Update version to v1.4.109 and commit

fix: process template variables in raw input

.devcontainer/devcontainer.json

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

.dockerignore

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

.envrc

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

.github/ISSUE_TEMPLATE/bug.yml

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

.github/workflows/ci.yml

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

.github/workflows/patterns.yaml

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

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

@@ -4,6 +4,9 @@ on:
   push:
     branches:
       - main  # Monitor the main branch
+    paths-ignore:
+      - 'patterns/**'
+      - '**/*.md'
 
 permissions:
   contents: write  # Ensure the workflow has write permissions
@@ -18,6 +21,12 @@ jobs:
         with:
           fetch-depth: 0
 
+      - name: Install Nix
+        uses: DeterminateSystems/nix-installer-action@main
+
+      - name: Setup Nix Cache
+        uses: DeterminateSystems/magic-nix-cache-action@main
+
       - name: Set up Git
         run: |
           git config user.name "github-actions[bot]"
@@ -38,7 +47,10 @@ jobs:
           minor=$(echo "$latest_tag" | cut -d. -f2)
           patch=$(echo "$latest_tag" | cut -d. -f3)
           new_patch=$((patch + 1))
-          new_tag="v${major}.${minor}.${new_patch}"
+          new_version="${major}.${minor}.${new_patch}"
+          new_tag="v${new_version}"
+          echo "New version is: $new_version"
+          echo "new_version=$new_version" >> $GITHUB_ENV  # Save the new version to environment file
           echo "New tag is: $new_tag"
           echo "new_tag=$new_tag" >> $GITHUB_ENV  # Save the new tag to environment file
 
@@ -48,9 +60,19 @@ jobs:
           echo "" >> version.go
           echo "var version = \"${{ env.new_tag }}\"" >> version.go
 
+      - name: Update version.nix file
+        run: |
+          echo "\"${{ env.new_version }}\"" > pkgs/fabric/version.nix
+
+      - name: Update gomod2nix.toml file
+        run: |
+          nix run .#gomod2nix
+
       - name: Commit changes
         run: |
           git add version.go
+          git add pkgs/fabric/version.nix
+          git add gomod2nix.toml
           if ! git diff --staged --quiet; then
             git commit -m "Update version to ${{ env.new_tag }} and commit $commit_hash"
           else

.gitignore

@@ -1,3 +1,7 @@
+# Nix
+.direnv
+result
+
 # macOS local stores
 .DS_Store
 
@@ -161,4 +165,4 @@ cython_debug/
 #  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
 #  and can be added to the global gitignore or merged into this file.  For a more nuclear
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
-#.idea/
+#.idea/

Dockerfile

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

ENV

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

README.md

@@ -25,51 +25,48 @@
 [Helper Apps](#helper-apps) •
 [Meta](#meta)
 
+![Screenshot of fabric](images/fabric-summarize.png)
 </div>
 
 ## Navigation
 
-- [Updates](#updates)
-- [What and Why](#what-and-why)
-- [Philosophy](#philosophy)
-  - [Breaking problems into components](#breaking-problems-into-components)
-  - [Too many prompts](#too-many-prompts)
-  - [The Fabric approach to prompting](#our-approach-to-prompting)
-- [Installation](#Installation)
-  - [Migration](#Migration)
-  - [Upgrading](#Upgrading)
-- [Usage](#Usage)
-- [Examples](#examples)
+- [`fabric`](#fabric)
+  - [Navigation](#navigation)
+  - [Updates](#updates)
+  - [Intro videos](#intro-videos)
+  - [What and why](#what-and-why)
+  - [Philosophy](#philosophy)
+    - [Breaking problems into components](#breaking-problems-into-components)
+    - [Too many prompts](#too-many-prompts)
+  - [Installation](#installation)
+    - [Get Latest Release Binaries](#get-latest-release-binaries)
+    - [From Source](#from-source)
+    - [Environment Variables](#environment-variables)
+    - [Setup](#setup)
+    - [Add aliases for all patterns](#add-aliases-for-all-patterns)
+      - [Save your files in markdown using aliases](#save-your-files-in-markdown-using-aliases)
+    - [Migration](#migration)
+    - [Upgrading](#upgrading)
+  - [Usage](#usage)
+  - [Our approach to prompting](#our-approach-to-prompting)
+  - [Examples](#examples)
   - [Just use the Patterns](#just-use-the-patterns)
-- [Custom Patterns](#custom-patterns)
-- [Helper Apps](#helper-apps)
-- [pbpaste](#pbpaste)
-- [Meta](#meta)
-  - [Primary contributors](#primary-contributors)
+  - [Custom Patterns](#custom-patterns)
+  - [Helper Apps](#helper-apps)
+    - [`to_pdf`](#to_pdf)
+    - [`to_pdf` Installation](#to_pdf-installation)
+  - [pbpaste](#pbpaste)
+  - [Meta](#meta)
+    - [Primary contributors](#primary-contributors)
 
 <br />
 
 ## Updates
 
 > [!NOTE]
-September 15, 2024 — Lots of new stuff!
-> * Fabric now supports calling the new `o1-preview` model using the `-r` switch (which stands for raw. Normal queries won't work with `o1-preview` because they disabled System access and don't allow us to set `Temperature`.
-> * We have early support for Raycast! Under the `/patterns` directory there's a `raycast` directory with scripts that can be called from Raycast. If you add a scripts directory within Raycast and point it to your `~/.config/fabric/patterns/raycast` directory, you'll then be able to 1) invoke Raycast, type the name of the script, and then 2) paste in the content to be passed, and the results will return in Raycast. There's currently only one script in there but I am (Daniel) adding more.
-> * **Go Migration: The following command line options were changed during the migration to Go:**
-> * You now need to use the -c option instead of -C to copy the result to the clipboard.
-> * You now need to use the -s option instead of -S to stream results in realtime.
-> * The following command line options have been removed `--agents` (-a), `--gui`, `--clearsession`, `--remoteOllamaServer`, and `--sessionlog`
-> * You can now use (-S) to configure an Ollama server.
-> * **We're working on a GUI rewrite in Go as well**
+November 8, 2024
+> * **Multimodal Support**: You can now us `-a` (attachment) for Multimodal submissions to OpenAI models that support it. Example: `fabric -a https://path/to/image "Give me a description of this image."`
 
-## Intro videos
-
-Keep in mind that many of these were recorded when Fabric was Python-based, so remember to use the current [install instructions](#Installation) below.
-
-* [Network Chuck](https://www.youtube.com/watch?v=UbDyjIIGaxQ)
-* [David Bombal](https://www.youtube.com/watch?v=vF-MQmVxnCs)
-* [My Own Intro to the Tool](https://www.youtube.com/watch?v=wPEyyigh10g)
-* [More Fabric YouTube Videos](https://www.youtube.com/results?search_query=fabric+ai)
 
 ## What and why
 
@@ -81,6 +78,15 @@ Since the start of 2023 and GenAI we've seen a massive number of AI applications
 
 Fabric was created to address this by enabling everyone to granularly apply AI to everyday challenges.
 
+## Intro videos
+
+Keep in mind that many of these were recorded when Fabric was Python-based, so remember to use the current [install instructions](#Installation) below.
+
+* [Network Chuck](https://www.youtube.com/watch?v=UbDyjIIGaxQ)
+* [David Bombal](https://www.youtube.com/watch?v=vF-MQmVxnCs)
+* [My Own Intro to the Tool](https://www.youtube.com/watch?v=wPEyyigh10g)
+* [More Fabric YouTube Videos](https://www.youtube.com/results?search_query=fabric+ai)
+
 ## Philosophy
 
 > AI isn't a thing; it's a _magnifier_ of a thing. And that thing is **human creativity**.
@@ -174,6 +180,72 @@ fabric --setup
 ```
 If everything works you are good to go.
 
+### Add aliases for all patterns
+In order to add aliases for all your patterns and use them directly as commands ie. `summarize` instead of `fabric --pattern summarize`
+You can add the following to your `.zshrc` or `.bashrc` file.
+
+```bash
+# Loop through all files in the ~/.config/fabric/patterns directory
+for pattern_file in $HOME/.config/fabric/patterns/*; do
+    # Get the base name of the file (i.e., remove the directory path)
+    pattern_name=$(basename "$pattern_file")
+    
+    # Create an alias in the form: alias pattern_name="fabric --pattern pattern_name"
+    alias_command="alias $pattern_name='fabric --pattern $pattern_name'"
+    
+    # Evaluate the alias command to add it to the current shell
+    eval "$alias_command"
+done
+
+yt() {
+    local video_link="$1"
+    fabric -y "$video_link" --transcript
+}
+```
+This also creates a `yt` alias that allows you to use `yt https://www.youtube.com/watch?v=4b0iet22VIk` to get your transcripts.
+
+#### Save your files in markdown using aliases
+If in addition to the above aliases you would like to have the option to save the output to your favourite markdown note vault like Obsidian then instead of the above add the following to your `.zshrc` or `.bashrc` file:
+
+```bash
+# Define the base directory for Obsidian notes
+obsidian_base="/path/to/obsidian"
+
+# Loop through all files in the ~/.config/fabric/patterns directory
+for pattern_file in ~/.config/fabric/patterns/*; do
+    # Get the base name of the file (i.e., remove the directory path)
+    pattern_name=$(basename "$pattern_file")
+
+    # Unalias any existing alias with the same name
+    unalias "$pattern_name" 2>/dev/null
+
+    # Define a function dynamically for each pattern
+    eval "
+    $pattern_name() {
+        local title=\$1
+        local date_stamp=\$(date +'%Y-%m-%d')
+        local output_path=\"\$obsidian_base/\${date_stamp}-\${title}.md\"
+
+        # Check if a title was provided
+        if [ -n \"\$title\" ]; then
+            # If a title is provided, use the output path
+            fabric --pattern \"$pattern_name\" -o \"\$output_path\"
+        else
+            # If no title is provided, use --stream
+            fabric --pattern \"$pattern_name\" --stream
+        fi
+    }
+    "
+done
+
+yt() {
+    local video_link="$1"
+    fabric -y "$video_link" --transcript
+}
+```
+
+This will allow you to use the patterns as aliases like in the above for example `summarize` instead of `fabric --pattern summarize --stream`, however if you pass in an extra argument like this `summarize "my_article_title"` your output will be saved in the destination that you set in `obsidian_base="/path/to/obsidian"` in the following format `YYYY-MM-DD-my_article_title.md` where the date gets autogenerated for you. 
+You can tweak the date format by tweaking the `date_stamp` format.
 
 ### Migration
 
@@ -197,7 +269,7 @@ Then [set your environmental variables](#environmental-variables) as shown above
 
 The great thing about Go is that it's super easy to upgrade. Just run the same command you used to install it in the first place and you'll always get the latest version.
 ```bash
-go install -ldflags "-X main.version=$(git describe --tags --always)" github.com/danielmiessler/fabric@latest
+go install github.com/danielmiessler/fabric@latest
 ```
 
 ## Usage
@@ -217,6 +289,7 @@ Application Options:
   -v, --variable=            Values for pattern variables, e.g. -v=#role:expert -v=#points:30"
   -C, --context=             Choose a context from the available contexts
       --session=             Choose a session from the available sessions
+  -a, --attachment=          Attachment path or URL (e.g. for OpenAI image recognition messages)
   -S, --setup                Run setup for all reconfigurable parts of fabric
   -t, --temperature=         Set temperature (default: 0.7)
   -T, --topp=                Set top P (default: 0.9)
@@ -358,7 +431,7 @@ This will create a PDF file named `output.pdf` in the current directory.
 To install `to_pdf`, install it the same way as you install Fabric, just with a different repo name.
 
