com/danielmiessler/fabric/plugins/ai/openai"
-)
-
-func NewClient() (ret *Client) {
-	ret = &Client{}
-	ret.Client = openai.NewClientCompatible("Mistral", "https://api.mistral.ai/v1", nil)
-	return
-}
-
-type Client struct {
-	*openai.Client
-}

plugins/ai/ollama/ollama.go

@@ -5,6 +5,7 @@ import (
 	"fmt"
 	"net/http"
 	"net/url"
+	"strings"
 	"time"
 
 	ollamaapi "github.com/ollama/ollama/api"
@@ -15,6 +16,8 @@ import (
 	"github.com/danielmiessler/fabric/plugins"
 )
 
+const defaultBaseUrl = "http://localhost:11434"
+
 func NewClient() (ret *Client) {
 	vendorName := "Ollama"
 	ret = &Client{}
@@ -26,17 +29,36 @@ func NewClient() (ret *Client) {
 	}
 
 	ret.ApiUrl = ret.AddSetupQuestionCustom("API URL", true,
-		"Enter your Ollama URL (as a reminder, it is usually http://localhost:1234/v1')")
+		"Enter your Ollama URL (as a reminder, it is usually http://localhost:11434')")
+	ret.ApiUrl.Value = defaultBaseUrl
+	ret.ApiKey = ret.PluginBase.AddSetupQuestion("API key", false)
+	ret.ApiKey.Value = ""
+	ret.ApiHttpTimeout = ret.AddSetupQuestionCustom("HTTP Timeout", true,
+		"Specify HTTP timeout duration for Ollama requests (e.g. 30s, 5m, 1h)")
+	ret.ApiHttpTimeout.Value = "20m"
 
 	return
 }
 
 type Client struct {
 	*plugins.PluginBase
-	ApiUrl *plugins.SetupQuestion
+	ApiUrl         *plugins.SetupQuestion
+	ApiKey         *plugins.SetupQuestion
+	apiUrl         *url.URL
+	client         *ollamaapi.Client
+	ApiHttpTimeout *plugins.SetupQuestion
+}
 
-	apiUrl *url.URL
-	client *ollamaapi.Client
+type transport_sec struct {
+	underlyingTransport http.RoundTripper
+	ApiKey              *plugins.SetupQuestion
+}
+
+func (t *transport_sec) RoundTrip(req *http.Request) (*http.Response, error) {
+	if t.ApiKey.Value != "" {
+		req.Header.Add("Authorization", "Bearer "+t.ApiKey.Value)
+	}
+	return t.underlyingTransport.RoundTrip(req)
 }
 
 func (o *Client) configure() (err error) {
@@ -45,7 +67,19 @@ func (o *Client) configure() (err error) {
 		return
 	}
 
-	o.client = ollamaapi.NewClient(o.apiUrl, &http.Client{Timeout: 1200000 * time.Millisecond})
+	timeout := 20 * time.Minute // Default timeout
+
+	if o.ApiHttpTimeout != nil {
+		parsed, err := time.ParseDuration(o.ApiHttpTimeout.Value)
+		if err == nil && o.ApiHttpTimeout.Value != "" {
+			timeout = parsed
+		} else if o.ApiHttpTimeout.Value != "" {
+			fmt.Printf("Invalid HTTP timeout format (%q), using default (20m): %v\n", o.ApiHttpTimeout.Value, err)
+		}
+	}
+
+	o.client = ollamaapi.NewClient(o.apiUrl, &http.Client{Timeout: timeout, Transport: &transport_sec{underlyingTransport: http.DefaultTransport, ApiKey: o.ApiKey}})
+
 	return
 }
 
@@ -121,3 +155,16 @@ func (o *Client) createChatRequest(msgs []*goopenai.ChatCompletionMessage, opts
 	}
 	return
 }
+
+func (o *Client) NeedsRawMode(modelName string) bool {
+	ollamaPrefixes := []string{
+		"llama3",
+		"llama2",
+	}
+	for _, prefix := range ollamaPrefixes {
+		if strings.HasPrefix(modelName, prefix) {
+			return true
+		}
+	}
+	return false
+}

plugins/ai/openai/openai.go

@@ -6,12 +6,11 @@ import (
 	"fmt"
 	"io"
 	"log/slog"
-
-	"github.com/danielmiessler/fabric/plugins"
+	"strings"
 
 	"github.com/danielmiessler/fabric/common"
-	"github.com/samber/lo"
-	"github.com/sashabaranov/go-openai"
+	"github.com/danielmiessler/fabric/plugins"
+	goopenai "github.com/sashabaranov/go-openai"
 )
 
 func NewClient() (ret *Client) {
@@ -48,20 +47,20 @@ type Client struct {
 	*plugins.PluginBase
 	ApiKey     *plugins.SetupQuestion
 	ApiBaseURL *plugins.SetupQuestion
-	ApiClient  *openai.Client
+	ApiClient  *goopenai.Client
 }
 
 func (o *Client) configure() (ret error) {
-	config := openai.DefaultConfig(o.ApiKey.Value)
+	config := goopenai.DefaultConfig(o.ApiKey.Value)
 	if o.ApiBaseURL.Value != "" {
 		config.BaseURL = o.ApiBaseURL.Value
 	}
-	o.ApiClient = openai.NewClientWithConfig(config)
+	o.ApiClient = goopenai.NewClientWithConfig(config)
 	return
 }
 
 func (o *Client) ListModels() (ret []string, err error) {
-	var models openai.ModelsList
+	var models goopenai.ModelsList
 	if models, err = o.ApiClient.ListModels(context.Background()); err != nil {
 		return
 	}
@@ -74,12 +73,12 @@ func (o *Client) ListModels() (ret []string, err error) {
 }
 
 func (o *Client) SendStream(
-	msgs []*openai.ChatCompletionMessage, opts *common.ChatOptions, channel chan string,
+	msgs []*goopenai.ChatCompletionMessage, opts *common.ChatOptions, channel chan string,
 ) (err error) {
 	req := o.buildChatCompletionRequest(msgs, opts)
 	req.Stream = true
 
-	var stream *openai.ChatCompletionStream
+	var stream *goopenai.ChatCompletionStream
 	if stream, err = o.ApiClient.CreateChatCompletionStream(context.Background(), req); err != nil {
 		fmt.Printf("ChatCompletionStream error: %v\n", err)
 		return
@@ -88,7 +87,7 @@ func (o *Client) SendStream(
 	defer stream.Close()
 
 	for {
-		var response openai.ChatCompletionStreamResponse
+		var response goopenai.ChatCompletionStreamResponse
 		if response, err = stream.Recv(); err == nil {
 			if len(response.Choices) > 0 {
 				channel <- response.Choices[0].Delta.Content
@@ -110,10 +109,10 @@ func (o *Client) SendStream(
 	return
 }
 
-func (o *Client) Send(ctx context.Context, msgs []*openai.ChatCompletionMessage, opts *common.ChatOptions) (ret string, err error) {
+func (o *Client) Send(ctx context.Context, msgs []*goopenai.ChatCompletionMessage, opts *common.ChatOptions) (ret string, err error) {
 	req := o.buildChatCompletionRequest(msgs, opts)
 
-	var resp openai.ChatCompletionResponse
+	var resp goopenai.ChatCompletionResponse
 	if resp, err = o.ApiClient.CreateChatCompletion(ctx, req); err != nil {
 		return
 	}
@@ -124,36 +123,68 @@ func (o *Client) Send(ctx context.Context, msgs []*openai.ChatCompletionMessage,
 	return
 }
 