 ```bash
-go install github.com/danielmiessler/fabric/to_pdf@latest
+go install github.com/danielmiessler/fabric/plugins/tools/to_pdf@latest
 ```
 
 Make sure you have a LaTeX distribution (like TeX Live or MiKTeX) installed on your system, as `to_pdf` requires `pdflatex` to be available in your system's PATH.

cli/cli.go

@@ -2,15 +2,18 @@ package cli
 
 import (
 	"fmt"
+	"github.com/danielmiessler/fabric/plugins/tools/youtube"
+	"os"
+	"path/filepath"
+	"strconv"
+	"strings"
+
+	"github.com/danielmiessler/fabric/common"
 	"github.com/danielmiessler/fabric/core"
 	"github.com/danielmiessler/fabric/plugins/ai"
 	"github.com/danielmiessler/fabric/plugins/db/fsdb"
 	"github.com/danielmiessler/fabric/plugins/tools/converter"
 	"github.com/danielmiessler/fabric/restapi"
-	"os"
-	"path/filepath"
-	"strconv"
-	"strings"
 )
 
 // Cli Controls the cli. It takes in the flags and runs the appropriate functions
@@ -133,6 +136,8 @@ func Cli(version string) (err error) {
 
 	// if none of the above currentFlags are set, run the initiate chat function
 
+	var messageTools string
+
 	if currentFlags.YouTube != "" {
 		if registry.YouTube.IsConfigured() == false {
 			err = fmt.Errorf("YouTube is not configured, please run the setup procedure")
@@ -140,41 +145,40 @@ func Cli(version string) (err error) {
 		}
 
 		var videoId string
-		if videoId, err = registry.YouTube.GetVideoId(currentFlags.YouTube); err != nil {
+		var playlistId string
+		if videoId, playlistId, err = registry.YouTube.GetVideoOrPlaylistId(currentFlags.YouTube); err != nil {
+			return
+		} else if (videoId == "" || currentFlags.YouTubePlaylist) && playlistId != "" {
+			if currentFlags.Output != "" {
+				err = registry.YouTube.FetchAndSavePlaylist(playlistId, currentFlags.Output)
+			} else {
+				var videos []*youtube.VideoMeta
+				if videos, err = registry.YouTube.FetchPlaylistVideos(playlistId); err != nil {
+					err = fmt.Errorf("error fetching playlist videos: %v", err)
+					return
+				}
+
+				for _, video := range videos {
+					var message string
+					if message, err = processYoutubeVideo(currentFlags, registry, video.Id); err != nil {
+						return
+					}
+
+					if !currentFlags.IsChatRequest() {
+						if err = WriteOutput(message, fmt.Sprintf("%v.md", video.TitleNormalized)); err != nil {
+							return
+						}
+					} else {
+						messageTools = AppendMessage(messageTools, message)
+					}
+				}
+			}
 			return
 		}
 
-		if !currentFlags.YouTubeComments || currentFlags.YouTubeTranscript {
-			var transcript string
-			var language = "en"
-			if currentFlags.Language != "" || registry.Language.DefaultLanguage.Value != "" {
-				if currentFlags.Language != "" {
-					language = currentFlags.Language
-				} else {
-					language = registry.Language.DefaultLanguage.Value
-				}
-			}
-			if transcript, err = registry.YouTube.GrabTranscript(videoId, language); err != nil {
-				return
-			}
-
-			currentFlags.AppendMessage(transcript)
-		}
-
-		if currentFlags.YouTubeComments {
-			var comments []string
-			if comments, err = registry.YouTube.GrabComments(videoId); err != nil {
-				return
-			}
-
-			commentsString := strings.Join(comments, "\n")
-
-			currentFlags.AppendMessage(commentsString)
-		}
-
+		messageTools, err = processYoutubeVideo(currentFlags, registry, videoId)
 		if !currentFlags.IsChatRequest() {
-			// if the pattern flag is not set, we wanted only to grab the transcript or comments
-			fmt.Println(currentFlags.Message)
+			err = currentFlags.WriteOutput(messageTools)
 			return
 		}
 	}
@@ -186,8 +190,7 @@ func Cli(version string) (err error) {
 			if website, err = registry.Jina.ScrapeURL(currentFlags.ScrapeURL); err != nil {
 				return
 			}
-
-			currentFlags.AppendMessage(website)
+			messageTools = AppendMessage(messageTools, website)
 		}
 
 		// Check if the scrape_question flag is set and call ScrapeQuestion
@@ -197,23 +200,30 @@ func Cli(version string) (err error) {
 				return
 			}
 
-			currentFlags.AppendMessage(website)
+			messageTools = AppendMessage(messageTools, website)
 		}
 
 		if !currentFlags.IsChatRequest() {
-			// if the pattern flag is not set, we wanted only to grab the url or get the answer to the question
-			fmt.Println(currentFlags.Message)
+			err = currentFlags.WriteOutput(messageTools)
 			return
 		}
 	}
 
+	if messageTools != "" {
+		currentFlags.AppendMessage(messageTools)
+	}
+
 	var chatter *core.Chatter
-	if chatter, err = registry.GetChatter(currentFlags.Model, currentFlags.Stream, currentFlags.DryRun); err != nil {
+	if chatter, err = registry.GetChatter(currentFlags.Model, currentFlags.ModelContextLength, currentFlags.Stream, currentFlags.DryRun); err != nil {
 		return
 	}
 
 	var session *fsdb.Session
-	chatReq := currentFlags.BuildChatRequest(strings.Join(os.Args[1:], " "))
+	var chatReq *common.ChatRequest
+	if chatReq, err = currentFlags.BuildChatRequest(strings.Join(os.Args[1:], " ")); err != nil {
+		return
+	}
+
 	if chatReq.Language == "" {
 		chatReq.Language = registry.Language.DefaultLanguage.Value
 	}
@@ -246,3 +256,43 @@ func Cli(version string) (err error) {
 	}
 	return
 }
+
+func processYoutubeVideo(
+	flags *Flags, registry *core.PluginRegistry, videoId string) (message string, err error) {
+
+	if !flags.YouTubeComments || flags.YouTubeTranscript {
+		var transcript string
+		var language = "en"
+		if flags.Language != "" || registry.Language.DefaultLanguage.Value != "" {
+			if flags.Language != "" {
+				language = flags.Language
+			} else {
+				language = registry.Language.DefaultLanguage.Value
+			}
+		}
+		if transcript, err = registry.YouTube.GrabTranscript(videoId, language); err != nil {
+			return
+		}
+		message = AppendMessage(message, transcript)
+	}
+
+	if flags.YouTubeComments {
+		var comments []string
+		if comments, err = registry.YouTube.GrabComments(videoId); err != nil {
+			return
+		}
+
+		commentsString := strings.Join(comments, "\n")
+
+		message = AppendMessage(message, commentsString)
+	}
+	return
+}
+
+func WriteOutput(message string, outputFile string) (err error) {
+	fmt.Println(message)
+	if outputFile != "" {
+		err = CreateOutputFile(message, outputFile)
+	}
+	return
+}

cli/flags.go

@@ -6,10 +6,13 @@ import (
 	"fmt"
 	"io"
 	"os"
+	"strings"
+
+	"github.com/jessevdk/go-flags"
+	goopenai "github.com/sashabaranov/go-openai"
+	"golang.org/x/text/language"
 
 	"github.com/danielmiessler/fabric/common"
-	"github.com/jessevdk/go-flags"
-	"golang.org/x/text/language"
 )
 
 // Flags create flags struct. the users flags go into this, this will be passed to the chat struct in cli
@@ -18,6 +21,7 @@ type Flags struct {
 	PatternVariables   map[string]string `short:"v" long:"variable" description:"Values for pattern variables, e.g. -v=#role:expert -v=#points:30"`
 	Context            string            `short:"C" long:"context" description:"Choose a context from the available contexts" default:""`
 	Session            string            `long:"session" description:"Choose a session from the available sessions"`
+	Attachments        []string          `short:"a" long:"attachment" description:"Attachment path or URL (e.g. for OpenAI image recognition messages)"`
 	Setup              bool              `short:"S" long:"setup" description:"Run setup for all reconfigurable parts of fabric"`
 	Temperature        float64           `short:"t" long:"temperature" description:"Set temperature" default:"0.7"`
 	TopP               float64           `short:"T" long:"topp" description:"Set top P" default:"0.9"`
@@ -30,14 +34,16 @@ type Flags struct {
 	ListAllContexts    bool              `short:"x" long:"listcontexts" description:"List all contexts"`
 	ListAllSessions    bool              `short:"X" long:"listsessions" description:"List all sessions"`
 	UpdatePatterns     bool              `short:"U" long:"updatepatterns" description:"Update patterns"`
-	Message            string            `hidden:"true" description:"Message to send to chat"`
+	Message            string            `hidden:"true" description:"Messages to send to chat"`
 	Copy               bool              `short:"c" long:"copy" description:"Copy to clipboard"`
 	Model              string            `short:"m" long:"model" description:"Choose model"`
+	ModelContextLength int               `long:"modelContextLength" description:"Model context length (only affects ollama)"`
 	Output             string            `short:"o" long:"output" description:"Output to file" default:""`
 	OutputSession      bool              `long:"output-session" description:"Output the entire session (also a temporary one) to the output file"`
 	LatestPatterns     string            `short:"n" long:"latest" description:"Number of latest patterns to list" default:"0"`
 	ChangeDefaultModel bool              `short:"d" long:"changeDefaultModel" description:"Change default model"`
-	YouTube            string            `short:"y" long:"youtube" description:"YouTube video \"URL\" to grab transcript, comments from it and send to chat"`
+	YouTube            string            `short:"y" long:"youtube" description:"YouTube video or play list \"URL\" to grab transcript, comments from it and send to chat or print it put to the console and store it in the output file"`
+	YouTubePlaylist    bool              `long:"playlist" description:"Prefer playlist over video if both ids are present in the URL"`
 	YouTubeTranscript  bool              `long:"transcript" description:"Grab transcript from YouTube video and send to chat (it used per default)."`
 	YouTubeComments    bool              `long:"comments" description:"Grab comments from YouTube video and send to chat"`
 	Language           string            `short:"g" long:"language" description:"Specify the Language Code for the chat, e.g. -g=en -g=zh" default:""`
@@ -67,16 +73,19 @@ func Init() (ret *Flags, err error) {
 	}
 
 	info, _ := os.Stdin.Stat()
-	hasStdin := (info.Mode() & os.ModeCharDevice) == 0
+	pipedToStdin := (info.Mode() & os.ModeCharDevice) == 0
 
 	// takes input from stdin if it exists, otherwise takes input from args (the last argument)
-	if hasStdin {
+	if pipedToStdin {
+		//fmt.Printf("piped: %v\n", args)
 		if message, err = readStdin(); err != nil {
 			return
 		}
 	} else if len(args) > 0 {
+		//fmt.Printf("no piped: %v\n", args)
 		message = args[len(args)-1]
 	} else {
+		//fmt.Printf("no data: %v\n", args)
 		message = ""
 	}
 	ret.Message = message
@@ -85,46 +94,95 @@ func Init() (ret *Flags, err error) {
 }
 
 // readStdin reads from stdin and returns the input as a string or an error
-func readStdin() (string, error) {
+func readStdin() (ret string, err error) {
 	reader := bufio.NewReader(os.Stdin)
-	var input string
+	var sb strings.Builder
 	for {
 		line, err := reader.ReadString('\n')
 		if err != nil {
 			if errors.Is(err, io.EOF) {
+				sb.WriteString(line)
 				break
 			}
-			return "", fmt.Errorf("error reading from stdin: %w", err)
+			return "", fmt.Errorf("error reading piped message from stdin: %w", err)
 		}
-		input += line
+		sb.WriteString(line)
 	}
-	return input, nil
+	return sb.String(), nil
 }
 
 func (o *Flags) BuildChatOptions() (ret *common.ChatOptions) {
 	ret = &common.ChatOptions{
-		Temperature:      o.Temperature,
-		TopP:             o.TopP,
-		PresencePenalty:  o.PresencePenalty,
-		FrequencyPenalty: o.FrequencyPenalty,
-		Raw:              o.Raw,
-		Seed:             o.Seed,
+		Temperature:        o.Temperature,
+		TopP:               o.TopP,
+		PresencePenalty:    o.PresencePenalty,
+		FrequencyPenalty:   o.FrequencyPenalty,
+		Raw:                o.Raw,
+		Seed:               o.Seed,
+		ModelContextLength: o.ModelContextLength,
 	}
 	return
 }
 
-func (o *Flags) BuildChatRequest(Meta string) (ret *common.ChatRequest) {
+func (o *Flags) BuildChatRequest(Meta string) (ret *common.ChatRequest, err error) {
 	ret = &common.ChatRequest{
 		ContextName:      o.Context,
 		SessionName:      o.Session,
 		PatternName:      o.Pattern,
 		PatternVariables: o.PatternVariables,
-		Message:          o.Message,
 		Meta:             Meta,
 	}
+
+	var message *goopenai.ChatCompletionMessage
+	if o.Attachments == nil || len(o.Attachments) == 0 {
+		if o.Message != "" {
+			message = &goopenai.ChatCompletionMessage{
+				Role:    goopenai.ChatMessageRoleUser,
+				Content: strings.TrimSpace(o.Message),
+			}
+		}
+	} else {
+		message = &goopenai.ChatCompletionMessage{
+			Role: goopenai.ChatMessageRoleUser,
+		}
+
+		if o.Message != "" {
+			message.MultiContent = append(message.MultiContent, goopenai.ChatMessagePart{
+				Type: goopenai.ChatMessagePartTypeText,
+				Text: strings.TrimSpace(o.Message),
+			})
+		}
+
+		for _, attachmentValue := range o.Attachments {
+			var attachment *common.Attachment
+			if attachment, err = common.NewAttachment(attachmentValue); err != nil {
+				return
+			}
+			url := attachment.URL
+			if url == nil {
+				var base64Image string
+				if base64Image, err = attachment.Base64Content(); err != nil {
+					return
+				}
+				var mimeType string
+				if mimeType, err = attachment.ResolveType(); err != nil {
+					return
+				}
+				dataURL := fmt.Sprintf("data:%s;base64,%s", mimeType, base64Image)
+				url = &dataURL
+			}
+			message.MultiContent = append(message.MultiContent, goopenai.ChatMessagePart{
+				Type: goopenai.ChatMessagePartTypeImageURL,
+				ImageURL: &goopenai.ChatMessageImageURL{
+					URL: *url,
+				},
+			})
+		}
+	}
+	ret.Message = message
+
 	if o.Language != "" {
-		langTag, err := language.Parse(o.Language)
-		if err == nil {
+		if langTag, langErr := language.Parse(o.Language); langErr == nil {
 			ret.Language = langTag.String()
 		}
 	}
@@ -132,15 +190,28 @@ func (o *Flags) BuildChatRequest(Meta string) (ret *common.ChatRequest) {
 }
 
 func (o *Flags) AppendMessage(message string) {
-	if o.Message != "" {
-		o.Message = o.Message + "\n" + message
-	} else {
-		o.Message = message
-	}
+	o.Message = AppendMessage(o.Message, message)
 	return
 }
 
 func (o *Flags) IsChatRequest() (ret bool) {
-	ret = (o.Message != "" || o.Context != "") && (o.Session != "" || o.Pattern != "")
+	ret = o.Message != "" || len(o.Attachments) > 0 || o.Context != "" || o.Session != "" || o.Pattern != ""
+	return
+}
+
+func (o *Flags) WriteOutput(message string) (err error) {
+	fmt.Println(message)
+	if o.Output != "" {
+		err = CreateOutputFile(message, o.Output)
+	}
+	return
+}
+
+func AppendMessage(message string, newMessage string) (ret string) {
+	if message != "" {
+		ret = message + "\n" + newMessage
+	} else {
+		ret = newMessage
+	}
 	return
 }

cli/flags_test.go

@@ -87,22 +87,3 @@ func TestBuildChatOptionsDefaultSeed(t *testing.T) {
 	options := flags.BuildChatOptions()
 	assert.Equal(t, expectedOptions, options)
 }
-
-func TestBuildChatRequest(t *testing.T) {
-	flags := &Flags{
-		Context: "test-context",
-		Session: "test-session",
-		Pattern: "test-pattern",
-		Message: "test-message",
-	}
-
-	expectedRequest := &common.ChatRequest{
-		ContextName: "test-context",
-		SessionName: "test-session",
-		PatternName: "test-pattern",
-		Message:     "test-message",
-		Meta:        "test",
-	}
-	request := flags.BuildChatRequest("test")
-	assert.Equal(t, expectedRequest, request)
-}

cli/output.go

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

common/attachment.go

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

common/domain.go

@@ -4,33 +4,29 @@ import goopenai "github.com/sashabaranov/go-openai"
 
 const ChatMessageRoleMeta = "meta"
 
-type Message struct {
-	Role    string `json:"role"`
-	Content string `json:"content"`
-}
-
 type ChatRequest struct {
 	ContextName      string
 	SessionName      string
 	PatternName      string
 	PatternVariables map[string]string
-	Message          string
+	Message          *goopenai.ChatCompletionMessage
 	Language         string
 	Meta             string
 }
 
 type ChatOptions struct {
-	Model            string
-	Temperature      float64
-	TopP             float64
-	PresencePenalty  float64
-	FrequencyPenalty float64
-	Raw              bool
-	Seed             int
+	Model              string
+	Temperature        float64
+	TopP               float64
+	PresencePenalty    float64
+	FrequencyPenalty   float64
+	Raw                bool
+	Seed               int
+	ModelContextLength int
 }
 
 // NormalizeMessages remove empty messages and ensure messages order user-assist-user
-func NormalizeMessages(msgs []*Message, defaultUserMessage string) (ret []*Message) {
+func NormalizeMessages(msgs []*goopenai.ChatCompletionMessage, defaultUserMessage string) (ret []*goopenai.ChatCompletionMessage) {
 	// Iterate over messages to enforce the odd position rule for user messages
 	fullMessageIndex := 0
 	for _, message := range msgs {
@@ -41,7 +37,7 @@ func NormalizeMessages(msgs []*Message, defaultUserMessage string) (ret []*Messa
 
 		// Ensure, that each odd position shall be a user message
 		if fullMessageIndex%2 == 0 && message.Role != goopenai.ChatMessageRoleUser {
-			ret = append(ret, &Message{Role: goopenai.ChatMessageRoleUser, Content: defaultUserMessage})
+			ret = append(ret, &goopenai.ChatCompletionMessage{Role: goopenai.ChatMessageRoleUser, Content: defaultUserMessage})
 			fullMessageIndex++
 		}
 		ret = append(ret, message)

common/domain_test.go

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

core/chatter.go

@@ -3,11 +3,14 @@ package core
 import (
 	"context"
 	"fmt"
+	"strings"
+
+	goopenai "github.com/sashabaranov/go-openai"
+
 	"github.com/danielmiessler/fabric/common"
 	"github.com/danielmiessler/fabric/plugins/ai"
 	"github.com/danielmiessler/fabric/plugins/db/fsdb"
-	goopenai "github.com/sashabaranov/go-openai"
-	"strings"
+	"github.com/danielmiessler/fabric/plugins/template"
 )
 
 const NoSessionPatternUserMessages = "no session, pattern or user messages provided"
@@ -18,8 +21,9 @@ type Chatter struct {
 	Stream bool
 	DryRun bool
 
-	model  string
-	vendor ai.Vendor
+	model              string
+	modelContextLength int
+	vendor             ai.Vendor
 }
 
 func (o *Chatter) Send(request *common.ChatRequest, opts *common.ChatOptions) (session *fsdb.Session, err error) {
@@ -31,6 +35,10 @@ func (o *Chatter) Send(request *common.ChatRequest, opts *common.ChatOptions) (s
 		opts.Model = o.model
 	}
 
+	if opts.ModelContextLength == 0 {
+		opts.ModelContextLength = o.modelContextLength
+	}
+
 	message := ""
 
 	if o.Stream {
@@ -57,7 +65,7 @@ func (o *Chatter) Send(request *common.ChatRequest, opts *common.ChatOptions) (s
 		return
 	}
 
-	session.Append(&common.Message{Role: goopenai.ChatMessageRoleAssistant, Content: message})
+	session.Append(&goopenai.ChatCompletionMessage{Role: goopenai.ChatMessageRoleAssistant, Content: message})
 
 	if session.Name != "" {
 		err = o.db.Sessions.SaveSession(session)
@@ -65,7 +73,9 @@ func (o *Chatter) Send(request *common.ChatRequest, opts *common.ChatOptions) (s
 	return
 }
 
+
 func (o *Chatter) BuildSession(request *common.ChatRequest, raw bool) (session *fsdb.Session, err error) {
+	// If a session name is provided, retrieve it from the database
 	if request.SessionName != "" {
 		var sess *fsdb.Session
 		if sess, err = o.db.Sessions.Get(request.SessionName); err != nil {
@@ -78,9 +88,10 @@ func (o *Chatter) BuildSession(request *common.ChatRequest, raw bool) (session *
 	}
 
 	if request.Meta != "" {
-		session.Append(&common.Message{Role: common.ChatMessageRoleMeta, Content: request.Meta})
+		session.Append(&goopenai.ChatCompletionMessage{Role: common.ChatMessageRoleMeta, Content: request.Meta})
 	}
 
+	// if a context name is provided, retrieve it from the database
 	var contextContent string
 	if request.ContextName != "" {
 		var ctx *fsdb.Context
@@ -91,40 +102,55 @@ func (o *Chatter) BuildSession(request *common.ChatRequest, raw bool) (session *
 		contextContent = ctx.Content
 	}
 
-	var patternContent string
-	if request.PatternName != "" {
-		var pattern *fsdb.Pattern
-		if pattern, err = o.db.Patterns.GetApplyVariables(request.PatternName, request.PatternVariables); err != nil {
-			err = fmt.Errorf("could not find pattern %s: %v", request.PatternName, err)
-			return
-		}
 
-		if pattern.Pattern != "" {
-			patternContent = pattern.Pattern
-		}
+	// Process any template variables in the message content (user input)
+	// Double curly braces {{variable}} indicate template substitution 
+	// should occur, whether in patterns or direct input
+	if request.Message != nil {
+    request.Message.Content, err = template.ApplyTemplate(request.Message.Content, request.PatternVariables, "")
+    if err != nil {
+        return nil, err
+    }
 	}
 
+	var patternContent string
+	if request.PatternName != "" {
+			pattern, err := o.db.Patterns.GetApplyVariables(request.PatternName, request.PatternVariables, request.Message.Content)	
+			// pattrn will now contain user input, and all variables will be resolved, or errored
+			
+			if err != nil {
+					return nil, fmt.Errorf("could not get pattern %s: %v", request.PatternName, err)
+			}
+			patternContent = pattern.Pattern
+	}
+
+	
 	systemMessage := strings.TrimSpace(contextContent) + strings.TrimSpace(patternContent)
 	if request.Language != "" {
 		systemMessage = fmt.Sprintf("%s. Please use the language '%s' for the output.", systemMessage, request.Language)
 	}
-	userMessage := strings.TrimSpace(request.Message)
 
 	if raw {
-		// use the user role instead of the system role in raw mode
-		message := systemMessage + userMessage
-		if message != "" {
-			session.Append(&common.Message{Role: goopenai.ChatMessageRoleUser, Content: message})
+		if request.Message != nil {
+			if systemMessage != "" {
+				request.Message.Content = systemMessage 
+				// system contains pattern which contains user input
+			}
+		} else {
+			if systemMessage != "" {
+				request.Message = &goopenai.ChatCompletionMessage{Role: goopenai.ChatMessageRoleSystem, Content: systemMessage}
+			}
 		}
 	} else {
 		if systemMessage != "" {
-			session.Append(&common.Message{Role: goopenai.ChatMessageRoleSystem, Content: systemMessage})
-		}
-		if userMessage != "" {
-			session.Append(&common.Message{Role: goopenai.ChatMessageRoleUser, Content: userMessage})
+			session.Append(&goopenai.ChatCompletionMessage{Role: goopenai.ChatMessageRoleSystem, Content: systemMessage})
 		}
 	}
 
+	if request.Message != nil {
+		session.Append(request.Message)
+	}
+
 	if session.IsEmpty() {
 		session = nil
 		err = fmt.Errorf(NoSessionPatternUserMessages)

core/plugin_registry.go

@@ -3,15 +3,15 @@ package core
 import (
 	"bytes"
 	"fmt"
-	"github.com/danielmiessler/fabric/common"
-	"github.com/danielmiessler/fabric/plugins/ai/azure"
-	"github.com/danielmiessler/fabric/plugins/tools"
-	"github.com/samber/lo"
 	"strconv"
 
+	"github.com/samber/lo"
+
+	"github.com/danielmiessler/fabric/common"
 	"github.com/danielmiessler/fabric/plugins"
 	"github.com/danielmiessler/fabric/plugins/ai"
 	"github.com/danielmiessler/fabric/plugins/ai/anthropic"
+	"github.com/danielmiessler/fabric/plugins/ai/azure"
 	"github.com/danielmiessler/fabric/plugins/ai/dryrun"
 	"github.com/danielmiessler/fabric/plugins/ai/gemini"
 	"github.com/danielmiessler/fabric/plugins/ai/groq"
@@ -21,6 +21,7 @@ import (
 	"github.com/danielmiessler/fabric/plugins/ai/openrouter"
 	"github.com/danielmiessler/fabric/plugins/ai/siliconcloud"
 	"github.com/danielmiessler/fabric/plugins/db/fsdb"
+	"github.com/danielmiessler/fabric/plugins/tools"
 	"github.com/danielmiessler/fabric/plugins/tools/jina"
 	"github.com/danielmiessler/fabric/plugins/tools/lang"
 	"github.com/danielmiessler/fabric/plugins/tools/youtube"
@@ -37,10 +38,13 @@ func NewPluginRegistry(db *fsdb.Db) (ret *PluginRegistry) {
 		Jina:           jina.NewClient(),
 	}
 
-	ret.Defaults = tools.NeeDefaults(ret.VendorManager.GetModels)
+	ret.Defaults = tools.NeeDefaults(ret.GetModels)
 
 	ret.VendorsAll.AddVendors(openai.NewClient(), ollama.NewClient(), azure.NewClient(), groq.NewClient(),
-		gemini.NewClient(), anthropic.NewClient(), siliconcloud.NewClient(), openrouter.NewClient(), mistral.NewClient())
+		gemini.NewClient(),
+		//gemini_openai.NewClient(),
+		anthropic.NewClient(), siliconcloud.NewClient(),
+		openrouter.NewClient(), mistral.NewClient())
 	_ = ret.Configure()
 
 	return
@@ -79,7 +83,7 @@ func (o *PluginRegistry) SaveEnvFile() (err error) {
 
 func (o *PluginRegistry) Setup() (err error) {
 	setupQuestion := plugins.NewSetupQuestion("Enter the number of the plugin to setup")
-	groupsPlugins := common.NewGroupsItemsSelector[plugins.Plugin]("Available plugins",
+	groupsPlugins := common.NewGroupsItemsSelector[plugins.Plugin]("Available plugins (please configure all required plugins):",
 		func(plugin plugins.Plugin) string {
 			var configuredLabel string
 			if plugin.IsConfigured() {
@@ -125,7 +129,8 @@ func (o *PluginRegistry) Setup() (err error) {
 			}
 
 			if _, ok := o.VendorManager.VendorsByName[plugin.GetName()]; !ok {
-				if vendor, ok := plugin.(ai.Vendor); ok {
+				var vendor ai.Vendor
+				if vendor, ok = plugin.(ai.Vendor); ok {
 					o.VendorManager.AddVendors(vendor)
 				}
 			}
@@ -147,13 +152,24 @@ func (o *PluginRegistry) SetupVendor(vendorName string) (err error) {
 	return
 }
 
-// Configure buildClient VendorsController based on the environment variables
-func (o *PluginRegistry) Configure() (err error) {
+func (o *PluginRegistry) ConfigureVendors() {
+	o.VendorManager.Clear()
 	for _, vendor := range o.VendorsAll.Vendors {
 		if vendorErr := vendor.Configure(); vendorErr == nil {
 			o.VendorManager.AddVendors(vendor)
 		}
 	}
+}
+
+func (o *PluginRegistry) GetModels() (ret *ai.VendorsModels, err error) {
+	o.ConfigureVendors()
+	ret, err = o.VendorManager.GetModels()
+	return
+}
+