+func (o *Client) NeedsRawMode(modelName string) bool {
+	openaiModelsPrefixes := []string{
+		"o1",
+		"o3",
+		"o4",
+	}
+	for _, prefix := range openaiModelsPrefixes {
+		if strings.HasPrefix(modelName, prefix) {
+			return true
+		}
+	}
+	return false
+}
+
 func (o *Client) buildChatCompletionRequest(
-	msgs []*openai.ChatCompletionMessage, opts *common.ChatOptions,
-) (ret openai.ChatCompletionRequest) {
-	messages := lo.Map(msgs, func(message *openai.ChatCompletionMessage, _ int) openai.ChatCompletionMessage {
-		return *message
-	})
+	inputMsgs []*goopenai.ChatCompletionMessage, opts *common.ChatOptions,
+) (ret goopenai.ChatCompletionRequest) {
+
+	// Create a new slice for messages to be sent, converting from []*Msg to []Msg.
+	// This also serves as a mutable copy for provider-specific modifications.
+	messagesForRequest := make([]goopenai.ChatCompletionMessage, len(inputMsgs))
+	for i, msgPtr := range inputMsgs {
+		messagesForRequest[i] = *msgPtr // Dereference and copy
+	}
+
+	// Provider-specific modification for DeepSeek:
+	// DeepSeek requires the last message to be a user message.
+	// If fabric constructs a single system message (common when a pattern includes user input),
+	// we change its role to user for DeepSeek.
+	if strings.Contains(opts.Model, "deepseek") { // Heuristic to identify DeepSeek models
+		if len(messagesForRequest) == 1 && messagesForRequest[0].Role == goopenai.ChatMessageRoleSystem {
+			messagesForRequest[0].Role = goopenai.ChatMessageRoleUser
+		}
+		// Note: This handles the most common case arising from pattern usage.
+		// More complex scenarios where a multi-message sequence ends in 'system'
+		// are not currently expected from chatter.go's BuildSession logic for OpenAI providers
+		// but might require further rules if they arise.
+	}
 
 	if opts.Raw {
-		ret = openai.ChatCompletionRequest{
+		ret = goopenai.ChatCompletionRequest{
 			Model:    opts.Model,
-			Messages: messages,
+			Messages: messagesForRequest,
 		}
 	} else {
 		if opts.Seed == 0 {
-			ret = openai.ChatCompletionRequest{
+			ret = goopenai.ChatCompletionRequest{
 				Model:            opts.Model,
 				Temperature:      float32(opts.Temperature),
 				TopP:             float32(opts.TopP),
 				PresencePenalty:  float32(opts.PresencePenalty),
 				FrequencyPenalty: float32(opts.FrequencyPenalty),
-				Messages:         messages,
+				Messages:         messagesForRequest,
 			}
 		} else {
-			ret = openai.ChatCompletionRequest{
+			ret = goopenai.ChatCompletionRequest{
 				Model:            opts.Model,
 				Temperature:      float32(opts.Temperature),
 				TopP:             float32(opts.TopP),
 				PresencePenalty:  float32(opts.PresencePenalty),
 				FrequencyPenalty: float32(opts.FrequencyPenalty),
-				Messages:         messages,
+				Messages:         messagesForRequest,
 				Seed:             &opts.Seed,
 			}
 		}

plugins/ai/openai_compatible/providers_config.go

@@ -0,0 +1,78 @@
+package openai_compatible
+
+import (
+	"github.com/danielmiessler/fabric/plugins/ai/openai"
+)
+
+// ProviderConfig defines the configuration for an OpenAI-compatible API provider
+type ProviderConfig struct {
+	Name    string
+	BaseURL string
+}
+
+// Client is the common structure for all OpenAI-compatible providers
+type Client struct {
+	*openai.Client
+}
+
+// NewClient creates a new OpenAI-compatible client for the specified provider
+func NewClient(providerConfig ProviderConfig) *Client {
+	client := &Client{}
+	client.Client = openai.NewClientCompatible(providerConfig.Name, providerConfig.BaseURL, nil)
+	return client
+}
+
+// ProviderMap is a map of provider name to ProviderConfig for O(1) lookup
+var ProviderMap = map[string]ProviderConfig{
+	"Mistral": {
+		Name:    "Mistral",
+		BaseURL: "https://api.mistral.ai/v1",
+	},
+	"LiteLLM": {
+		Name:    "LiteLLM",
+		BaseURL: "http://localhost:4000",
+	},
+	"Groq": {
+		Name:    "Groq",
+		BaseURL: "https://api.groq.com/openai/v1",
+	},
+	"GrokAI": {
+		Name:    "GrokAI",
+		BaseURL: "https://api.x.ai/v1",
+	},
+	"DeepSeek": {
+		Name:    "DeepSeek",
+		BaseURL: "https://api.deepseek.com",
+	},
+	"Cerebras": {
+		Name:    "Cerebras",
+		BaseURL: "https://api.cerebras.ai/v1",
+	},
+	"OpenRouter": {
+		Name:    "OpenRouter",
+		BaseURL: "https://openrouter.ai/api/v1",
+	},
+	"SiliconCloud": {
+		Name:    "SiliconCloud",
+		BaseURL: "https://api.siliconflow.cn/v1",
+	},
+	"AIML": {
+		Name:    "AIML",
+		BaseURL: "https://api.aimlapi.com/v1",
+	},
+}
+
+// GetProviderByName returns the provider configuration for a given name with O(1) lookup
+func GetProviderByName(name string) (ProviderConfig, bool) {
+	provider, found := ProviderMap[name]
+	return provider, found
+}
+
+// CreateClient creates a new client for a provider by name
+func CreateClient(providerName string) (*Client, bool) {
+	providerConfig, found := GetProviderByName(providerName)
+	if !found {
+		return nil, false
+	}
+	return NewClient(providerConfig), true
+}

plugins/ai/openai_compatible/providers_config_test.go

@@ -0,0 +1,42 @@
+package openai_compatible
+
+import (
+	"testing"
+)
+
+func TestCreateClient(t *testing.T) {
+	testCases := []struct {
+		name     string
+		provider string
+		exists   bool
+	}{
+		{
+			name:     "Existing provider - Mistral",
+			provider: "Mistral",
+			exists:   true,
+		},
+		{
+			name:     "Existing provider - Groq",
+			provider: "Groq",
+			exists:   true,
+		},
+		{
+			name:     "Non-existent provider",
+			provider: "NonExistent",
+			exists:   false,
+		},
+	}
+
+	for _, tc := range testCases {
+		t.Run(tc.name, func(t *testing.T) {
+			client, exists := CreateClient(tc.provider)
+			if exists != tc.exists {
+				t.Errorf("Expected exists=%v for provider %s, got %v",
+					tc.exists, tc.provider, exists)
+			}
+			if exists && client == nil {
+				t.Errorf("Expected non-nil client for provider %s", tc.provider)
+			}
+		})
+	}
+}

plugins/ai/openrouter/openrouter.go

@@ -1,16 +0,0 @@
-package openrouter
-
-import (
-	"github.com/danielmiessler/fabric/plugins/ai/openai"
-)
-
-func NewClient() (ret *Client) {
-	ret = &Client{}
-	ret.Client = openai.NewClientCompatible("OpenRouter", "https://openrouter.ai/api/v1", nil)
-
-	return
-}
-
-type Client struct {
-	*openai.Client
-}

plugins/ai/openrouter/openrouter_test.go

@@ -1 +0,0 @@
-package openrouter

plugins/ai/siliconcloud/siliconcloud.go

@@ -1,15 +0,0 @@
-package siliconcloud
-
-import (
-	"github.com/danielmiessler/fabric/plugins/ai/openai"
-)
-
-func NewClient() (ret *Client) {
-	ret = &Client{}
-	ret.Client = openai.NewClientCompatible("SiliconCloud", "https://api.siliconflow.cn/v1", nil)
-	return
-}
-
-type Client struct {
-	*openai.Client
-}

plugins/ai/vendor.go

@@ -14,4 +14,5 @@ type Vendor interface {
 	ListModels() ([]string, error)
 	SendStream([]*goopenai.ChatCompletionMessage, *common.ChatOptions, chan string) error
 	Send(context.Context, []*goopenai.ChatCompletionMessage, *common.ChatOptions) (string, error)
+	NeedsRawMode(modelName string) bool
 }

plugins/ai/vendors.go

@@ -4,6 +4,8 @@ import (
 	"bytes"
 	"context"
 	"fmt"
+	"sort"
+	"strings"
 	"sync"
 
 	"github.com/danielmiessler/fabric/plugins"
@@ -95,6 +97,9 @@ func (o *VendorsManager) readModels() (err error) {
 		if result.err != nil {
 			fmt.Println(result.vendorName, result.err)
 		} else {
+			sort.Slice(result.models, func(i, j int) bool {
+				return strings.ToLower(result.models[i]) < strings.ToLower(result.models[j])
+			})
 			o.Models.AddGroupItems(result.vendorName, result.models...)
 		}
 	}

plugins/db/api.go

@@ -9,5 +9,5 @@ type Storage[T any] interface {
 	Rename(oldName, newName string) (err error)
 	Save(name string, content []byte) (err error)
 	Load(name string) (ret []byte, err error)
-	ListNames() (err error)
+	ListNames(shellCompleteList bool) (err error)
 }

plugins/db/fsdb/patterns.go

@@ -150,3 +150,14 @@ func (o *PatternsEntity) Get(name string) (*Pattern, error) {
 	// Use GetPattern with no variables
 	return o.GetApplyVariables(name, nil, "")
 }
+func (o *PatternsEntity) Save(name string, content []byte) (err error) {
+	patternDir := filepath.Join(o.Dir, name)
+	if err = os.MkdirAll(patternDir, os.ModePerm); err != nil {
+		return fmt.Errorf("could not create pattern directory: %v", err)
+	}
+	patternPath := filepath.Join(patternDir, o.SystemPatternFile)
+	if err = os.WriteFile(patternPath, content, 0644); err != nil {
+		return fmt.Errorf("could not save pattern: %v", err)
+	}
+	return nil
+}

plugins/db/fsdb/patterns_test.go

@@ -144,3 +144,21 @@ func TestGetApplyVariables(t *testing.T) {
 		})
 	}
 }
+
+func TestPatternsEntity_Save(t *testing.T) {
+	entity, cleanup := setupTestPatternsEntity(t)
+	defer cleanup()
+
+	name := "new-pattern"
+	content := []byte("test pattern content")
+	require.NoError(t, entity.Save(name, content))
+
+	patternDir := filepath.Join(entity.Dir, name)
+	info, err := os.Stat(patternDir)
+	require.NoError(t, err)
+	assert.True(t, info.IsDir())
+
+	data, err := os.ReadFile(filepath.Join(patternDir, entity.SystemPatternFile))
+	require.NoError(t, err)
+	assert.Equal(t, content, data)
+}

plugins/db/fsdb/storage.go

@@ -100,14 +100,16 @@ func (o *StorageEntity) Load(name string) (ret []byte, err error) {
 	return
 }
 
-func (o *StorageEntity) ListNames() (err error) {
+func (o *StorageEntity) ListNames(shellCompleteList bool) (err error) {
 	var names []string
 	if names, err = o.GetNames(); err != nil {
 		return
 	}
 
 	if len(names) == 0 {
-		fmt.Printf("\nNo %v\n", o.Label)
+		if !shellCompleteList {
+			fmt.Printf("\nNo %v\n", o.Label)
+		}
 		return
 	}
 

plugins/plugin.go

@@ -8,6 +8,7 @@ import (
 )
 
 const AnswerReset = "reset"
+const SettingTypeBool = "bool"
 
 type Plugin interface {
 	GetName() string
@@ -60,6 +61,21 @@ func (o *PluginBase) AddSetupQuestionCustom(name string, required bool, question
 	return
 }
 
+func (o *PluginBase) AddSetupQuestionBool(name string, required bool) (ret *SetupQuestion) {
+	return o.AddSetupQuestionCustomBool(name, required, "")
+}
+
+func (o *PluginBase) AddSetupQuestionCustomBool(name string, required bool, question string) (ret *SetupQuestion) {
+	setting := o.AddSetting(name, required)
+	setting.Type = SettingTypeBool
+	ret = &SetupQuestion{Setting: setting, Question: question}
+	if ret.Question == "" {
+		ret.Question = fmt.Sprintf("Enable %v %v (true/false)", o.Name, strings.ToUpper(name))
+	}
+	o.SetupQuestions = append(o.SetupQuestions, ret)
+	return
+}
+
 func (o *PluginBase) Configure() (err error) {
 	if err = o.Settings.Configure(); err != nil {
 		return
@@ -98,16 +114,123 @@ func NewSetting(envVariable string, required bool) *Setting {
 	}
 }
 
+// In plugins/plugin.go
+
 type Setting struct {
 	EnvVariable string
 	Value       string
 	Required    bool
+	Type        string // "string" (default), "bool"
 }
 
 func (o *Setting) IsValid() bool {
+	if o.Type == SettingTypeBool {
+		_, err := ParseBool(o.Value)
+		return (err == nil) || !o.Required
+	}
 	return o.IsDefined() || !o.Required
 }
 
+func (o *Setting) Print() {
+	if o.Type == SettingTypeBool {
+		v, _ := ParseBool(o.Value)
+		fmt.Printf("%v: %v\n", o.EnvVariable, v)
+	} else {
+		fmt.Printf("%v: %v\n", o.EnvVariable, o.Value)
+	}
+}
+
+func (o *Setting) FillEnvFileContent(buffer *bytes.Buffer) {
+	if o.IsDefined() {
+		buffer.WriteString(o.EnvVariable)
+		buffer.WriteString("=")
+		if o.Type == SettingTypeBool {
+			v, _ := ParseBool(o.Value)
+			buffer.WriteString(fmt.Sprintf("%v", v))
+		} else {
+			buffer.WriteString(o.Value)
+		}
+		buffer.WriteString("\n")
+	}
+	return
+}
+
+func ParseBoolElseFalse(val string) (ret bool) {
+	ret, _ = ParseBool(val)
+	return
+}
+
+func ParseBool(val string) (bool, error) {
+	switch strings.ToLower(strings.TrimSpace(val)) {
+	case "1", "true", "yes", "on":
+		return true, nil
+	case "0", "false", "no", "off":
+		return false, nil
+	}
+	return false, fmt.Errorf("invalid bool: %q", val)
+}
+
+type SetupQuestion struct {
+	*Setting
+	Question string
+}
+
+func (o *SetupQuestion) Ask(label string) (err error) {
+	var prefix string
+	if label != "" {
+		prefix = fmt.Sprintf("[%v] ", label)
+	} else {
+		prefix = ""
+	}
+	fmt.Println()
+	if o.Type == SettingTypeBool {
+		current := "false"
+		if v, err := ParseBool(o.Value); err == nil && v {
+			current = "true"
+		}
+		fmt.Printf("%v%v (true/false, leave empty for '%s' or type '%v' to remove the value):\n",
+			prefix, o.Question, current, AnswerReset)
+	} else if o.Value != "" {
+		fmt.Printf("%v%v (leave empty for '%s' or type '%v' to remove the value):\n",
+			prefix, o.Question, o.Value, AnswerReset)
+	} else {
+		fmt.Printf("%v%v (leave empty to skip):\n", prefix, o.Question)
+	}
+	var answer string
+	fmt.Scanln(&answer)
+	answer = strings.TrimRight(answer, "\n")
+	if answer == "" {
+		answer = o.Value
+	} else if strings.ToLower(answer) == AnswerReset {
+		answer = ""
+	}
+	err = o.OnAnswer(answer)
+	return
+}
+
+func (o *SetupQuestion) OnAnswer(answer string) (err error) {
+	if o.Type == SettingTypeBool {
+		if answer == "" {
+			o.Value = ""
+		} else {
+			_, err := ParseBool(answer)
+			if err != nil {
+				return fmt.Errorf("invalid boolean value: %v", answer)
+			}
+			o.Value = strings.ToLower(answer)
+		}
+	} else {
+		o.Value = answer
+	}
+	if o.EnvVariable != "" {
+		if err = os.Setenv(o.EnvVariable, o.Value); err != nil {
+			return
+		}
+	}
+	err = o.IsValidErr()
+	return
+}
+
 func (o *Setting) IsValidErr() (err error) {
 	if !o.IsValid() {
 		err = fmt.Errorf("%v=%v, is not valid", o.EnvVariable, o.Value)
@@ -127,71 +250,10 @@ func (o *Setting) Configure() error {
 	return o.IsValidErr()
 }
 