+// Configure buildClient VendorsController based on the environment variables
+func (o *PluginRegistry) Configure() (err error) {
+	o.ConfigureVendors()
 	_ = o.Defaults.Configure()
 	_ = o.PatternsLoader.Configure()
 
@@ -164,7 +180,7 @@ func (o *PluginRegistry) Configure() (err error) {
 	return
 }
 
-func (o *PluginRegistry) GetChatter(model string, stream bool, dryRun bool) (ret *Chatter, err error) {
+func (o *PluginRegistry) GetChatter(model string, modelContextLength int, stream bool, dryRun bool) (ret *Chatter, err error) {
 	ret = &Chatter{
 		db:     o.Db,
 		Stream: stream,
@@ -172,9 +188,20 @@ func (o *PluginRegistry) GetChatter(model string, stream bool, dryRun bool) (ret
 	}
 
 	defaultModel := o.Defaults.Model.Value
+	defaultModelContextLength, err := strconv.Atoi(o.Defaults.ModelContextLength.Value)
 	defaultVendor := o.Defaults.Vendor.Value
 	vendorManager := o.VendorManager
 
+	if err != nil {
+		defaultModelContextLength = 0
+		err = nil
+	}
+
+	ret.modelContextLength = modelContextLength
+	if ret.modelContextLength == 0 {
+		ret.modelContextLength = defaultModelContextLength
+	}
+
 	if dryRun {
 		ret.vendor = dryrun.NewClient()
 		ret.model = model
@@ -194,9 +221,15 @@ func (o *PluginRegistry) GetChatter(model string, stream bool, dryRun bool) (ret
 	}
 
 	if ret.vendor == nil {
+		var errMsg string
+		if defaultModel == "" || defaultVendor == "" {
+			errMsg = "Please run, fabric --setup, and select default model and vendor."
+		} else {
+			errMsg = "could not find vendor."
+		}
 		err = fmt.Errorf(
-			"could not find vendor.\n Model = %s\n Model = %s\n Vendor = %s",
-			model, defaultModel, defaultVendor)
+			" Requested Model = %s\n Default Model = %s\n Default Vendor = %s.\n\n%s",
+			model, defaultModel, defaultVendor, errMsg)
 		return
 	}
 	return

docker-compose.yml

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

flake.lock

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

flake.nix

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

go.mod

@@ -1,61 +1,64 @@
 module github.com/danielmiessler/fabric
 
-go 1.22.5
+go 1.22.8
+
+toolchain go1.23.1
 
 require (
 	github.com/anaskhan96/soup v1.2.5
 	github.com/atotto/clipboard v0.1.4
+	github.com/gabriel-vasile/mimetype v1.4.6
 	github.com/gin-gonic/gin v1.10.0
 	github.com/go-git/go-git/v5 v5.12.0
-	github.com/go-shiori/go-readability v0.0.0-20240923125239-59a7bd165825
-	github.com/google/generative-ai-go v0.18.0
+	github.com/go-shiori/go-readability v0.0.0-20241012063810-92284fa8a71f
 	github.com/jessevdk/go-flags v1.6.1
 	github.com/joho/godotenv v1.5.1
-	github.com/liushuangls/go-anthropic/v2 v2.8.0
-	github.com/ollama/ollama v0.3.11
+	github.com/liushuangls/go-anthropic/v2 v2.11.0
+	github.com/ollama/ollama v0.4.1
 	github.com/otiai10/copy v1.14.0
 	github.com/pkg/errors v0.9.1
 	github.com/samber/lo v1.47.0
-	github.com/sashabaranov/go-openai v1.30.0
+	github.com/sashabaranov/go-openai v1.35.6
 	github.com/stretchr/testify v1.9.0
-	golang.org/x/text v0.19.0
-	google.golang.org/api v0.197.0
+	golang.org/x/text v0.20.0
+	google.golang.org/api v0.205.0
 )
 
 require (
-	cloud.google.com/go v0.115.1 // indirect
-	cloud.google.com/go/ai v0.8.2 // indirect
-	cloud.google.com/go/auth v0.9.4 // indirect
-	cloud.google.com/go/auth/oauth2adapt v0.2.4 // indirect
-	cloud.google.com/go/compute/metadata v0.5.1 // indirect
-	cloud.google.com/go/longrunning v0.6.1 // indirect
+	cloud.google.com/go v0.116.0 // indirect
+	cloud.google.com/go/ai v0.8.0 // indirect
+	cloud.google.com/go/auth v0.10.1 // indirect
+	cloud.google.com/go/auth/oauth2adapt v0.2.5 // indirect
+	cloud.google.com/go/compute/metadata v0.5.2 // indirect
+	cloud.google.com/go/longrunning v0.5.7 // indirect
 	dario.cat/mergo v1.0.1 // indirect
 	github.com/Microsoft/go-winio v0.6.2 // indirect
-	github.com/ProtonMail/go-crypto v1.0.0 // indirect
+	github.com/ProtonMail/go-crypto v1.1.2 // indirect
 	github.com/andybalholm/cascadia v1.3.2 // indirect
+	github.com/anthropics/anthropic-sdk-go v0.2.0-alpha.4 // indirect
 	github.com/araddon/dateparse v0.0.0-20210429162001-6b43995a97de // indirect
-	github.com/bytedance/sonic v1.11.6 // indirect
-	github.com/bytedance/sonic/loader v0.1.1 // indirect
-	github.com/cloudflare/circl v1.4.0 // indirect
+	github.com/bytedance/sonic v1.12.4 // indirect
+	github.com/bytedance/sonic/loader v0.2.1 // indirect
+	github.com/cloudflare/circl v1.5.0 // indirect
 	github.com/cloudwego/base64x v0.1.4 // indirect
 	github.com/cloudwego/iasm v0.2.0 // indirect
-	github.com/cyphar/filepath-securejoin v0.3.2 // indirect
+	github.com/cyphar/filepath-securejoin v0.3.4 // indirect
 	github.com/davecgh/go-spew v1.1.1 // indirect
 	github.com/emirpasic/gods v1.18.1 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
-	github.com/gabriel-vasile/mimetype v1.4.3 // indirect
 	github.com/gin-contrib/sse v0.1.0 // indirect
 	github.com/go-git/gcfg v1.5.1-0.20230307220236-3a3c6141e376 // indirect
-	github.com/go-git/go-billy/v5 v5.5.0 // indirect
+	github.com/go-git/go-billy/v5 v5.6.0 // indirect
 	github.com/go-logr/logr v1.4.2 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
 	github.com/go-playground/locales v0.14.1 // indirect
 	github.com/go-playground/universal-translator v0.18.1 // indirect
-	github.com/go-playground/validator/v10 v10.20.0 // indirect
+	github.com/go-playground/validator/v10 v10.22.1 // indirect
 	github.com/go-shiori/dom v0.0.0-20230515143342-73569d674e1c // indirect
-	github.com/goccy/go-json v0.10.2 // indirect
+	github.com/goccy/go-json v0.10.3 // indirect
 	github.com/gogs/chardet v0.0.0-20211120154057-b7413eaefb8f // indirect
 	github.com/golang/groupcache v0.0.0-20210331224755-41bb18bfe9da // indirect
+	github.com/google/generative-ai-go v0.18.0 // indirect
 	github.com/google/s2a-go v0.1.8 // indirect
 	github.com/google/uuid v1.6.0 // indirect
 	github.com/googleapis/enterprise-certificate-proxy v0.3.4 // indirect
@@ -63,36 +66,40 @@ require (
 	github.com/jbenet/go-context v0.0.0-20150711004518-d14ea06fba99 // indirect
 	github.com/json-iterator/go v1.1.12 // indirect
 	github.com/kevinburke/ssh_config v1.2.0 // indirect
-	github.com/klauspost/cpuid/v2 v2.2.7 // indirect
+	github.com/klauspost/cpuid/v2 v2.2.9 // indirect
 	github.com/leodido/go-urn v1.4.0 // indirect
 	github.com/mattn/go-isatty v0.0.20 // indirect
 	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
 	github.com/modern-go/reflect2 v1.0.2 // indirect
-	github.com/pelletier/go-toml/v2 v2.2.2 // indirect
+	github.com/pelletier/go-toml/v2 v2.2.3 // indirect
 	github.com/pjbgf/sha1cd v0.3.0 // indirect
 	github.com/pmezard/go-difflib v1.0.0 // indirect
 	github.com/sergi/go-diff v1.3.2-0.20230802210424-5b0b94c5c0d3 // indirect
 	github.com/skeema/knownhosts v1.3.0 // indirect
+	github.com/tidwall/gjson v1.14.4 // indirect
+	github.com/tidwall/match v1.1.1 // indirect
+	github.com/tidwall/pretty v1.2.1 // indirect
+	github.com/tidwall/sjson v1.2.5 // indirect
 	github.com/twitchyliquid64/golang-asm v0.15.1 // indirect
 	github.com/ugorji/go/codec v1.2.12 // indirect
 	github.com/xanzy/ssh-agent v0.3.3 // indirect
 	go.opencensus.io v0.24.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.55.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.55.0 // indirect
-	go.opentelemetry.io/otel v1.30.0 // indirect
-	go.opentelemetry.io/otel/metric v1.30.0 // indirect
-	go.opentelemetry.io/otel/trace v1.30.0 // indirect
-	golang.org/x/arch v0.8.0 // indirect
-	golang.org/x/crypto v0.28.0 // indirect
-	golang.org/x/net v0.30.0 // indirect
-	golang.org/x/oauth2 v0.23.0 // indirect
-	golang.org/x/sync v0.8.0 // indirect
-	golang.org/x/sys v0.26.0 // indirect
-	golang.org/x/time v0.6.0 // indirect
-	google.golang.org/genproto/googleapis/api v0.0.0-20240903143218-8af14fe29dc1 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20240903143218-8af14fe29dc1 // indirect
-	google.golang.org/grpc v1.66.2 // indirect
-	google.golang.org/protobuf v1.34.2 // indirect
+	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.54.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.57.0 // indirect
+	go.opentelemetry.io/otel v1.32.0 // indirect
+	go.opentelemetry.io/otel/metric v1.32.0 // indirect
+	go.opentelemetry.io/otel/trace v1.32.0 // indirect
+	golang.org/x/arch v0.12.0 // indirect
+	golang.org/x/crypto v0.29.0 // indirect
+	golang.org/x/net v0.31.0 // indirect
+	golang.org/x/oauth2 v0.24.0 // indirect
+	golang.org/x/sync v0.9.0 // indirect
+	golang.org/x/sys v0.27.0 // indirect
+	golang.org/x/time v0.7.0 // indirect
+	google.golang.org/genproto/googleapis/api v0.0.0-20241021214115-324edc3d5d38 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20241104194629-dd2ea8efbc28 // indirect
+	google.golang.org/grpc v1.68.0 // indirect
+	google.golang.org/protobuf v1.35.1 // indirect
 	gopkg.in/warnings.v0 v0.1.2 // indirect
 	gopkg.in/yaml.v3 v3.0.1 // indirect
 )

go.sum

@@ -1,53 +1,54 @@
 cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw=
-cloud.google.com/go v0.115.1 h1:Jo0SM9cQnSkYfp44+v+NQXHpcHqlnRJk2qxh6yvxxxQ=
-cloud.google.com/go v0.115.1/go.mod h1:DuujITeaufu3gL68/lOFIirVNJwQeyf5UXyi+Wbgknc=
-cloud.google.com/go/ai v0.8.2 h1:LEaQwqBv+k2ybrcdTtCTc9OPZXoEdcQaGrfvDYS6Bnk=
-cloud.google.com/go/ai v0.8.2/go.mod h1:Wb3EUUGWwB6yHBaUf/+oxUq/6XbCaU1yh0GrwUS8lr4=
-cloud.google.com/go/auth v0.9.4 h1:DxF7imbEbiFu9+zdKC6cKBko1e8XeJnipNqIbWZ+kDI=
-cloud.google.com/go/auth v0.9.4/go.mod h1:SHia8n6//Ya940F1rLimhJCjjx7KE17t0ctFEci3HkA=
-cloud.google.com/go/auth/oauth2adapt v0.2.4 h1:0GWE/FUsXhf6C+jAkWgYm7X9tK8cuEIfy19DBn6B6bY=
-cloud.google.com/go/auth/oauth2adapt v0.2.4/go.mod h1:jC/jOpwFP6JBxhB3P5Rr0a9HLMC/Pe3eaL4NmdvqPtc=
-cloud.google.com/go/compute/metadata v0.5.1 h1:NM6oZeZNlYjiwYje+sYFjEpP0Q0zCan1bmQW/KmIrGs=
-cloud.google.com/go/compute/metadata v0.5.1/go.mod h1:C66sj2AluDcIqakBq/M8lw8/ybHgOZqin2obFxa/E5k=
-cloud.google.com/go/longrunning v0.6.1 h1:lOLTFxYpr8hcRtcwWir5ITh1PAKUD/sG2lKrTSYjyMc=
-cloud.google.com/go/longrunning v0.6.1/go.mod h1:nHISoOZpBcmlwbJmiVk5oDRz0qG/ZxPynEGs1iZ79s0=
+cloud.google.com/go v0.116.0 h1:B3fRrSDkLRt5qSHWe40ERJvhvnQwdZiHu0bJOpldweE=
+cloud.google.com/go v0.116.0/go.mod h1:cEPSRWPzZEswwdr9BxE6ChEn01dWlTaF05LiC2Xs70U=
+cloud.google.com/go/ai v0.8.0 h1:rXUEz8Wp2OlrM8r1bfmpF2+VKqc1VJpafE3HgzRnD/w=
+cloud.google.com/go/ai v0.8.0/go.mod h1:t3Dfk4cM61sytiggo2UyGsDVW3RF1qGZaUKDrZFyqkE=
+cloud.google.com/go/auth v0.10.1 h1:TnK46qldSfHWt2a0b/hciaiVJsmDXWy9FqyUan0uYiI=
+cloud.google.com/go/auth v0.10.1/go.mod h1:xxA5AqpDrvS+Gkmo9RqrGGRh6WSNKKOXhY3zNOr38tI=
+cloud.google.com/go/auth/oauth2adapt v0.2.5 h1:2p29+dePqsCHPP1bqDJcKj4qxRyYCcbzKpFyKGt3MTk=
+cloud.google.com/go/auth/oauth2adapt v0.2.5/go.mod h1:AlmsELtlEBnaNTL7jCj8VQFLy6mbZv0s4Q7NGBeQ5E8=
+cloud.google.com/go/compute/metadata v0.5.2 h1:UxK4uu/Tn+I3p2dYWTfiX4wva7aYlKixAHn3fyqngqo=
+cloud.google.com/go/compute/metadata v0.5.2/go.mod h1:C66sj2AluDcIqakBq/M8lw8/ybHgOZqin2obFxa/E5k=
+cloud.google.com/go/longrunning v0.5.7 h1:WLbHekDbjK1fVFD3ibpFFVoyizlLRl73I7YKuAKilhU=
+cloud.google.com/go/longrunning v0.5.7/go.mod h1:8GClkudohy1Fxm3owmBGid8W0pSgodEMwEAztp38Xng=
 dario.cat/mergo v1.0.1 h1:Ra4+bf83h2ztPIQYNP99R6m+Y7KfnARDfID+a+vLl4s=
 dario.cat/mergo v1.0.1/go.mod h1:uNxQE+84aUszobStD9th8a29P2fMDhsBdgRYvZOxGmk=
 github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU=
 github.com/Microsoft/go-winio v0.5.2/go.mod h1:WpS1mjBmmwHBEWmogvA2mj8546UReBk4v8QkMxJ6pZY=
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@@ -61,8 +62,8 @@ github.com/envoyproxy/go-control-plane v0.9.4/go.mod h1:6rpuAdCZL397s3pYoYcLgu1m
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@@ -71,8 +72,8 @@ github.com/gliderlabs/ssh v0.3.7 h1:iV3Bqi942d9huXnzEF2Mt+CY9gLu8DNM4Obd+8bODRE=
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@@ -88,14 +89,14 @@ github.com/go-playground/locales v0.14.1 h1:EWaQ/wswjilfKLTECiXz7Rh+3BjFhfDFKv/o
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@@ -145,8 +146,8 @@ github.com/json-iterator/go v1.1.12/go.mod h1:e30LSqwooZae/UwlEbR2852Gd8hjQvJoHm
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 github.com/pjbgf/sha1cd v0.3.0 h1:4D5XXmUUBUl/xQ6IjCkEAbqXskkq/4O7LmGn0AqMDs4=
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 github.com/pkg/errors v0.9.1 h1:FEBLx1zS214owpjy7qsBeixbURkuhQAwrK5UwLGTwt4=
@@ -189,8 +190,8 @@ github.com/rogpeppe/go-internal v1.11.0 h1:cWPaGQEPrBb5/AsnsZesgZZ9yb1OQ+GOISoDN
 github.com/rogpeppe/go-internal v1.11.0/go.mod h1:ddIwULY96R17DhadqLgMfk9H9tvdUzkipdSkR5nkCZA=
 github.com/samber/lo v1.47.0 h1:z7RynLwP5nbyRscyvcD043DWYoOcYRv3mV8lBeqOCLc=
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-github.com/sashabaranov/go-openai v1.30.0 h1:fHv9urGxABfm885xGWsXFSk5cksa+8dJ4jGli/UQQcI=
-github.com/sashabaranov/go-openai v1.30.0/go.mod h1:lj5b/K+zjTSFxVLijLSTDZuP7adOgerWeFyZLUhAKRg=
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 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=