-func (o *Setting) FillEnvFileContent(buffer *bytes.Buffer) {
-	if o.IsDefined() {
-		buffer.WriteString(o.EnvVariable)
-		buffer.WriteString("=")
-		//buffer.WriteString("\"")
-		buffer.WriteString(o.Value)
-		//buffer.WriteString("\"")
-		buffer.WriteString("\n")
-	}
-	return
-}
-
-func (o *Setting) Print() {
-	fmt.Printf("%v: %v\n", o.EnvVariable, o.Value)
-}
-
 func NewSetupQuestion(question string) *SetupQuestion {
 	return &SetupQuestion{Setting: &Setting{}, Question: question}
 }
 
-type SetupQuestion struct {
-	*Setting
-	Question string
-}
-
-func (o *SetupQuestion) Ask(label string) (err error) {
-	var prefix string
-
-	if label != "" {
-		prefix = fmt.Sprintf("[%v] ", label)
-	} else {
-		prefix = ""
-	}
-
-	fmt.Println()
-	if o.Value != "" {
-		fmt.Printf("%v%v (leave empty for '%s' or type '%v' to remove the value):\n",
-			prefix, o.Question, o.Value, AnswerReset)
-	} else {
-		fmt.Printf("%v%v (leave empty to skip):\n", prefix, o.Question)
-	}
-
-	var answer string
-	fmt.Scanln(&answer)
-	answer = strings.TrimRight(answer, "\n")
-	if answer == "" {
-		answer = o.Value
-	} else if strings.ToLower(answer) == AnswerReset {
-		answer = ""
-	}
-	err = o.OnAnswer(answer)
-	return
-}
-
-func (o *SetupQuestion) OnAnswer(answer string) (err error) {
-	o.Value = answer
-	if o.EnvVariable != "" {
-		if err = os.Setenv(o.EnvVariable, answer); err != nil {
-			return
-		}
-	}
-	err = o.IsValidErr()
-	return
-}
-
 type Settings []*Setting
 
 func (o Settings) IsConfigured() (ret bool) {

plugins/strategy/strategy.go

@@ -197,12 +197,13 @@ func LoadStrategy(filename string) (*Strategy, error) {
 }
 
 // ListStrategies prints available strategies
-func (sm *StrategiesManager) ListStrategies() error {
+func (sm *StrategiesManager) ListStrategies(shellCompleteList bool) error {
 	if len(sm.Strategies) == 0 {
 		return fmt.Errorf("no strategies found. Please run 'fabric --setup' to download strategies")
 	}
-	fmt.Print("Available Strategies:\n\n")
-
+	if !shellCompleteList {
+		fmt.Print("Available Strategies:\n\n")
+	}
 	// Get all strategy names for sorting
 	names := []string{}
 	for name := range sm.Strategies {
@@ -224,7 +225,11 @@ func (sm *StrategiesManager) ListStrategies() error {
 	formatString := "%-" + fmt.Sprintf("%d", maxNameLength+2) + "s %s\n"
 	for _, name := range names {
 		strategy := sm.Strategies[name]
-		fmt.Printf(formatString, strategy.Name, strategy.Description)
+		if shellCompleteList {
+			fmt.Printf("%s\n", strategy.Name)
+		} else {
+			fmt.Printf(formatString, strategy.Name, strategy.Description)
+		}
 	}
 
 	return nil

plugins/template/extension_executor.go

@@ -117,8 +117,12 @@ func (e *ExtensionExecutor) executeWithFile(cmd *exec.Cmd, ext *ExtensionDefinit
 	// Create context with timeout
 	ctx, cancel := context.WithTimeout(context.Background(), timeout)
 	defer cancel()
+	// Store the original environment
+	originalEnv := cmd.Env
+	// Create a new command with context. This might reset Env, depending on the Go version.
 	cmd = exec.CommandContext(ctx, cmd.Path, cmd.Args[1:]...)
-	cmd.Env = cmd.Env
+	// Restore the environment variables explicitly
+	cmd.Env = originalEnv
 
 	fileConfig := ext.GetFileConfig()
 	if fileConfig == nil {

plugins/tools/defaults.go

@@ -47,7 +47,7 @@ func (o *Defaults) Setup() (err error) {
 		return
 	}
 
-	vendorsModels.Print()
+	vendorsModels.Print(false)
 
 	if err = o.Ask(o.Name); err != nil {
 		return

plugins/tools/youtube/youtube.go

@@ -1,20 +1,29 @@
+// Package youtube provides YouTube video transcript and comment extraction functionality.
+//
+// Requirements:
+// - yt-dlp: Required for transcript extraction (must be installed separately)
+// - YouTube API key: Optional, only needed for comments and metadata extraction
+//
+// The implementation uses yt-dlp for reliable transcript extraction and the YouTube API
+// for comments/metadata. Old YouTube scraping methods have been removed due to
+// frequent changes and rate limiting.
 package youtube
 
 import (
+	"bytes"
 	"context"
 	"encoding/csv"
-	"encoding/json"
 	"flag"
 	"fmt"
 	"log"
-	"net/url"
 	"os"
+	"os/exec"
+	"path/filepath"
 	"regexp"
 	"strconv"
 	"strings"
 	"time"
 
-	"github.com/anaskhan96/soup"
 	"github.com/danielmiessler/fabric/plugins"
 	"google.golang.org/api/option"
 	"google.golang.org/api/youtube/v3"
@@ -27,7 +36,7 @@ func NewYouTube() (ret *YouTube) {
 
 	ret.PluginBase = &plugins.PluginBase{
 		Name:             label,
-		SetupDescription: label + " - to grab video transcripts and comments",
+		SetupDescription: label + " - to grab video transcripts (via yt-dlp) and comments/metadata (via YouTube API)",
 		EnvNamePrefix:    plugins.BuildEnvVariablePrefix(label),
 	}
 
@@ -46,6 +55,10 @@ type YouTube struct {
 
 func (o *YouTube) initService() (err error) {
 	if o.service == nil {
+		if o.ApiKey.Value == "" {
+			err = fmt.Errorf("YouTube API key required for comments and metadata. Run 'fabric --setup' to configure")
+			return
+		}
 		o.normalizeRegex = regexp.MustCompile(`[^a-zA-Z0-9]+`)
 		ctx := context.Background()
 		o.service, err = youtube.NewService(ctx, option.WithAPIKey(o.ApiKey.Value))
@@ -54,10 +67,6 @@ func (o *YouTube) initService() (err error) {
 }
 
 func (o *YouTube) GetVideoOrPlaylistId(url string) (videoId string, playlistId string, err error) {
-	if err = o.initService(); err != nil {
-		return
-	}
-
 	// Video ID pattern
 	videoPattern := `(?:https?:\/\/)?(?:www\.)?(?:youtube\.com\/(?:live\/|[^\/\n\s]+\/\S+\/|(?:v|e(?:mbed)?)\/|(?:s(?:horts)\/)|\S*?[?&]v=)|youtu\.be\/)([a-zA-Z0-9_-]*)`
 	videoRe := regexp.MustCompile(videoPattern)
@@ -94,112 +103,182 @@ func (o *YouTube) GrabTranscriptForUrl(url string, language string) (ret string,
 }
 
 func (o *YouTube) GrabTranscript(videoId string, language string) (ret string, err error) {
-	var transcript string
-	if transcript, err = o.GrabTranscriptBase(videoId, language); err != nil {
-		err = fmt.Errorf("transcript not available. (%v)", err)
-		return
-	}
-
-	// Parse the XML transcript
-	doc := soup.HTMLParse(transcript)
-	// Extract the text content from the <text> tags
-	textTags := doc.FindAll("text")
-	var textBuilder strings.Builder
-	for _, textTag := range textTags {
-		textBuilder.WriteString(strings.ReplaceAll(textTag.Text(), "&#39;", "'"))
-		textBuilder.WriteString(" ")
-		ret = textBuilder.String()
-	}
-	return
+	// Use yt-dlp for reliable transcript extraction
+	return o.tryMethodYtDlp(videoId, language)
 }
 
 func (o *YouTube) GrabTranscriptWithTimestamps(videoId string, language string) (ret string, err error) {
-	var transcript string
-	if transcript, err = o.GrabTranscriptBase(videoId, language); err != nil {
-		err = fmt.Errorf("transcript not available. (%v)", err)
+	// Use yt-dlp for reliable transcript extraction with timestamps
+	return o.tryMethodYtDlpWithTimestamps(videoId, language)
+}
+
+// tryMethodYtDlpInternal is a helper function to reduce duplication between
+// tryMethodYtDlp and tryMethodYtDlpWithTimestamps.
+func (o *YouTube) tryMethodYtDlpInternal(videoId string, language string, processVTTFileFunc func(filename string) (string, error)) (ret string, err error) {
+	// Check if yt-dlp is available
+	if _, err = exec.LookPath("yt-dlp"); err != nil {
+		err = fmt.Errorf("yt-dlp not found in PATH. Please install yt-dlp to use YouTube transcript functionality")
 		return
 	}
 
-	// Parse the XML transcript
-	doc := soup.HTMLParse(transcript)
-	// Extract the text content from the <text> tags
-	textTags := doc.FindAll("text")
-	var textBuilder strings.Builder
-	for _, textTag := range textTags {
-		// Extract the start and duration attributes
-		start := textTag.Attrs()["start"]
-		dur := textTag.Attrs()["dur"]
-		end := fmt.Sprintf("%f", parseFloat(start)+parseFloat(dur))
-		// Format the timestamps
-		startFormatted := formatTimestamp(parseFloat(start))
-		endFormatted := formatTimestamp(parseFloat(end))
-		text := strings.ReplaceAll(textTag.Text(), "&#39;", "'")
-		textBuilder.WriteString(fmt.Sprintf("[%s - %s] %s\n", startFormatted, endFormatted, text))
+	// Create a temporary directory for yt-dlp output (cross-platform)
+	tempDir := filepath.Join(os.TempDir(), "fabric-youtube-"+videoId)
+	if err = os.MkdirAll(tempDir, 0755); err != nil {
+		err = fmt.Errorf("failed to create temp directory: %v", err)
+		return
+	}
+	defer os.RemoveAll(tempDir)
+
+	// Use yt-dlp to get transcript
+	videoURL := "https://www.youtube.com/watch?v=" + videoId
+	outputPath := filepath.Join(tempDir, "%(title)s.%(ext)s")
+	lang_match := language
+	if len(language) > 2 {
+		lang_match = language[:2]
+	}
+	cmd := exec.Command("yt-dlp",
+		"--write-auto-subs",
+		"--sub-lang", lang_match,
+		"--skip-download",
+		"--sub-format", "vtt",
+		"--quiet",
+		"--no-warnings",
+		"-o", outputPath,
+		videoURL)
+
+	var stderr bytes.Buffer
+	cmd.Stderr = &stderr
+
+	if err = cmd.Run(); err != nil {
+		err = fmt.Errorf("yt-dlp failed: %v, stderr: %s", err, stderr.String())
+		return
+	}
+
+	// Find VTT files using cross-platform approach
+	vttFiles, err := o.findVTTFiles(tempDir, language)
+	if err != nil {
+		return "", err
+	}
+
+	return processVTTFileFunc(vttFiles[0])
+}
+
+func (o *YouTube) tryMethodYtDlp(videoId string, language string) (ret string, err error) {
+	return o.tryMethodYtDlpInternal(videoId, language, o.readAndCleanVTTFile)
+}
+
+func (o *YouTube) tryMethodYtDlpWithTimestamps(videoId string, language string) (ret string, err error) {
+	return o.tryMethodYtDlpInternal(videoId, language, o.readAndFormatVTTWithTimestamps)
+}
+
+func (o *YouTube) readAndCleanVTTFile(filename string) (ret string, err error) {
+	var content []byte
+	if content, err = os.ReadFile(filename); err != nil {
+		return
+	}
+
+	// Convert VTT to plain text
+	lines := strings.Split(string(content), "\n")
+	var textBuilder strings.Builder
+
+	for _, line := range lines {
+		line = strings.TrimSpace(line)
+		// Skip WEBVTT header, timestamps, and empty lines
+		if line == "" || line == "WEBVTT" || strings.Contains(line, "-->") ||
+			strings.HasPrefix(line, "NOTE") || strings.HasPrefix(line, "STYLE") ||
+			strings.HasPrefix(line, "Kind:") || strings.HasPrefix(line, "Language:") ||
+			isTimeStamp(line) {
+			continue
+		}
+		// Remove VTT formatting tags
+		line = removeVTTTags(line)
+		if line != "" {
+			textBuilder.WriteString(line)
+			textBuilder.WriteString(" ")
+		}
+	}
+
+	ret = strings.TrimSpace(textBuilder.String())
+	if ret == "" {
+		err = fmt.Errorf("no transcript content found in VTT file")
 	}
-	ret = textBuilder.String()
 	return
 }
 
-func parseFloat(s string) float64 {
-	f, _ := strconv.ParseFloat(s, 64)
-	return f
-}
-
-func formatTimestamp(seconds float64) string {
-	hours := int(seconds) / 3600
-	minutes := (int(seconds) % 3600) / 60
-	secs := int(seconds) % 60
-	return fmt.Sprintf("%02d:%02d:%02d", hours, minutes, secs)
-}
-
-func (o *YouTube) GrabTranscriptBase(videoId string, language string) (ret string, err error) {
-	if err = o.initService(); err != nil {
+func (o *YouTube) readAndFormatVTTWithTimestamps(filename string) (ret string, err error) {
+	var content []byte
+	if content, err = os.ReadFile(filename); err != nil {
 		return
 	}
 
-	watchUrl := "https://www.youtube.com/watch?v=" + videoId
-	var resp string
-	if resp, err = soup.Get(watchUrl); err != nil {
-		return
-	}
+	// Parse VTT and preserve timestamps
+	lines := strings.Split(string(content), "\n")
+	var textBuilder strings.Builder
+	var currentTimestamp string
 
-	doc := soup.HTMLParse(resp)
-	scriptTags := doc.FindAll("script")
-	for _, scriptTag := range scriptTags {
-		if strings.Contains(scriptTag.Text(), "captionTracks") {
-			regex := regexp.MustCompile(`"captionTracks":(\[.*?\])`)
-			match := regex.FindStringSubmatch(scriptTag.Text())
-			if len(match) > 1 {
-				var captionTracks []struct {
-					BaseURL string `json:"baseUrl"`
-				}
+	for _, line := range lines {
+		line = strings.TrimSpace(line)
 
-				if err = json.Unmarshal([]byte(match[1]), &captionTracks); err != nil {
-					return
-				}
+		// Skip WEBVTT header and empty lines
+		if line == "" || line == "WEBVTT" || strings.HasPrefix(line, "NOTE") ||
+			strings.HasPrefix(line, "STYLE") || strings.HasPrefix(line, "Kind:") ||
+			strings.HasPrefix(line, "Language:") {
+			continue
+		}
 