@@ -200,7 +201,6 @@ github.com/skeema/knownhosts v1.3.0/go.mod h1:sPINvnADmT/qYH1kfv+ePMmOBTH6Tbl7b5
 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=
@@ -209,9 +209,18 @@ 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 v1.9.0 h1:HtqpIVDClZ4nwg75+f6Lvsy/wHu+3BoSGCbBAcpTsTg=
 github.com/stretchr/testify v1.9.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
+github.com/tidwall/gjson v1.14.2/go.mod h1:/wbyibRr2FHMks5tjHJ5F8dMZh3AcwJEMf5vlfC0lxk=
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+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=
@@ -221,28 +230,27 @@ github.com/xanzy/ssh-agent v0.3.3/go.mod h1:6dzNDKs0J9rVPHPhaGCukekBHKqfl+L3KghI
 github.com/yuin/goldmark v1.4.13/go.mod h1:6yULJ656Px+3vBD8DxQVa3kxgyrAnzto9xy5taEt/CY=
 go.opencensus.io v0.24.0 h1:y73uSU6J157QMP2kn2r30vwW1A2W2WFwSCGnAVxeaD0=
 go.opencensus.io v0.24.0/go.mod h1:vNK8G9p7aAivkbmorf4v+7Hgx+Zs0yY+0fOtgBfjQKo=
-go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.55.0 h1:hCq2hNMwsegUvPzI7sPOvtO9cqyy5GbWt/Ybp2xrx8Q=
-go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.55.0/go.mod h1:LqaApwGx/oUmzsbqxkzuBvyoPpkxk3JQWnqfVrJ3wCA=
-go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.55.0 h1:ZIg3ZT/aQ7AfKqdwp7ECpOK6vHqquXXuyTjIO8ZdmPs=
-go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.55.0/go.mod h1:DQAwmETtZV00skUwgD6+0U89g80NKsJE3DCKeLLPQMI=
-go.opentelemetry.io/otel v1.30.0 h1:F2t8sK4qf1fAmY9ua4ohFS/K+FUuOPemHUIXHtktrts=
-go.opentelemetry.io/otel v1.30.0/go.mod h1:tFw4Br9b7fOS+uEao81PJjVMjW/5fvNCbpsDIXqP0pc=
-go.opentelemetry.io/otel/metric v1.30.0 h1:4xNulvn9gjzo4hjg+wzIKG7iNFEaBMX00Qd4QIZs7+w=
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-golang.org/x/arch v0.0.0-20210923205945-b76863e36670/go.mod h1:5om86z9Hs0C8fWVUuoMHwpExlXzs5Tkyp9hOrfG7pp8=
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 golang.org/x/crypto v0.0.0-20220622213112-05595931fe9d/go.mod h1:IxCIyHEi3zRg3s0A5j5BB6A9Jmi73HwBIUl50j+osU4=
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 golang.org/x/exp v0.0.0-20190121172915-509febef88a4/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
+golang.org/x/exp v0.0.0-20240719175910-8a7402abbf56 h1:2dVuKD2vS7b0QIHQbpyTISPd0LeHDbnYEryqj5Q1ug8=
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 golang.org/x/lint v0.0.0-20181026193005-c67002cb31c3/go.mod h1:UVdnD1Gm6xHRNCYTkRU2/jEulfH38KcIWyp/GAMgvoE=
 golang.org/x/lint v0.0.0-20190227174305-5b3e6a55c961/go.mod h1:wehouNa3lNwaWXcvxsM5YxQ5yQlVC4a0KAMCusXpPoU=
 golang.org/x/lint v0.0.0-20190313153728-d0100b6bd8b3/go.mod h1:6SW0HCj/g11FgYtHlgUYUwCkIfeOF89ocIRzGO/8vkc=
@@ -259,22 +267,20 @@ golang.org/x/net v0.0.0-20201110031124-69a78807bb2b/go.mod h1:sp8m0HH+o8qH0wwXwY
 golang.org/x/net v0.0.0-20210226172049-e18ecbb05110/go.mod h1:m0MpNAwzfU5UDzcl9v0D8zg8gWTRqZa9RBIspLL5mdg=
 golang.org/x/net v0.0.0-20211112202133-69e39bad7dc2/go.mod h1:9nx3DQGgdP8bBQD5qxJ1jj9UTztislL4KSBs9R2vV5Y=
 golang.org/x/net v0.0.0-20220722155237-a158d28d115b/go.mod h1:XRhObCWvk6IyKnWLug+ECip1KBveYUHfp+8e9klMJ9c=
-golang.org/x/net v0.2.0/go.mod h1:KqCZLdyyvdV855qA2rE3GC2aiw5xGR5TEjj8smXukLY=
 golang.org/x/net v0.6.0/go.mod h1:2Tu9+aMcznHK/AK1HMvgo6xiTLG5rD5rZLDS+rp2Bjs=
-golang.org/x/net v0.8.0/go.mod h1:QVkue5JL9kW//ek3r6jTKnTFis1tRmNAW2P1shuFdJc=
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-golang.org/x/net v0.30.0 h1:AcW1SDZMkb8IpzCdQUaIq2sP4sZ4zw+55h6ynffypl4=
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-golang.org/x/oauth2 v0.23.0 h1:PbgcYx2W7i4LvjJWEbf0ngHV6qJYr86PkAV3bXdLEbs=
-golang.org/x/oauth2 v0.23.0/go.mod h1:XYTD2NtWslqkgxebSiOHnXEap4TF09sJSc7H1sXbhtI=
+golang.org/x/oauth2 v0.24.0 h1:KTBBxWqUa0ykRPLtV69rRto9TLXcqYkeswu48x/gvNE=
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-golang.org/x/sync v0.8.0 h1:3NFvSEYkUoMifnESzZl15y791HH1qU2xm6eCJU5ZPXQ=
-golang.org/x/sync v0.8.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
+golang.org/x/sync v0.9.0 h1:fEo0HyrW1GIgZdpbhCRO0PkJajUS5H9IFUztCgEo2jQ=
+golang.org/x/sync v0.9.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
 golang.org/x/sys v0.0.0-20180830151530-49385e6e1522/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
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@@ -287,33 +293,27 @@ golang.org/x/sys v0.0.0-20210615035016-665e8c7367d1/go.mod h1:oPkhp1MJrh7nUepCBc
 golang.org/x/sys v0.0.0-20220520151302-bc2c85ada10a/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
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-golang.org/x/sys v0.2.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.3.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
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-golang.org/x/sys v0.26.0 h1:KHjCJyddX0LoSTb3J+vWpupP9p0oznkqVk/IfjymZbo=
-golang.org/x/sys v0.26.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
+golang.org/x/sys v0.27.0 h1:wBqf8DvsY9Y/2P8gAfPDEYNuS30J4lPHJxXSb/nJZ+s=
+golang.org/x/sys v0.27.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 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=
-golang.org/x/term v0.2.0/go.mod h1:TVmDHMZPmdnySmBfhjOoOdhjzdE1h4u1VwSiw2l1Nuc=
 golang.org/x/term v0.5.0/go.mod h1:jMB1sMXY+tzblOD4FWmEbocvup2/aLOaQEp7JmGp78k=
-golang.org/x/term v0.6.0/go.mod h1:m6U89DPEgQRMq3DNkDClhWw02AUbt2daBVO4cn4Hv9U=
 golang.org/x/term v0.7.0/go.mod h1:P32HKFT3hSsZrRxla30E9HqToFYAQPCMs/zFMBUFqPY=
-golang.org/x/term v0.25.0 h1:WtHI/ltw4NvSUig5KARz9h521QvRC8RmF/cuYqifU24=
-golang.org/x/term v0.25.0/go.mod h1:RPyXicDX+6vLxogjjRxjgD2TKtmAO6NZBsBRfrOLu7M=
+golang.org/x/term v0.26.0 h1:WEQa6V3Gja/BhNxg540hBip/kkaYtRg3cxg4oXSw4AU=
+golang.org/x/term v0.26.0/go.mod h1:Si5m1o57C5nBNQo5z1iq+XDijt21BDBDp2bK0QI8e3E=
 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=
 golang.org/x/text v0.3.7/go.mod h1:u+2+/6zg+i71rQMx5EYifcz6MCKuco9NR6JIITiCfzQ=
-golang.org/x/text v0.4.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
 golang.org/x/text v0.7.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
-golang.org/x/text v0.8.0/go.mod h1:e1OnstbJyHTd6l/uOt8jFFHp6TRDWZR/bV3emEE/zU8=
 golang.org/x/text v0.9.0/go.mod h1:e1OnstbJyHTd6l/uOt8jFFHp6TRDWZR/bV3emEE/zU8=
-golang.org/x/text v0.19.0 h1:kTxAhCbGbxhK0IwgSKiMO5awPoDQ0RpfiVYBfK860YM=
-golang.org/x/text v0.19.0/go.mod h1:BuEKDfySbSR4drPmRPG/7iBdf8hvFMuRexcpahXilzY=
-golang.org/x/time v0.6.0 h1:eTDhh4ZXt5Qf0augr54TN6suAUudPcawVZeIAPU7D4U=
-golang.org/x/time v0.6.0/go.mod h1:3BpzKBy/shNhVucY/MWOyx10tF3SFh9QdLuxbVysPQM=
+golang.org/x/text v0.20.0 h1:gK/Kv2otX8gz+wn7Rmb3vT96ZwuoxnQlY+HlJVj7Qug=
+golang.org/x/text v0.20.0/go.mod h1:D4IsuqiFMhST5bX19pQ9ikHC2GsaKyk/oF+pn3ducp4=
+golang.org/x/time v0.7.0 h1:ntUhktv3OPE6TgYxXWv9vKvUSJyIFJlyohwbkEwPrKQ=
+golang.org/x/time v0.7.0/go.mod h1:3BpzKBy/shNhVucY/MWOyx10tF3SFh9QdLuxbVysPQM=
 golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 golang.org/x/tools v0.0.0-20190114222345-bf090417da8b/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 golang.org/x/tools v0.0.0-20190226205152-f727befe758c/go.mod h1:9Yl7xja0Znq3iFh3HoIrodX9oNMXvdceNzlUR8zjMvY=
@@ -324,24 +324,24 @@ golang.org/x/tools v0.1.12/go.mod h1:hNGJHUnrk76NpqgfD5Aqm5Crs+Hm0VOH/i9J2+nxYbc
 golang.org/x/tools v0.6.0/go.mod h1:Xwgl3UAJ/d3gWutnCtw505GrjyAbvKui8lOU390QaIU=
 golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
-google.golang.org/api v0.197.0 h1:x6CwqQLsFiA5JKAiGyGBjc2bNtHtLddhJCE2IKuhhcQ=
-google.golang.org/api v0.197.0/go.mod h1:AuOuo20GoQ331nq7DquGHlU6d+2wN2fZ8O0ta60nRNw=
+google.golang.org/api v0.205.0 h1:LFaxkAIpDb/GsrWV20dMMo5MR0h8UARTbn24LmD+0Pg=
+google.golang.org/api v0.205.0/go.mod h1:NrK1EMqO8Xk6l6QwRAmrXXg2v6dzukhlOyvkYtnvUuc=
 google.golang.org/appengine v1.1.0/go.mod h1:EbEs0AVv82hx2wNQdGPgUI5lhzA/G0D9YwlJXL52JkM=
 google.golang.org/appengine v1.4.0/go.mod h1:xpcJRLb0r/rnEns0DIKYYv+WjYCduHsrkT7/EB5XEv4=
 google.golang.org/genproto v0.0.0-20180817151627-c66870c02cf8/go.mod h1:JiN7NxoALGmiZfu7CAH4rXhgtRTLTxftemlI0sWmxmc=
 google.golang.org/genproto v0.0.0-20190819201941-24fa4b261c55/go.mod h1:DMBHOl98Agz4BDEuKkezgsaosCRResVns1a3J2ZsMNc=
 google.golang.org/genproto v0.0.0-20200526211855-cb27e3aa2013/go.mod h1:NbSheEEYHJ7i3ixzK3sjbqSGDJWnxyFXZblF3eUsNvo=
-google.golang.org/genproto/googleapis/api v0.0.0-20240903143218-8af14fe29dc1 h1:hjSy6tcFQZ171igDaN5QHOw2n6vx40juYbC/x67CEhc=
-google.golang.org/genproto/googleapis/api v0.0.0-20240903143218-8af14fe29dc1/go.mod h1:qpvKtACPCQhAdu3PyQgV4l3LMXZEtft7y8QcarRsp9I=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20240903143218-8af14fe29dc1 h1:pPJltXNxVzT4pK9yD8vR9X75DaWYYmLGMsEvBfFQZzQ=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20240903143218-8af14fe29dc1/go.mod h1:UqMtugtsSgubUsoxbuAoiCXvqvErP7Gf0so0mK9tHxU=
+google.golang.org/genproto/googleapis/api v0.0.0-20241021214115-324edc3d5d38 h1:2oV8dfuIkM1Ti7DwXc0BJfnwr9csz4TDXI9EmiI+Rbw=
+google.golang.org/genproto/googleapis/api v0.0.0-20241021214115-324edc3d5d38/go.mod h1:vuAjtvlwkDKF6L1GQ0SokiRLCGFfeBUXWr/aFFkHACc=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20241104194629-dd2ea8efbc28 h1:XVhgTWWV3kGQlwJHR3upFWZeTsei6Oks1apkZSeonIE=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20241104194629-dd2ea8efbc28/go.mod h1:GX3210XPVPUjJbTUbvwI8f2IpZDMZuPJWDzDuebbviI=
 google.golang.org/grpc v1.19.0/go.mod h1:mqu4LbDTu4XGKhr4mRzUsmM4RtVoemTSY81AxZiDr8c=
 google.golang.org/grpc v1.23.0/go.mod h1:Y5yQAOtifL1yxbo5wqy6BxZv8vAUGQwXBOALyacEbxg=
 google.golang.org/grpc v1.25.1/go.mod h1:c3i+UQWmh7LiEpx4sFZnkU36qjEYZ0imhYfXVyQciAY=
 google.golang.org/grpc v1.27.0/go.mod h1:qbnxyOmOxrQa7FizSgH+ReBfzJrCY1pSN7KXBS8abTk=
 google.golang.org/grpc v1.33.2/go.mod h1:JMHMWHQWaTccqQQlmk3MJZS+GWXOdAesneDmEnv2fbc=
-google.golang.org/grpc v1.66.2 h1:3QdXkuq3Bkh7w+ywLdLvM56cmGvQHUMZpiCzt6Rqaoo=
-google.golang.org/grpc v1.66.2/go.mod h1:s3/l6xSSCURdVfAnL+TqCNMyTDAGN6+lZeVxnZR128Y=
+google.golang.org/grpc v1.68.0 h1:aHQeeJbo8zAkAa3pRzrVjZlbz6uSfeOXlJNQM0RAbz0=
+google.golang.org/grpc v1.68.0/go.mod h1:fmSPC5AsjSBCK54MyHRx48kpOti1/jRfOlwEWywNjWA=
 google.golang.org/protobuf v0.0.0-20200109180630-ec00e32a8dfd/go.mod h1:DFci5gLYBciE7Vtevhsrf46CRTquxDuWsQurQQe4oz8=
 google.golang.org/protobuf v0.0.0-20200221191635-4d8936d0db64/go.mod h1:kwYJMbMJ01Woi6D6+Kah6886xMZcty6N08ah7+eCXa0=
 google.golang.org/protobuf v0.0.0-20200228230310-ab0ca4ff8a60/go.mod h1:cfTl7dwQJ+fmap5saPgwCLgHXTUD7jkjRqWcaiX5VyM=
@@ -351,8 +351,8 @@ google.golang.org/protobuf v1.22.0/go.mod h1:EGpADcykh3NcUnDUJcl1+ZksZNG86OlYog2
 google.golang.org/protobuf v1.23.0/go.mod h1:EGpADcykh3NcUnDUJcl1+ZksZNG86OlYog2l/sGQquU=
 google.golang.org/protobuf v1.23.1-0.20200526195155-81db48ad09cc/go.mod h1:EGpADcykh3NcUnDUJcl1+ZksZNG86OlYog2l/sGQquU=
 google.golang.org/protobuf v1.25.0/go.mod h1:9JNX74DMeImyA3h4bdi1ymwjUzf21/xIlbajtzgsN7c=
-google.golang.org/protobuf v1.34.2 h1:6xV6lTsCfpGD21XK49h7MhtcApnLqkfYgPcdHftf6hg=
-google.golang.org/protobuf v1.34.2/go.mod h1:qYOHts0dSfpeUzUFpOMr/WGzszTmLH+DiWniOlNbLDw=
+google.golang.org/protobuf v1.35.1 h1:m3LfL6/Ca+fqnjnlqQXNpFPABW1UD7mjh8KO2mKFytA=
+google.golang.org/protobuf v1.35.1/go.mod h1:9fA7Ob0pmnwhb644+1+CVWFRbNajQ6iRojtC/QF5bRE=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/check.v1 v1.0.0-20190902080502-41f04d3bba15/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
@@ -367,4 +367,3 @@ gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 honnef.co/go/tools v0.0.0-20190102054323-c2f93a96b099/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
 honnef.co/go/tools v0.0.0-20190523083050-ea95bdfd59fc/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
 nullprogram.com/x/optparse v1.0.0/go.mod h1:KdyPE+Igbe0jQUrVfMqDMeJQIJZEuyV7pjYmp6pbG50=
-rsc.io/pdf v0.1.1/go.mod h1:n8OzWcQ6Sp37PL01nO98y4iUCRdTGarVfzxY20ICaU4=

gomod2nix.toml

@@ -0,0 +1,285 @@
+schema = 3
+
+[mod]
+  [mod."cloud.google.com/go"]
+    version = "v0.116.0"
+    hash = "sha256-e62GvNveg3bRi4O+eBARqgQ2sinobx+SVGR9WE7jKgs="
+  [mod."cloud.google.com/go/ai"]
+    version = "v0.8.0"
+    hash = "sha256-833SmzVY8+tci2RozAlcdKQZ63RlU2CmeY/8xttP+WI="
+  [mod."cloud.google.com/go/auth"]
+    version = "v0.10.1"
+    hash = "sha256-MCEvsZxxLYC/qGUiFNejtQnf4ptoFVKSNMS+XdjteJo="
+  [mod."cloud.google.com/go/auth/oauth2adapt"]
+    version = "v0.2.5"
+    hash = "sha256-494whmtNBk1sF3ud3dre97U+mLSTs+XTqZK8w5zG/hk="
+  [mod."cloud.google.com/go/compute/metadata"]
+    version = "v0.5.2"
+    hash = "sha256-EtBj20lhjM3SJVKCp70GHMnsItwJ9gOyJOW91wugojc="
+  [mod."cloud.google.com/go/longrunning"]
+    version = "v0.5.7"
+    hash = "sha256-hZUbysdaEbFB2nDAg+wjOZHt6E99oEnH7Lo6IQr7FxU="
+  [mod."dario.cat/mergo"]
+    version = "v1.0.1"
+    hash = "sha256-wcG6+x0k6KzOSlaPA+1RFxa06/RIAePJTAjjuhLbImw="
+  [mod."github.com/Microsoft/go-winio"]
+    version = "v0.6.2"
+    hash = "sha256-tVNWDUMILZbJvarcl/E7tpSnkn7urqgSHa2Eaka5vSU="
+  [mod."github.com/ProtonMail/go-crypto"]
+    version = "v1.1.2"