-				if len(captionTracks) > 0 {
-					transcriptURL := captionTracks[0].BaseURL
-					for _, captionTrack := range captionTracks {
-						parsedUrl, error := url.Parse(captionTrack.BaseURL)
-						if error != nil {
-							err = fmt.Errorf("error parsing caption track")
-						}
-						parsedUrlParams, _ := url.ParseQuery(parsedUrl.RawQuery)
-						if parsedUrlParams["lang"][0] == language {
-							transcriptURL = captionTrack.BaseURL
-						}
-					}
-					ret, err = soup.Get(transcriptURL)
-					return
-				}
+		// Check if this line is a timestamp
+		if strings.Contains(line, "-->") {
+			// Extract start time for this segment
+			parts := strings.Split(line, " --> ")
+			if len(parts) >= 1 {
+				currentTimestamp = formatVTTTimestamp(parts[0])
+			}
+			continue
+		}
+
+		// Skip numeric sequence identifiers
+		if isTimeStamp(line) && !strings.Contains(line, ":") {
+			continue
+		}
+
+		// This should be transcript text
+		if line != "" {
+			// Remove VTT formatting tags
+			cleanText := removeVTTTags(line)
+			if cleanText != "" && currentTimestamp != "" {
+				textBuilder.WriteString(fmt.Sprintf("[%s] %s\n", currentTimestamp, cleanText))
 			}
 		}
 	}
-	err = fmt.Errorf("transcript not found")
+
+	ret = strings.TrimSpace(textBuilder.String())
+	if ret == "" {
+		err = fmt.Errorf("no transcript content found in VTT file")
+	}
 	return
 }
 
+func formatVTTTimestamp(vttTime string) string {
+	// VTT timestamps are in format "00:00:01.234" - convert to "00:00:01"
+	parts := strings.Split(vttTime, ".")
+	if len(parts) > 0 {
+		return parts[0]
+	}
+	return vttTime
+}
+
+func isTimeStamp(s string) bool {
+	// Match timestamps like "00:00:01.234" or just numbers
+	timestampRegex := regexp.MustCompile(`^\d+$|^\d{2}:\d{2}:\d{2}`)
+	return timestampRegex.MatchString(s)
+}
+
+func removeVTTTags(s string) string {
+	// Remove VTT tags like <c.colorE5E5E5>, </c>, etc.
+	tagRegex := regexp.MustCompile(`<[^>]*>`)
+	return tagRegex.ReplaceAllString(s, "")
+}
+
 func (o *YouTube) GrabComments(videoId string) (ret []string, err error) {
 	if err = o.initService(); err != nil {
 		return
@@ -411,6 +490,41 @@ func (o *YouTube) normalizeFileName(name string) string {
 
 }
 
+// findVTTFiles searches for VTT files in a directory using cross-platform approach
+func (o *YouTube) findVTTFiles(dir, language string) ([]string, error) {
+	var vttFiles []string
+
+	// Walk through the directory to find VTT files
+	err := filepath.Walk(dir, func(path string, info os.FileInfo, err error) error {
+		if err != nil {
+			return err
+		}
+
+		if !info.IsDir() && strings.HasSuffix(strings.ToLower(path), ".vtt") {
+			vttFiles = append(vttFiles, path)
+		}
+		return nil
+	})
+
+	if err != nil {
+		return nil, fmt.Errorf("failed to walk directory: %v", err)
+	}
+
+	if len(vttFiles) == 0 {
+		return nil, fmt.Errorf("no VTT files found in directory")
+	}
+
+	// Prefer files with the specified language
+	for _, file := range vttFiles {
+		if strings.Contains(file, "."+language+".vtt") {
+			return []string{file}, nil
+		}
+	}
+
+	// Return the first VTT file found if no language-specific file exists
+	return []string{vttFiles[0]}, nil
+}
+
 type VideoMeta struct {
 	Id              string
 	Title           string

restapi/strategies.go

@@ -6,6 +6,7 @@ import (
 	"net/http"
 	"os"
 	"path/filepath"
+	"strings"
 
 	"github.com/gin-gonic/gin"
 )
@@ -14,6 +15,7 @@ import (
 type StrategyMeta struct {
 	Name        string `json:"name"`
 	Description string `json:"description"`
+	Prompt      string `json:"prompt"`
 }
 
 // NewStrategiesHandler registers the /strategies GET endpoint
@@ -41,16 +43,17 @@ func NewStrategiesHandler(r *gin.Engine) {
 			}
 
 			var s struct {
-				Name        string `json:"name"`
 				Description string `json:"description"`
+				Prompt      string `json:"prompt"`
 			}
 			if err := json.Unmarshal(data, &s); err != nil {
 				continue
 			}
 
 			strategies = append(strategies, StrategyMeta{
-				Name:        s.Name,
+				Name:        strings.TrimSuffix(file.Name(), ".json"),
 				Description: s.Description,
+				Prompt:      s.Prompt,
 			})
 		}
 

stitches/rate_ai_result/rate_ai_result.txt

@@ -1 +0,0 @@
-(echo "beginning of content input" ; f -u https://danielmiessler.com/p/framing-is-everything ; echo "end of content input"; echo "beginning of AI instructions (prompt)"; cat ~/.config/fabric/patterns/extract_insights/system.md; echo "endof AI instructions (prompt)" ; echo "beginning of AI output" ; f -u https://danielmiessler.com/p/framing-is-everything | f -p extract_insights -m gpt-3.5-turbo; echo "end of AI output. Now you should have all three." ) | f -rp rate_ai_result -m o1-preview-2024-09-12

stitches/rate_ai_result/readme.md

@@ -1,60 +0,0 @@
-# Rate AI Result
-
-This is an example of a Fabric Stitch, which is a chained Fabric command that pipes Fabric results into each other to achieve a result. So it's multiple Patterns…*stitched* together.
-
-## Problem
-
-The problem we're trying to solve with this Stitch is not being able to tell how smart given AI models are. I want to be able to rate their output vs. the output from a different model with the same instructions.
-
-## Solution
-
-What `rate_ai_result` does is run a result using AI 1, and then rate it with AI 2.
-
-## Functionality
-
-`rate_ai_result` accomplishes that like so:
-
-1. Get the input that will be operated on by an AI.
-2. Get the instruction/pattern/prompt that will be used by the AI.
-3. Get the result of the instructions running against the AI.
-4. Combine all three of those together as the input to another Fabric call.
-4. Send that combined input to the most advanced model you have available to assess the quality of the AI result.
-
-```
-(echo "beginning of content input" ; f -u https://danielmiessler.com/p/framing-is-everything ; echo "end ofcontent input"; echo "beginning of AI instructions (prompt)"; cat ~/.config/fabric/patterns/extract_insights/system.md; echo "end of AI instructions (prompt)" ; echo "beginning of AI output" ; f -u https://danielmiessler.com/p/framing-is-everything | f -p extract_insights -m gpt-3.5-turbo ; echo "end of AI output. Now you should have all three." ) | f -rp rate_ai_result -m o1-preview-2024-09-12
-```
-In this case we're taking:
-
-* A blog post as the input
-* Getting the content of the extract_insights pattern
-* Capturing the output of extract_insights on the blog post using `gpt-3.5-turbo`
-* Sending all of that to `o1-preview` using the `rate_ai_result` prompt
-
-NOTE: `rate_ai_result` is both a Pattern name and the name of this Stitch.
-
-## Output 
-
-The `rate_ai_result` Pattern is designed to judge the output of another AI on a human sophistication scale that roughly maps to educational and world-state achievement, with the assumption that higher stages require higher cognitive ability as well. These are:
-
-- Superhuman
-- Best humans in the world
-- Ph.D
-- Masters
-- Bachelors
-- High School
-- Partially Educated
-- Uneducated
-
-## How to run it
-
-To run it, just execute the code in the `rate_ai_result` file in this repository. And adjust the components as desired to change the input, the AI you're testing, and the AI you're using to judge.
-
-### Blog Post
-
-Here's a full blog post describing in even more detail.
-
-[Using the Smartest AI to Rate Other AI](https://danielmiessler.com/p/using-the-smartest-ai-to-rate-other-ai)
-
-#### Credit
-
-Created by Daniel Miessler on November 7th, 2024.

version.go

@@ -1,3 +1,3 @@
 package main
 
-var version = "v1.4.173"
+var version = "v1.4.207"

web/.browserslistrc

@@ -0,0 +1,6 @@
+last 2 versions
+not dead
+chrome >= 89
+firefox >= 89
+safari >= 15
+edge >= 89

web/README.md

@@ -1,25 +1,83 @@
 # The Fabric Web App
-[Installing](#Installing)|[Todos](#Todos)|[Collaborators](#Collaborators)
 
-This is a web app for Fabric. It was built using [Svelte](https://svelte.dev/), [SkeletonUI](https://skeleton.dev/), and [Mdsvex](https://mdsvex.pngwn.io/). 
+- [The Fabric Web App](#the-fabric-web-app)
+  - [Installing](#installing)
+    - [From Source](#from-source)
+      - [TL;DR: Convenience Scripts](#tldr-convenience-scripts)
+  - [Tips](#tips)
+  - [Obsidian](#obsidian)
 
-The goal of this app is to not only provide a user interface for Fabric, but also a out-of-the-box website for those who want to get started with web development, blogging, or to just have a web interface for fabric. 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. 
+This is a web app for Fabric. It was built using [Svelte][svelte], [SkeletonUI][skeleton], and [Mdsvex][mdsvex].
 