+    hash = "sha256-7pTf7aJt2mGC/u8/+AQ1erGypAO0Rg0HqlIOLeiqLEg="
+  [mod."github.com/anaskhan96/soup"]
+    version = "v1.2.5"
+    hash = "sha256-t8yCyK2y7x2qaI/3Yw16q3zVFqu+3acLcPgTr1MIKWg="
+  [mod."github.com/andybalholm/cascadia"]
+    version = "v1.3.2"
+    hash = "sha256-Nc9SkqJO/ecincVcUBFITy24TMmMGj5o0Q8EgdNhrEk="
+  [mod."github.com/anthropics/anthropic-sdk-go"]
+    version = "v0.2.0-alpha.4"
+    hash = "sha256-8a85Hd4J7eaWvN+J6MImsapStbse5WDDjlODZk3PMzk="
+  [mod."github.com/araddon/dateparse"]
+    version = "v0.0.0-20210429162001-6b43995a97de"
+    hash = "sha256-UuX84naeRGMsFOgIgRoBHG5sNy1CzBkWPKmd6VbLwFw="
+  [mod."github.com/atotto/clipboard"]
+    version = "v0.1.4"
+    hash = "sha256-ZZ7U5X0gWOu8zcjZcWbcpzGOGdycwq0TjTFh/eZHjXk="
+  [mod."github.com/bytedance/sonic"]
+    version = "v1.12.4"
+    hash = "sha256-i6bLujq1dYN+yN2iusMuXrNVkT17bkuR5r5D48qDvpo="
+  [mod."github.com/bytedance/sonic/loader"]
+    version = "v0.2.1"
+    hash = "sha256-+gPRZtBOJbAnXp/jdMlPmesc62JGH8akQ1UK9VRI7E4="
+  [mod."github.com/cloudflare/circl"]
+    version = "v1.5.0"
+    hash = "sha256-j7T4cfbfmhlbaO+kNKveTnk95JbkEOX0IVw8D9bGTkQ="
+  [mod."github.com/cloudwego/base64x"]
+    version = "v0.1.4"
+    hash = "sha256-umCZR3iNmHFm+BC76kfpdcRG+pTQd6Jcu/c2kQDnyfw="
+  [mod."github.com/cloudwego/iasm"]
+    version = "v0.2.0"
+    hash = "sha256-TzIP2N3HOesXrKACsRr/ShcoqttwPGZPckIepsTyHOA="
+  [mod."github.com/cyphar/filepath-securejoin"]
+    version = "v0.3.4"
+    hash = "sha256-I9dV5gtKk3hH39taAWxvvJEXMi4YoHSxeESVyjpl1MU="
+  [mod."github.com/davecgh/go-spew"]
+    version = "v1.1.1"
+    hash = "sha256-nhzSUrE1fCkN0+RL04N4h8jWmRFPPPWbCuDc7Ss0akI="
+  [mod."github.com/emirpasic/gods"]
+    version = "v1.18.1"
+    hash = "sha256-hGDKddjLj+5dn2woHtXKUdd49/3xdsqnhx7VEdCu1m4="
+  [mod."github.com/felixge/httpsnoop"]
+    version = "v1.0.4"
+    hash = "sha256-c1JKoRSndwwOyOxq9ddCe+8qn7mG9uRq2o/822x5O/c="
+  [mod."github.com/gabriel-vasile/mimetype"]
+    version = "v1.4.6"
+    hash = "sha256-W/uPcE22Fduw1XmX8Ujf1S9SYVOcEoE1wzK4I0/vapw="
+  [mod."github.com/gin-contrib/sse"]
+    version = "v0.1.0"
+    hash = "sha256-zYbMTao+1F+385Lvsba9roLmmt9eYqr57sUWo0LCVhw="
+  [mod."github.com/gin-gonic/gin"]
+    version = "v1.10.0"
+    hash = "sha256-esJasHrJtuTBwGPGAoc/XSb428J8va+tPGcZ0gTfsgc="
+  [mod."github.com/go-git/gcfg"]
+    version = "v1.5.1-0.20230307220236-3a3c6141e376"
+    hash = "sha256-f4k0gSYuo0/q3WOoTxl2eFaj7WZpdz29ih6CKc8Ude8="
+  [mod."github.com/go-git/go-billy/v5"]
+    version = "v5.6.0"
+    hash = "sha256-Hw+odNozpiixXqmsbahihdV+TBxpusm6/hDLngf7kUg="
+  [mod."github.com/go-git/go-git/v5"]
+    version = "v5.12.0"
+    hash = "sha256-mD8EWOQ25FtKBWVSQhQ8V1Rr0tC/ySFZQ9GMDLRqwQU="
+  [mod."github.com/go-logr/logr"]
+    version = "v1.4.2"
+    hash = "sha256-/W6qGilFlZNTb9Uq48xGZ4IbsVeSwJiAMLw4wiNYHLI="
+  [mod."github.com/go-logr/stdr"]
+    version = "v1.2.2"
+    hash = "sha256-rRweAP7XIb4egtT1f2gkz4sYOu7LDHmcJ5iNsJUd0sE="
+  [mod."github.com/go-playground/locales"]
+    version = "v0.14.1"
+    hash = "sha256-BMJGAexq96waZn60DJXZfByRHb8zA/JP/i6f/YrW9oQ="
+  [mod."github.com/go-playground/universal-translator"]
+    version = "v0.18.1"
+    hash = "sha256-2/B2qP51zfiY+k8G0w0D03KXUc7XpWj6wKY7NjNP/9E="
+  [mod."github.com/go-playground/validator/v10"]
+    version = "v10.22.1"
+    hash = "sha256-EsgeltH0ow6saxLvTFVtIyHVqWI3Fiu1AE2Qmnsmowg="
+  [mod."github.com/go-shiori/dom"]
+    version = "v0.0.0-20230515143342-73569d674e1c"
+    hash = "sha256-4lm9KZfR2XnfZU9KTG+4jqLYZqbfL74AMO4y3dKpIbg="
+  [mod."github.com/go-shiori/go-readability"]
+    version = "v0.0.0-20241012063810-92284fa8a71f"
+    hash = "sha256-NgciyWylVSjzkt5xWF1Xk1Xbxgq3PsHW5PZ8oifjZVY="
+  [mod."github.com/goccy/go-json"]
+    version = "v0.10.3"
+    hash = "sha256-ZOzfwCXh+qp+hp+UnC0t422hUV0Cq5KANXkx8hcLp7s="
+  [mod."github.com/gogs/chardet"]
+    version = "v0.0.0-20211120154057-b7413eaefb8f"
+    hash = "sha256-4MeqBJsh4U+ZEbfdDwdciTYMlQWkCil2KJbUxHjBSIo="
+  [mod."github.com/golang/groupcache"]
+    version = "v0.0.0-20210331224755-41bb18bfe9da"
+    hash = "sha256-7Gs7CS9gEYZkbu5P4hqPGBpeGZWC64VDwraSKFF+VR0="
+  [mod."github.com/google/generative-ai-go"]
+    version = "v0.18.0"
+    hash = "sha256-Ye+1rV3gzb2FG9ATq8cihlUiCynRv0eejMwsSfxOXcM="
+  [mod."github.com/google/s2a-go"]
+    version = "v0.1.8"
+    hash = "sha256-H4jy3iElh82CTujW3UpaSvsdfN7fZHBLJ4Z4M7kiMSk="
+  [mod."github.com/google/uuid"]
+    version = "v1.6.0"
+    hash = "sha256-VWl9sqUzdOuhW0KzQlv0gwwUQClYkmZwSydHG2sALYw="
+  [mod."github.com/googleapis/enterprise-certificate-proxy"]
+    version = "v0.3.4"
+    hash = "sha256-RVHWa0I68CTegjlXnM/GlishoZhmmwG4z+9KBucAJ1A="
+  [mod."github.com/googleapis/gax-go/v2"]
+    version = "v2.13.0"
+    hash = "sha256-p1SEjRjI/SkWSBWjeptQ5M/Tgrcj8IiH/beXBYqRVko="
+  [mod."github.com/jbenet/go-context"]
+    version = "v0.0.0-20150711004518-d14ea06fba99"
+    hash = "sha256-VANNCWNNpARH/ILQV9sCQsBWgyL2iFT+4AHZREpxIWE="
+  [mod."github.com/jessevdk/go-flags"]
+    version = "v1.6.1"
+    hash = "sha256-Q5WFTgRxYio0+ay3sbQeBPKeJAFvOdiDVkaTVn3hoTA="
+  [mod."github.com/joho/godotenv"]
+    version = "v1.5.1"
+    hash = "sha256-kA0osKfsc6Kp+nuGTRJyXZZlJt1D/kuEazKMWYCWcQ8="
+  [mod."github.com/json-iterator/go"]
+    version = "v1.1.12"
+    hash = "sha256-To8A0h+lbfZ/6zM+2PpRpY3+L6725OPC66lffq6fUoM="
+  [mod."github.com/kevinburke/ssh_config"]
+    version = "v1.2.0"
+    hash = "sha256-Ta7ZOmyX8gG5tzWbY2oES70EJPfI90U7CIJS9EAce0s="
+  [mod."github.com/klauspost/cpuid/v2"]
+    version = "v2.2.9"
+    hash = "sha256-6UnDBLqlTsKVeZNl5snKQiEBb8xGK5yyg2eZBg7QHLs="
+  [mod."github.com/leodido/go-urn"]
+    version = "v1.4.0"
+    hash = "sha256-Q6kplWkY37Tzy6GOme3Wut40jFK4Izun+ij/BJvcEu0="
+  [mod."github.com/liushuangls/go-anthropic/v2"]
+    version = "v2.11.0"
+    hash = "sha256-VvQ6RT8qcP19mRzBtFKh19czlRk5obHzh1NVs3z/Gkc="
+  [mod."github.com/mattn/go-isatty"]
+    version = "v0.0.20"
+    hash = "sha256-qhw9hWtU5wnyFyuMbKx+7RB8ckQaFQ8D+8GKPkN3HHQ="
+  [mod."github.com/modern-go/concurrent"]
+    version = "v0.0.0-20180306012644-bacd9c7ef1dd"
+    hash = "sha256-OTySieAgPWR4oJnlohaFTeK1tRaVp/b0d1rYY8xKMzo="
+  [mod."github.com/modern-go/reflect2"]
+    version = "v1.0.2"
+    hash = "sha256-+W9EIW7okXIXjWEgOaMh58eLvBZ7OshW2EhaIpNLSBU="
+  [mod."github.com/ollama/ollama"]
+    version = "v0.4.1"
+    hash = "sha256-FKQRSqVNgsASea9h2B+wbpu4Qid0Dt3H02fKdqFTwuk="
+  [mod."github.com/otiai10/copy"]
+    version = "v1.14.0"
+    hash = "sha256-xsaL1ddkPS544y0Jv7u/INUALBYmYq29ddWvysLXk4A="
+  [mod."github.com/pelletier/go-toml/v2"]
+    version = "v2.2.3"
+    hash = "sha256-fE++SVgnCGdnFZoROHWuYjIR7ENl7k9KKxQrRTquv/o="
+  [mod."github.com/pjbgf/sha1cd"]
+    version = "v0.3.0"
+    hash = "sha256-kX9BdLh2dxtGNaDvc24NORO+C0AZ7JzbrXrtecCdB7w="
+  [mod."github.com/pkg/errors"]
+    version = "v0.9.1"
+    hash = "sha256-mNfQtcrQmu3sNg/7IwiieKWOgFQOVVe2yXgKBpe/wZw="
+  [mod."github.com/pmezard/go-difflib"]
+    version = "v1.0.0"
+    hash = "sha256-/FtmHnaGjdvEIKAJtrUfEhV7EVo5A/eYrtdnUkuxLDA="
+  [mod."github.com/samber/lo"]
+    version = "v1.47.0"
+    hash = "sha256-jMXexVTlPdZ40STRpBLv7b+BIRqdxxra12Pl2Mj7Nz8="
+  [mod."github.com/sashabaranov/go-openai"]
+    version = "v1.35.6"
+    hash = "sha256-Ef81pLy9oJXtWg6Nj1gSbPOOccwmgYrr6ka3GQ1rVas="
+  [mod."github.com/sergi/go-diff"]
+    version = "v1.3.2-0.20230802210424-5b0b94c5c0d3"
+    hash = "sha256-UcLU83CPMbSoKI8RLvLJ7nvGaE2xRSL1RjoHCVkMzUM="
+  [mod."github.com/skeema/knownhosts"]
+    version = "v1.3.0"
+    hash = "sha256-piR5IdfqxK9nxyErJ+IRDLnkaeNQwX93ztTFZyPm5MQ="
+  [mod."github.com/stretchr/testify"]
+    version = "v1.9.0"
+    hash = "sha256-uUp/On+1nK+lARkTVtb5RxlW15zxtw2kaAFuIASA+J0="
+  [mod."github.com/tidwall/gjson"]
+    version = "v1.14.4"
+    hash = "sha256-3DS2YNL95wG0qSajgRtIABD32J+oblaKVk8LIw+KSOc="
+  [mod."github.com/tidwall/match"]
+    version = "v1.1.1"
+    hash = "sha256-M2klhPId3Q3T3VGkSbOkYl/2nLHnsG+yMbXkPkyrRdg="
+  [mod."github.com/tidwall/pretty"]
+    version = "v1.2.1"
+    hash = "sha256-S0uTDDGD8qr415Ut7QinyXljCp0TkL4zOIrlJ+9OMl8="
+  [mod."github.com/tidwall/sjson"]
+    version = "v1.2.5"
+    hash = "sha256-OYGNolkmL7E1Qs2qrQ3IVpQp5gkcHNU/AB/z2O+Myps="
+  [mod."github.com/twitchyliquid64/golang-asm"]
+    version = "v0.15.1"
+    hash = "sha256-HLk6oUe7EoITrNvP0y8D6BtIgIcmDZYtb/xl/dufIoY="
+  [mod."github.com/ugorji/go/codec"]
+    version = "v1.2.12"
+    hash = "sha256-sp1LJ93UK7mFwgZqG8jxCgTCPgKR74HNU6XxX0Jfjm0="
+  [mod."github.com/xanzy/ssh-agent"]
+    version = "v0.3.3"
+    hash = "sha256-l3pGB6IdzcPA/HLk93sSN6NM2pKPy+bVOoacR5RC2+c="
+  [mod."go.opencensus.io"]
+    version = "v0.24.0"
+    hash = "sha256-4H+mGZgG2c9I1y0m8avF4qmt8LUKxxVsTqR8mKgP4yo="
+  [mod."go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc"]
+    version = "v0.54.0"
+    hash = "sha256-wcGPcPYAsWQztlYRqNF5iTwIzmhf/i7N24n7AQhIkkA="
+  [mod."go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp"]
+    version = "v0.57.0"
+    hash = "sha256-cvG6gfqfX3IasDlC8SeS7u1sp3LG9ezbX+hU5LyWKBY="
+  [mod."go.opentelemetry.io/otel"]
+    version = "v1.32.0"
+    hash = "sha256-Z2PoBBncuUkAksk8wT4lW6+uUu1wg24sGfwIYozIzaY="
+  [mod."go.opentelemetry.io/otel/metric"]
+    version = "v1.32.0"
+    hash = "sha256-f2H8itkQflk/m98dSk1TCv37wvsnMojaGNZRJ6BcksU="
+  [mod."go.opentelemetry.io/otel/trace"]
+    version = "v1.32.0"
+    hash = "sha256-WtOrB2L8wQFiMb5BHK7a6FTw2wb3rW495whNjzdxC1I="
+  [mod."golang.org/x/arch"]
+    version = "v0.12.0"
+    hash = "sha256-olf8Pa5o8H4xC1gXTMlZiyxvMvK0jCablZyaPbqzlYA="
+  [mod."golang.org/x/crypto"]
+    version = "v0.29.0"
+    hash = "sha256-sqckobR2VWucCgb7xpY2wLktnAA+XyXJbhCm80yCo78="
+  [mod."golang.org/x/net"]
+    version = "v0.31.0"
+    hash = "sha256-G+vGyCnn8jywmX3KvsIwhZkOv3+oAERNNeCeiQqfIL0="
+  [mod."golang.org/x/oauth2"]
+    version = "v0.24.0"
+    hash = "sha256-808F4hzvNOQNoQZehOlIyPgwQG3L5aANiNPLLhaL9NQ="
+  [mod."golang.org/x/sync"]
+    version = "v0.9.0"
+    hash = "sha256-sGvzGqaaXE5dxohKkpbJMnu+bMmismsSqr8YMtrK+Rc="
+  [mod."golang.org/x/sys"]
+    version = "v0.27.0"
+    hash = "sha256-BXQcF9RrJ55Pq7Nl67TeFGkgkyuKkQ8hHKN4/L4ggWc="
+  [mod."golang.org/x/text"]
+    version = "v0.20.0"
+    hash = "sha256-YP8zSo2e9okqhxVB8me8sJyij2O0tTQEg5t+8bsIUx8="
+  [mod."golang.org/x/time"]
+    version = "v0.7.0"
+    hash = "sha256-o1ol/hTpfrc06KUXSepAgm4QUuWmH1S+vqg6kmFad64="
+  [mod."google.golang.org/api"]
+    version = "v0.205.0"
+    hash = "sha256-IoKjeItw89bhoEDQl52nOa9VC6/r1UtyeqKx1VOACXI="
+  [mod."google.golang.org/genproto/googleapis/api"]
+    version = "v0.0.0-20241021214115-324edc3d5d38"
+    hash = "sha256-ASsqfJU1DA57PLRoitSkdlS/p10EEuzl0YuZTdbmMCw="
+  [mod."google.golang.org/genproto/googleapis/rpc"]
+    version = "v0.0.0-20241104194629-dd2ea8efbc28"
+    hash = "sha256-Fk+cG5bRI3BvnqhWzvMzbU36cC7PM+o2oAOJmvVx9M0="
+  [mod."google.golang.org/grpc"]
+    version = "v1.68.0"
+    hash = "sha256-HeaHAeeuyGdCOg0hPF7+Q8XD9Ek9F45O4Hxl3rvc5Q8="
+  [mod."google.golang.org/protobuf"]
+    version = "v1.35.1"
+    hash = "sha256-4NtUQoBvlPGFGjo7c+E1EBS/sb8oy50MGy45KGWPpWo="
+  [mod."gopkg.in/warnings.v0"]
+    version = "v0.1.2"
+    hash = "sha256-ATVL9yEmgYbkJ1DkltDGRn/auGAjqGOfjQyBYyUo8s8="
+  [mod."gopkg.in/yaml.v3"]
+    version = "v3.0.1"
+    hash = "sha256-FqL9TKYJ0XkNwJFnq9j0VvJ5ZUU1RvH/52h/f5bkYAU="

patterns/analyze_candidates/system.md

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

patterns/analyze_mistakes/system.md

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

patterns/analyze_proposition/system.md

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

patterns/ask_uncle_duke/system.md

@@ -0,0 +1,31 @@
+**Uncle Duke**
+
+
+
+You go by the name Duke, or Uncle Duke. You are an expert in software development using the Java programing language, especially with the Spring Framework and Maven. You understand, implement, and promote software development best practices such as SOLID, DRY, Test Driven Development, and Clean coding.
+Your audience are senior software developers and architects. However, if you are asked to simplify some output, you will patiently explain it in detail as if you were teaching a beginner.
+You will consider each request with a great degree of thought for up to five minutes. You are averse to giving bad advice so, if possible, you verify your output against at least three reputable sources before providing it. You will give priority to the most recent sources, and pay close attention to any version information the user provides.
+Use examples from reputable sources to illustrate your points. Some reputable sources include:
+* #https://docs.oracle.com/en/java/javase/
+* #https://spring.io/projects
+* #https://maven.apache.org/index.html
+* #https://www.danvega.dev/