-![Preview](/fabric-png.png)
+The goal of this app is to not only provide a user interface for Fabric, but also an out-of-the-box website for those who want to get started with web development, blogging, or to just have a web interface for fabric. 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.
+
+![Preview](./static/preview.png)
 
 ## Installing
 
+There are a few days to install and run the Web UI.
+
+### From Source
+
+#### TL;DR: Convenience Scripts
+
+To install the Web UI using `npm`, from the top-level directory:
+
+```bash
+./web/scripts/npm-install.sh
+```
+
+To use pnpm (preferred and recommended for a huge speed improvement):
+
+```bash
+./web/scripts/pnpm-install.sh
+```
+
 The app can be run by navigating to the `web` directory and using `npm install`, `pnpm install`, or your preferred package manager. Then simply run `npm run dev`, `pnpm run dev`, or your equivalent command to start the app. *You will need to run fabric in a separate terminal with the `fabric --serve` command.*
 
+Using npm:
+
+```bash
+# Install the GUI and its dependencies
+npm install
+# Install PDF-to-Markdown components in this order
+npm install -D patch-package
+npm install -D pdfjs-dist
+npm install -D github:jzillmann/pdf-to-markdown#modularize
+
+npx svelte-kit sync
+
+# Now, with "fabric --serve" running already, you can run the GUI
+npm run dev
+```
+
+Using pnpm:
+
+```bash
+# Install the GUI and its dependencies
+pnpm install
+# Install PDF-to-Markdown components in this order
+pnpm install -D patch-package
+pnpm install -D pdfjs-dist
+pnpm install -D github:jzillmann/pdf-to-markdown#modularize
+
+pnpm exec svelte-kit sync
+
+# Now, with "fabric --serve" running already, you can run the GUI
+pnpm run dev
+```
+
 ## Tips
 
 When creating new posts make sure to include a date, description, tags, and aliases. Only a date is needed to display a note.
 
-You can include images, tags to other articles, code blocks, and more all within your markdown files. 
-
-### If you choose to use Obsidian along side ths app
-
-You can design and order your vault however you like, though a `posts` folder should be kept in your vault to house any articles you'd like to post. 
+You can include images, tags to other articles, code blocks, and more all within your markdown files.
 
+## Obsidian
 
+If you choose to use Obsidian alongside this app,
+you can design and order your vault however you like, though a `posts` folder should be kept in your vault to house any articles you'd like to post.
 
+[svelte]: https://svelte.dev/
+[skeleton]: https://skeleton.dev/
+[mdsvex]: https://mdsvex.pngwn.io/

web/legacy/pr-1284-update.md

@@ -1,4 +1,4 @@
-This Cummulative PR adds several Web UI and functionality improvements to make pattern selection more intuitive with the addition of pattern descriptions, ability to save favorite patterns, a Pattern TAG system, powerful multilingual capabilities, PDF-to-markdown functionnalities, a help reference section, more robust Youtube processing and a variety of other ui improvements. 
+This Cumulative PR adds several Web UI and functionality improvements to make pattern selection more intuitive with the addition of pattern descriptions, ability to save favorite patterns, a Pattern TAG system, powerful multilingual capabilities, PDF-to-markdown functionalities, a help reference section, more robust Youtube processing and a variety of other ui improvements.
 
 ## 🎥 Demo Video
 https://youtu.be/bhwtWXoMASA

web/package.json

@@ -13,54 +13,54 @@
     "format": "prettier --write ."
   },
   "devDependencies": {
-    "@eslint/js": "^9.17.0",
-    "@skeletonlabs/skeleton": "^2.8.0",
+    "@eslint/js": "^9.27.0",
+    "@skeletonlabs/skeleton": "^2.11.0",
     "@skeletonlabs/tw-plugin": "^0.3.1",
-    "@sveltejs/adapter-auto": "^3.0.0",
-    "@sveltejs/kit": "^2.9.0",
-    "@sveltejs/vite-plugin-svelte": "^3.0.0",
-    "@tailwindcss/forms": "^0.5.7",
-    "@tailwindcss/typography": "^0.5.10",
-    "@types/node": "^20.10.0",
-    "autoprefixer": "^10.4.16",
+    "@sveltejs/adapter-auto": "^3.3.1",
+    "@sveltejs/kit": "^2.21.1",
+    "@sveltejs/vite-plugin-svelte": "^3.1.2",
+    "@tailwindcss/forms": "^0.5.10",
+    "@tailwindcss/typography": "^0.5.16",
+    "@types/node": "^20.17.50",
+    "autoprefixer": "^10.4.21",
     "eslint-plugin-svelte": "^2.46.1",
     "lucide-svelte": "^0.309.0",
     "mdsvex": "^0.11.2",
     "patch-package": "^8.0.0",
     "pdf-to-markdown-core": "github:jzillmann/pdf-to-markdown#modularize",
-    "pdfjs-dist": "^2.5.207",
-    "postcss": "^8.4.49",
+    "pdfjs-dist": "^4.2.67",
+    "postcss": "^8.5.3",
     "postcss-load-config": "^6.0.1",
     "rehype-autolink-headings": "^7.1.0",
     "rehype-slug": "^6.0.0",
-    "shiki": "^1.24.3",
-    "svelte": "^4.2.7",
-    "svelte-check": "^3.6.0",
+    "shiki": "^1.29.2",
+    "svelte": "^4.2.20",
+    "svelte-check": "^3.8.6",
     "svelte-inview": "^4.0.4",
     "svelte-markdown": "^0.4.1",
     "svelte-reveal": "^1.1.0",
     "svelte-youtube-embed": "^0.3.3",
     "svelte-youtube-lite": "^0.6.2",
-    "tailwindcss": "^3.3.6",
-    "typescript": "^5.0.0",
-    "vite": "^5.0.3",
-    "vite-plugin-tailwind-purgecss": "^0.2.0"
+    "tailwindcss": "^3.4.17",
+    "typescript": "^5.8.3",
+    "vite": "^5.4.19",
+    "vite-plugin-tailwind-purgecss": "^0.2.1"
   },
   "type": "module",
   "dependencies": {
-    "@floating-ui/dom": "^1.5.3",
+    "@floating-ui/dom": "^1.7.0",
     "clsx": "^2.1.1",
     "cn": "^0.1.1",
     "date-fns": "^4.1.0",
-    "highlight.js": "^11.10.0",
-    "marked": "^15.0.1",
-    "nanoid": "4.0.2",
+    "highlight.js": "^11.11.1",
+    "marked": "^15.0.12",
+    "nanoid": "5.0.9",
     "rehype": "^13.0.2",
     "rehype-external-links": "^3.0.0",
     "rehype-unwrap-images": "^1.0.0",
-    "tailwind-merge": "^2.5.4",
+    "tailwind-merge": "^2.6.0",
     "vfile-message": "^4.0.2",
-    "yaml": "^2.6.1",
+    "yaml": "^2.8.0",
     "youtube-transcript": "^1.2.1"
   },
   "pnpm": {

web/scripts/npm-install.sh

@@ -0,0 +1,19 @@
+#!/bin/bash
+
+cd "$(dirname "$0")/.." || exit
+
+if command -v npm &>/dev/null; then
+  echo "npm is installed"
+else
+  echo "npm is not installed. Please install npm first."
+  exit 1
+fi
+
+# Install the GUI and its dependencies
+npm install
+# Install PDF-to-Markdown components in this order
+npm install -D patch-package
+npm install -D pdfjs-dist
+npm install -D github:jzillmann/pdf-to-markdown#modularize
+
+npx svelte-kit sync

web/scripts/pnpm-install.sh

@@ -0,0 +1,19 @@
+#!/bin/bash
+
+cd "$(dirname "$0")/.." || exit
+
+if command -v npm &>/dev/null; then
+  echo "pnpm is installed"
+else
+  echo "pnpm is not installed. Please install pnpm first."
+  exit 1
+fi
+
+# Install the GUI and its dependencies
+pnpm install
+# Install PDF-to-Markdown components in this order
+pnpm install -D patch-package
+pnpm install -D pdfjs-dist
+pnpm install -D github:jzillmann/pdf-to-markdown#modularize
+
+pnpm exec svelte-kit sync

web/src/lib/config/environment.ts

@@ -0,0 +1,62 @@
+/**
+ * Environment configuration for the Fabric web app
+ * Centralizes all environment variable handling
+ */
+
+// Default values
+const DEFAULT_FABRIC_BASE_URL = 'http://localhost:8080';
+
+/**
+ * Get the Fabric base URL from environment variable or default
+ * This function works in both server and client contexts
+ */
+export function getFabricBaseUrl(): string {
+  // In server context (Node.js), use process.env
+  if (typeof process !== 'undefined' && process.env) {
+    return process.env.FABRIC_BASE_URL || DEFAULT_FABRIC_BASE_URL;
+  }
+
+  // In client context, check if the environment was injected via Vite
+  if (typeof window !== 'undefined' && (window as any).__FABRIC_CONFIG__) {
+    return (window as any).__FABRIC_CONFIG__.FABRIC_BASE_URL || DEFAULT_FABRIC_BASE_URL;
+  }
+
+  // Fallback to default
+  return DEFAULT_FABRIC_BASE_URL;
+}
+
+/**
+ * Get the Fabric API base URL (adds /api if not present)
+ */
+export function getFabricApiUrl(): string {
+  const baseUrl = getFabricBaseUrl();
+
+  // Remove trailing slash if present
+  const cleanBaseUrl = baseUrl.replace(/\/$/, '');
+
+  // Check if it already ends with /api
+  if (cleanBaseUrl.endsWith('/api')) {
+    return cleanBaseUrl;
+  }
+
+  return `${cleanBaseUrl}/api`;
+}
+
+/**
+ * Configuration object for easy access to all environment settings
+ */
+export const config = {
+  fabricBaseUrl: getFabricBaseUrl(),
+  fabricApiUrl: getFabricApiUrl(),
+} as const;
+
+// Type definitions
+export interface FabricConfig {
+  FABRIC_BASE_URL: string;
+}
+
+declare global {
+  interface Window {
+    __FABRIC_CONFIG__?: FabricConfig;
+  }
+}

web/src/lib/services/PdfConversionService.ts

@@ -1,17 +1,14 @@
-  import { createPipeline, transformers } from 'pdf-to-markdown-core/lib/src';
+import { createPipeline, transformers } from 'pdf-to-markdown-core/lib/src';
 import { PARSE_SCHEMA } from 'pdf-to-markdown-core/lib/src/PdfParser';
 import * as pdfjs from 'pdfjs-dist';
+import pdfConfig from './pdf-config';
 
 export class PdfConversionService {
   constructor() {
     if (typeof window !== 'undefined') {
       console.log('PDF.js version:', pdfjs.version);
-      const workerUrl = new URL(
-        'pdfjs-dist/build/pdf.worker.min.js',
-        import.meta.url
-      );
-      console.log('Worker URL:', workerUrl.href);
-      pdfjs.GlobalWorkerOptions.workerSrc = workerUrl.href;
+      // Initialize PDF.js configuration from the shared config
+      pdfConfig.initialize();
       console.log('Worker configuration complete');
     }
   }

web/src/lib/services/pdf-config.ts

@@ -0,0 +1,20 @@
+import { browser } from '$app/environment';
+import { GlobalWorkerOptions } from 'pdfjs-dist';
+
+// Set up the worker source location - point to static file in public directory
+const workerSrc = '/pdf.worker.min.mjs';
+
+// Configure the worker options only on the client side
+if (browser) {
+  GlobalWorkerOptions.workerSrc = workerSrc;
+}
+
+// Export the configuration
+export default {
+  initialize: () => {
+    if (browser) {
+      console.log('PDF.js worker initialized at', workerSrc);
+    }
+  }
+};
+

web/src/routes/chat/+server.ts

@@ -15,11 +15,11 @@ export const POST: RequestHandler = async ({ request }) => {
         language: body.language,
         hasLanguageParam: true
       });
-      
+
       // Extract video ID
       const match = body.url.match(/(?:youtube\.com\/(?:[^\/]+\/.+\/|(?:v|e(?:mbed)?)\/|.*[?&]v=)|youtu\.be\/)([^"&?\/\s]{11})/);
       const videoId = match ? match[1] : null;
-      
+
       if (!videoId) {
         return json({ error: 'Invalid YouTube URL' }, { status: 400 });
       }

web/vite.config.ts

@@ -2,13 +2,20 @@ import { purgeCss } from 'vite-plugin-tailwind-purgecss';
 import { sveltekit } from '@sveltejs/kit/vite';
 import { defineConfig } from 'vite';
 
+// Get the Fabric base URL from environment variable with fallback
+const FABRIC_BASE_URL = process.env.FABRIC_BASE_URL || 'http://localhost:8080';
+
 export default defineConfig({
   plugins: [sveltekit(), purgeCss()],
-  build: {
-		commonjsOptions: {
-			transformMixedEsModules: true
-		}
-	},
+  optimizeDeps: {
+    include: ['pdfjs-dist'],
+    esbuildOptions: {
+      target: 'esnext',
+      supported: {
+        'top-level-await': true
+      }
+    }
+  },
   define: {
     'process.env': {
       NODE_ENV: JSON.stringify(process.env.NODE_ENV)
@@ -18,6 +25,10 @@ export default defineConfig({
     'process.browser': true,
     'process': {
       cwd: () => ('/')
+    },
+    // Inject Fabric configuration for client-side access
+    '__FABRIC_CONFIG__': {
+      FABRIC_BASE_URL: JSON.stringify(FABRIC_BASE_URL)
     }
   },
   resolve: {
@@ -31,11 +42,11 @@ export default defineConfig({
     },
     proxy: {
       '/api': {
-        target: 'http://localhost:8080',
+        target: FABRIC_BASE_URL,
         changeOrigin: true,
         timeout: 30000,
         rewrite: (path) => path.replace(/^\/api/, ''),
-        configure: (proxy, options) => {
+        configure: (proxy, _options) => {
           proxy.on('error', (err, req, res) => {
             console.log('proxy error', err);
             res.writeHead(500, {
@@ -46,10 +57,10 @@ export default defineConfig({
         }
       },
       '^/(patterns|models|sessions)/names': {
-        target: 'http://localhost:8080',
+        target: FABRIC_BASE_URL,
         changeOrigin: true,
         timeout: 30000,
-        configure: (proxy, options) => {
+        configure: (proxy, _options) => {
           proxy.on('error', (err, req, res) => {
             console.log('proxy error', err);
             res.writeHead(500, {
@@ -66,4 +77,16 @@ export default defineConfig({
       ignored: ['**/node_modules/**', '**/dist/**', '**/.git/**', '**/.svelte-kit/**']
     }
   },
+  build: {
+    commonjsOptions: {
+      transformMixedEsModules: true
+    },
+    target: 'esnext',
+    minify: true,
+    rollupOptions: {
+      output: {
+        format: 'es'
+      }
+    }
+  }
 });