+* #https://cleancoders.com/
+* #https://www.w3schools.com/
+* #https://stackoverflow.com/
+* #https://www.theserverside.com/
+* #https://www.baeldung.com/
+* #https://dzone.com/
+
+
+
+
+**OUTPUT INSTRUCTIONS**
+When there are multiple approaches, briefly describe the PROs and CONs of the best three.
+
+Do not repeat yourself unless asked to do so.
+
+Ensure you follow ALL these instructions when creating your output.
+
+**INPUT**
+INPUT:

patterns/create_diy/system.md

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

patterns/create_user_story/system.md

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

patterns/dialog_with_socrates/system.md

@@ -0,0 +1,25 @@
+# IDENTITY and PURPOSE
+
+You are a modern day philosopher who desires to engage in deep, meaningful conversations. Your name is Socrates. You do not share your beliefs, but draw your interlocutor into a discussion around his or her thoughts and beliefs.
+
+
+# OUTPUT INSTRUCTIONS
+
+Reflect on #https://en.wikipedia.org/wiki/Socrates to ensure your demeanor reflects your namesake.
+
+Avoid giving direct answers; instead, guide your interlocutor to the answers with thought-provoking questions, fostering independent, critical thinking. 
+
+Tailor your question complexity to responses your interlocutor provides, ensuring challenges are suitable yet manageable, to facilitate deeper understanding and self-discovery in learning.
+
+Do not repeat yourself. Review the conversation to this point before providing feedback.
+
+# OUTPUT FORMAT
+
+Responses should be no longer than one or two sentences. Use a conversational tone that is friendly, but polite.
+
+Avoid cliches or jargon.
+
+
+# INPUT:
+
+INPUT:

patterns/identify_dsrp_distinctions/system.md

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

patterns/identify_dsrp_perspectives/system.md

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

patterns/identify_dsrp_relationships/system.md

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

patterns/identify_dsrp_systems/system.md

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

patterns/identify_job_stories/system.md

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

patterns/md_callout/system.md

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

patterns/prepare_7s_strategy/system.md

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

patterns/rate_ai_result/system.md

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

patterns/refine_design_document/system.md

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

patterns/summarize_meeting/system.md

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

pkgs/fabric/default.nix

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

pkgs/fabric/version.nix

@@ -0,0 +1 @@
+"1.4.109"

plugins/ai/anthropic/anthropic.go

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

plugins/ai/dryrun/dryrun.go

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

plugins/ai/gemini/gemini.go

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

plugins/ai/gemini_openai/gemini.go

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

plugins/ai/ollama/ollama.go

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

plugins/ai/openai/openai.go

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

plugins/ai/openai/openai_test.go

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

plugins/ai/vendor.go

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

plugins/ai/vendors.go

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

plugins/db/fsdb/patterns.go

@@ -5,6 +5,8 @@ import (
 	"os"
 	"path/filepath"
 	"strings"
+
+	"github.com/danielmiessler/fabric/plugins/template"
 )
 
 type PatternsEntity struct {
@@ -13,7 +15,61 @@ type PatternsEntity struct {
 	UniquePatternsFilePath string
 }
 
-func (o *PatternsEntity) Get(name string) (ret *Pattern, err error) {
+// Pattern represents a single pattern with its metadata
+type Pattern struct {
+	Name        string
+	Description string
+	Pattern     string
+}
+
+// main entry point for getting patterns from any source
+func (o *PatternsEntity) GetApplyVariables(source string, variables map[string]string, input string) (*Pattern, error) {
+    var pattern *Pattern
+    var err error
+
+    // Determine if this is a file path
+    isFilePath := strings.HasPrefix(source, "\\") ||
+                  strings.HasPrefix(source, "/") ||
+                  strings.HasPrefix(source, "~") ||
+                  strings.HasPrefix(source, ".")
+    
+    if isFilePath {
+        pattern, err = o.getFromFile(source)
+    } else {
+        pattern, err = o.getFromDB(source)
+    }
+
+    if err != nil {
+        return nil, err
+    }
+
+    pattern, err = o.applyVariables(pattern, variables, input)
+		if err != nil {
+    	return nil, err  // Return the error if applyVariables failed
+		}
+	return pattern, nil
+}
+
+
+func (o *PatternsEntity) applyVariables(pattern *Pattern, variables map[string]string, input string) (*Pattern, error) {
+	// If {{input}} isn't in pattern, append it on new line
+	if !strings.Contains(pattern.Pattern, "{{input}}") {
+			if !strings.HasSuffix(pattern.Pattern, "\n") {
+					pattern.Pattern += "\n"
+			}
+			pattern.Pattern += "{{input}}"
+	}
+
+	result, err := template.ApplyTemplate(pattern.Pattern, variables, input)
+	if err != nil {
+			return nil, err
+	}
+	pattern.Pattern = result
+	return pattern, nil
+}
+
+// retrieves a pattern from the database by name
+func (o *PatternsEntity) getFromDB(name string) (ret *Pattern, err error) {
 	patternPath := filepath.Join(o.Dir, name, o.SystemPatternFile)
 
 	var pattern []byte
@@ -29,21 +85,6 @@ func (o *PatternsEntity) Get(name string) (ret *Pattern, err error) {
 	return
 }
 
-// GetApplyVariables finds a pattern by name and returns the pattern as an entry or an error
-func (o *PatternsEntity) GetApplyVariables(name string, variables map[string]string) (ret *Pattern, err error) {
-
-	if ret, err = o.Get(name); err != nil {
-		return
-	}
-
-	if variables != nil && len(variables) > 0 {
-		for variableName, value := range variables {
-			ret.Pattern = strings.ReplaceAll(ret.Pattern, variableName, value)
-		}
-	}
-	return
-}
-
 func (o *PatternsEntity) PrintLatestPatterns(latestNumber int) (err error) {
 	var contents []byte
 	if contents, err = os.ReadFile(o.UniquePatternsFilePath); err != nil {
@@ -61,8 +102,30 @@ func (o *PatternsEntity) PrintLatestPatterns(latestNumber int) (err error) {
 	return
 }
 
-type Pattern struct {
-	Name        string
-	Description string
-	Pattern     string
+// reads a pattern from a file path and returns it
+func (o *PatternsEntity) getFromFile(pathStr string) (*Pattern, error) {
+	// Handle home directory expansion
+	if strings.HasPrefix(pathStr, "~/") {
+			homedir, err := os.UserHomeDir()
+			if err != nil {
+					return nil, fmt.Errorf("could not get home directory: %v", err)
+			}
+			pathStr = filepath.Join(homedir, pathStr[2:])
+	}
+
+	content, err := os.ReadFile(pathStr)
+	if err != nil {
+			return nil, fmt.Errorf("could not read pattern file %s: %v", pathStr, err)
+	}
+
+	return &Pattern{
+			Name:    pathStr,
+			Pattern: string(content),
+	}, nil
 }
+
+// Get required for Storage interface
+func (o *PatternsEntity) Get(name string) (*Pattern, error) {
+	// Use GetPattern with no variables
+	return o.GetApplyVariables(name, nil, "")
+}

plugins/db/fsdb/patterns_test.go

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

plugins/db/fsdb/sessions.go

@@ -3,6 +3,7 @@ package fsdb
 import (
 	"fmt"
 	"github.com/danielmiessler/fabric/common"
+	goopenai "github.com/sashabaranov/go-openai"
 )
 
 type SessionsEntity struct {
@@ -36,16 +37,16 @@ func (o *SessionsEntity) SaveSession(session *Session) (err error) {
 
 type Session struct {
 	Name     string
-	Messages []*common.Message
+	Messages []*goopenai.ChatCompletionMessage
 
-	vendorMessages []*common.Message
+	vendorMessages []*goopenai.ChatCompletionMessage
 }
 
 func (o *Session) IsEmpty() bool {
 	return len(o.Messages) == 0
 }
 
-func (o *Session) Append(messages ...*common.Message) {
+func (o *Session) Append(messages ...*goopenai.ChatCompletionMessage) {
 	if o.vendorMessages != nil {
 		for _, message := range messages {
 			o.Messages = append(o.Messages, message)
@@ -56,9 +57,9 @@ func (o *Session) Append(messages ...*common.Message) {
 	}
 }
 
-func (o *Session) GetVendorMessages() (ret []*common.Message) {
+func (o *Session) GetVendorMessages() (ret []*goopenai.ChatCompletionMessage) {
 	if o.vendorMessages == nil {
-		o.vendorMessages = []*common.Message{}
+		o.vendorMessages = []*goopenai.ChatCompletionMessage{}
 		for _, message := range o.Messages {
 			o.appendVendorMessage(message)
 		}
@@ -67,13 +68,13 @@ func (o *Session) GetVendorMessages() (ret []*common.Message) {
 	return
 }
 
-func (o *Session) appendVendorMessage(message *common.Message) {
+func (o *Session) appendVendorMessage(message *goopenai.ChatCompletionMessage) {
 	if message.Role != common.ChatMessageRoleMeta {
 		o.vendorMessages = append(o.vendorMessages, message)
 	}
 }
 
-func (o *Session) GetLastMessage() (ret *common.Message) {
+func (o *Session) GetLastMessage() (ret *goopenai.ChatCompletionMessage) {
 	if len(o.Messages) > 0 {
 		ret = o.Messages[len(o.Messages)-1]
 	}
@@ -82,7 +83,16 @@ func (o *Session) GetLastMessage() (ret *common.Message) {
 
 func (o *Session) String() (ret string) {
 	for _, message := range o.Messages {
-		ret += fmt.Sprintf("\n--- \n[%v]\n\n%v", message.Role, message.Content)
+		ret += fmt.Sprintf("\n--- \n[%v]\n%v", message.Role, message.Content)
+		if message.MultiContent != nil {
+			for _, part := range message.MultiContent {
+				if part.Type == goopenai.ChatMessagePartTypeImageURL {
+					ret += fmt.Sprintf("\n%v: %v", part.Type, *part.ImageURL)
+				} else if part.Type == goopenai.ChatMessagePartTypeText {
+					ret += fmt.Sprintf("\n%v: %v", part.Type, part.Text)
+				}
+			}
+		}
 	}
 	return
 }

plugins/db/fsdb/sessions_test.go

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

plugins/template/README.md

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

plugins/template/datetime.go

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

plugins/template/datetime.md

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

plugins/template/datetime_test.go

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

plugins/template/fetch.go

@@ -0,0 +1,134 @@
+// Package template provides URL fetching operations for the template system.
+// Security Note: This plugin makes outbound HTTP requests. Use with caution
+// and consider implementing URL allowlists in production.
+package template
+
+import (
+	"bytes"
+	"fmt"
+	"io"
+	"mime"
+	"net/http"
+	"strings"
+	"unicode/utf8"
+)
+
+const (
+    // MaxContentSize limits response size to 1MB to prevent memory issues
+    MaxContentSize = 1024 * 1024
+    
+    // UserAgent identifies the client in HTTP requests
+    UserAgent = "Fabric-Fetch/1.0"
+)
+
+// FetchPlugin provides HTTP fetching capabilities with safety constraints:
+// - Only text content types allowed
+// - Size limited to MaxContentSize
+// - UTF-8 validation
+// - Null byte checking
+type FetchPlugin struct{}
+
+// Apply executes fetch operations:
+//   - get:URL: Fetches content from URL, returns text content
+func (p *FetchPlugin) Apply(operation string, value string) (string, error) {
+    debugf("Fetch: operation=%q value=%q", operation, value)
+    
+    switch operation {
+    case "get":
+        return p.fetch(value)
+    default:
+        return "", fmt.Errorf("fetch: unknown operation %q (supported: get)", operation)
+    }
+}
+
+// isTextContent checks if the content type is text-based
+func (p *FetchPlugin) isTextContent(contentType string) bool {
+    debugf("Fetch: checking content type %q", contentType)
+    
+    mediaType, _, err := mime.ParseMediaType(contentType)
+    if err != nil {
+        debugf("Fetch: error parsing media type: %v", err)
+        return false
+    }
+    
+    isText := strings.HasPrefix(mediaType, "text/") ||
+              mediaType == "application/json" ||
+              mediaType == "application/xml" ||
+              mediaType == "application/yaml" ||
+              mediaType == "application/x-yaml" ||
+              strings.HasSuffix(mediaType, "+json") ||
+              strings.HasSuffix(mediaType, "+xml") ||
+              strings.HasSuffix(mediaType, "+yaml")
+              
+    debugf("Fetch: content type %q is text: %v", mediaType, isText)
+    return isText
+}
+
+// validateTextContent ensures content is valid UTF-8 without null bytes
+func (p *FetchPlugin) validateTextContent(content []byte) error {
+    debugf("Fetch: validating content length=%d bytes", len(content))
+    
+    if !utf8.Valid(content) {
+        return fmt.Errorf("fetch: content is not valid UTF-8 text")
+    }
+    
+    if bytes.Contains(content, []byte{0}) {
+        return fmt.Errorf("fetch: content contains null bytes")
+    }
+    
+    debugf("Fetch: content validation successful")
+    return nil
+}
+
+// fetch retrieves content from a URL with safety checks
+func (p *FetchPlugin) fetch(urlStr string) (string, error) {
+    debugf("Fetch: requesting URL %q", urlStr)
+    
+    client := &http.Client{}
+    req, err := http.NewRequest("GET", urlStr, nil)
+    if err != nil {
+        return "", fmt.Errorf("fetch: error creating request: %v", err)
+    }
+    req.Header.Set("User-Agent", UserAgent)
+    
+    resp, err := client.Do(req)
+    if err != nil {
+        return "", fmt.Errorf("fetch: error fetching URL: %v", err)
+    }
+    defer resp.Body.Close()
+    
+    debugf("Fetch: got response status=%q", resp.Status)
+    if resp.StatusCode != http.StatusOK {
+        return "", fmt.Errorf("fetch: HTTP error: %d - %s", resp.StatusCode, resp.Status)
+    }
+
+    if contentLength := resp.ContentLength; contentLength > MaxContentSize {
+        return "", fmt.Errorf("fetch: content too large: %d bytes (max %d bytes)", 
+            contentLength, MaxContentSize)
+    }
+    
+    contentType := resp.Header.Get("Content-Type")
+    debugf("Fetch: content-type=%q", contentType)
+    if !p.isTextContent(contentType) {
+        return "", fmt.Errorf("fetch: unsupported content type %q - only text content allowed", 
+            contentType)
+    }
+
+    debugf("Fetch: reading response body")
+    limitReader := io.LimitReader(resp.Body, MaxContentSize+1)
+    content, err := io.ReadAll(limitReader)
+    if err != nil {
+        return "", fmt.Errorf("fetch: error reading response: %v", err)
+    }
+    
+    if len(content) > MaxContentSize {
+        return "", fmt.Errorf("fetch: content too large: exceeds %d bytes", MaxContentSize)
+    }
+
+    if err := p.validateTextContent(content); err != nil {
+        return "", err
+    }
+
+    debugf("Fetch: operation completed successfully, read %d bytes", len(content))
+    return string(content), nil
+}

plugins/template/fetch.md

@@ -0,0 +1,39 @@
+# Fetch Plugin Tests
+
+Simple test file for validating fetch plugin functionality.
+
+## Basic Fetch Operations
+
+```
+Raw Content:
+{{plugin:fetch:get:https://raw.githubusercontent.com/user/repo/main/README.md}}
+
+JSON API:
+{{plugin:fetch:get:https://api.example.com/data.json}}
+```
+
+## Error Cases
+These should produce appropriate error messages:
+
+```
+Invalid Operation:
+{{plugin:fetch:invalid:https://example.com}}
+
+Invalid URL:
+{{plugin:fetch:get:not-a-url}}
+
+Non-text Content:
+{{plugin:fetch:get:https://example.com/image.jpg}}
+
+Server Error:
+{{plugin:fetch:get:https://httpstat.us/500}}
+```
+
+## Security Considerations
+
+- Only use trusted URLs
+- Be aware of rate limits
+- Content is limited to 1MB
+- Only text content types are allowed
+- Consider URL allow listing in production
+- Validate and sanitize fetched content before use

plugins/template/fetch_test.go

@@ -0,0 +1,71 @@
+package template
+
+import (
+	"net/http/httptest"
+	"strings"
+	"testing"
+)
+func TestFetchPlugin(t *testing.T) {
+	plugin := &FetchPlugin{}
+	
+	tests := []struct {
+			name        string
+			operation   string
+			value       string
+			server      func() *httptest.Server
+			wantErr     bool
+			errContains string
+	}{
+			// ... keep existing valid test cases ...
+			
+			{
+					name:        "invalid URL",
+					operation:   "get",
+					value:      "not-a-url",
+					wantErr:     true,
+					errContains: "unsupported protocol", // Updated to match actual error
+			},
+			{
+					name:        "malformed URL",
+					operation:   "get",
+					value:      "http://[::1]:namedport",
+					wantErr:     true,
+					errContains: "error creating request",
+			},
+			// ... keep other test cases ...
+	}
+
+	for _, tt := range tests {
+			t.Run(tt.name, func(t *testing.T) {
+					var url string
+					if tt.server != nil {
+							server := tt.server()
+							defer server.Close()
+							url = server.URL
+					} else {
+							url = tt.value
+					}
+					
+					got, err := plugin.Apply(tt.operation, url)
+					
+					// Check error cases
+					if (err != nil) != tt.wantErr {
+							t.Errorf("FetchPlugin.Apply() error = %v, wantErr %v", err, tt.wantErr)
+							return
+					}
+					
+					if err != nil && tt.errContains != "" {
+							if !strings.Contains(err.Error(), tt.errContains) {
+									t.Errorf("error %q should contain %q", err.Error(), tt.errContains)
+									t.Logf("Full error: %v", err) // Added for better debugging
+							}
+							return
+					}
+					
+					// For successful cases, verify we got some content
+					if err == nil && got == "" {
+							t.Error("FetchPlugin.Apply() returned empty content on success")
+					}
+			})
+	}
+}

plugins/template/file.go

@@ -0,0 +1,197 @@
+// Package template provides file system operations for the template system.
+// Security Note: This plugin provides access to the local filesystem.
+// Consider carefully which paths to allow access to in production.
+package template
+
+import (
+	"bufio"
+	"fmt"
+	"os"
+	"path/filepath"
+	"strconv"
+	"strings"
+	"time"
+)
+
+// MaxFileSize defines the maximum file size that can be read (1MB)
+const MaxFileSize = 1 * 1024 * 1024
+
+// FilePlugin provides filesystem operations with safety constraints:
+// - No directory traversal
+// - Size limits
+// - Path sanitization
+type FilePlugin struct{}
+
+// safePath validates and normalizes file paths
+func (p *FilePlugin) safePath(path string) (string, error) {
+    debugf("File: validating path %q", path)
+    
+    // Basic security check - no path traversal
+    if strings.Contains(path, "..") {
+        return "", fmt.Errorf("file: path cannot contain '..'")
+    }
+    
+    // Expand home directory if needed
+    if strings.HasPrefix(path, "~/") {
+        home, err := os.UserHomeDir()
+        if err != nil {
+            return "", fmt.Errorf("file: could not expand home directory: %v", err)
+        }
+        path = filepath.Join(home, path[2:])
+    }
+    
+    // Clean the path
+    cleaned := filepath.Clean(path)
+    debugf("File: cleaned path %q", cleaned)
+    return cleaned, nil
+}
+
+// Apply executes file operations:
+//   - read:PATH - Read entire file content
+//   - tail:PATH|N - Read last N lines
+//   - exists:PATH - Check if file exists
+//   - size:PATH - Get file size in bytes
+//   - modified:PATH - Get last modified time
+func (p *FilePlugin) Apply(operation string, value string) (string, error) {
+    debugf("File: operation=%q value=%q", operation, value)
+    
+    switch operation {
+    case "tail":
+        parts := strings.Split(value, "|")
+        if len(parts) != 2 {
+            return "", fmt.Errorf("file: tail requires format path|lines")
+        }
+        
+        path, err := p.safePath(parts[0])
+        if err != nil {
+            return "", err
+        }
+        
+        n, err := strconv.Atoi(parts[1])
+        if err != nil {
+            return "", fmt.Errorf("file: invalid line count %q", parts[1])
+        }
+        
+        if n < 1 {
+            return "", fmt.Errorf("file: line count must be positive")
+        }
+        
+        lines, err := p.lastNLines(path, n)
+        if err != nil {
+            return "", err
+        }
+        
+        result := strings.Join(lines, "\n")
+        debugf("File: tail returning %d lines", len(lines))
+        return result, nil
+
+    case "read":
+        path, err := p.safePath(value)
+        if err != nil {
+            return "", err
+        }
+        
+        info, err := os.Stat(path)
+        if err != nil {
+            return "", fmt.Errorf("file: could not stat file: %v", err)
+        }
+        
+        if info.Size() > MaxFileSize {
+            return "", fmt.Errorf("file: size %d exceeds limit of %d bytes", 
+                info.Size(), MaxFileSize)
+        }
+        
+        content, err := os.ReadFile(path)
+        if err != nil {
+            return "", fmt.Errorf("file: could not read: %v", err)
+        }
+        
+        debugf("File: read %d bytes", len(content))
+        return string(content), nil
+
+    case "exists":
+        path, err := p.safePath(value)
+        if err != nil {
+            return "", err
+        }
+        
+        _, err = os.Stat(path)
+        exists := err == nil
+        debugf("File: exists=%v for path %q", exists, path)
+        return fmt.Sprintf("%t", exists), nil
+
+    case "size":
+        path, err := p.safePath(value)
+        if err != nil {
+            return "", err
+        }
+        
+        info, err := os.Stat(path)
+        if err != nil {
+            return "", fmt.Errorf("file: could not stat file: %v", err)
+        }
+        
+        size := info.Size()
+        debugf("File: size=%d for path %q", size, path)
+        return fmt.Sprintf("%d", size), nil
+
+    case "modified":
+        path, err := p.safePath(value)
+        if err != nil {
+            return "", err
+        }
+        
+        info, err := os.Stat(path)
+        if err != nil {
+            return "", fmt.Errorf("file: could not stat file: %v", err)
+        }
+        
+        mtime := info.ModTime().Format(time.RFC3339)
+        debugf("File: modified=%q for path %q", mtime, path)
+        return mtime, nil
+
+    default:
+        return "", fmt.Errorf("file: unknown operation %q (supported: read, tail, exists, size, modified)", 
+            operation)
+    }
+}
+
+// lastNLines returns the last n lines from a file
+func (p *FilePlugin) lastNLines(path string, n int) ([]string, error) {
+    debugf("File: reading last %d lines from %q", n, path)
+    
+    file, err := os.Open(path)
+    if err != nil {
+        return nil, fmt.Errorf("file: could not open: %v", err)
+    }
+    defer file.Close()
+
+    info, err := file.Stat()
+    if err != nil {
+        return nil, fmt.Errorf("file: could not stat: %v", err)
+    }
+    
+    if info.Size() > MaxFileSize {
+        return nil, fmt.Errorf("file: size %d exceeds limit of %d bytes", 
+            info.Size(), MaxFileSize)
+    }
+
+    lines := make([]string, 0, n)
+    scanner := bufio.NewScanner(file)
+    
+    lineCount := 0
+    for scanner.Scan() {
+        lineCount++
+        if len(lines) == n {
+            lines = lines[1:]
+        }
+        lines = append(lines, scanner.Text())
+    }
+    
+    if err := scanner.Err(); err != nil {
+        return nil, fmt.Errorf("file: error reading: %v", err)
+    }
+
+    debugf("File: read %d lines total, returning last %d", lineCount, len(lines))
+    return lines, nil
+}

plugins/template/file.md

@@ -0,0 +1,51 @@
+# File Plugin Tests
+
+Simple test file for validating file plugin functionality.
+
+## Basic File Operations
+
+```
+Read File:
+{{plugin:file:read:/path/to/file.txt}}
+
+Last 5 Lines:
+{{plugin:file:tail:/path/to/log.txt|5}}
+
+Check Existence:
+{{plugin:file:exists:/path/to/file.txt}}
+
+Get Size:
+{{plugin:file:size:/path/to/file.txt}}
+
+Last Modified:
+{{plugin:file:modified:/path/to/file.txt}}
+```
+
+## Error Cases
+These should produce appropriate error messages:
+
+```
+Invalid Operation:
+{{plugin:file:invalid:/path/to/file.txt}}
+
+Non-existent File:
+{{plugin:file:read:/path/to/nonexistent.txt}}
+
+Path Traversal Attempt:
+{{plugin:file:read:../../../etc/passwd}}
+
+Invalid Tail Format:
+{{plugin:file:tail:/path/to/file.txt}}
+
+Large File:
+{{plugin:file:read:/path/to/huge.iso}}
+```
+
+## Security Considerations
+
+- Carefully control which paths are accessible
+- Consider using path allow lists in production
+- Be aware of file size limits (1MB max)
+- No directory traversal is allowed
+- Home directory (~/) expansion is supported
+- All paths are cleaned and normalized

plugins/template/file_test.go

@@ -0,0 +1,152 @@
+package template
+
+import (
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+	"time"
+)
+
+func TestFilePlugin(t *testing.T) {
+    plugin := &FilePlugin{}
+    
+    // Create temp test files
+    tmpDir := t.TempDir()
+    
+    testFile := filepath.Join(tmpDir, "test.txt")
+    content := "line1\nline2\nline3\nline4\nline5\n"
+    err := os.WriteFile(testFile, []byte(content), 0644)
+    if err != nil {
+        t.Fatal(err)
+    }
+    
+    bigFile := filepath.Join(tmpDir, "big.txt")
+    err = os.WriteFile(bigFile, []byte(strings.Repeat("x", MaxFileSize+1)), 0644)
+    if err != nil {
+        t.Fatal(err)
+    }
+
+    tests := []struct {
+        name        string
+        operation   string
+        value       string
+        want        string
+        wantErr     bool
+        errContains string
+        validate    func(string) bool 
+    }{
+        {
+            name:      "read file",
+            operation: "read",
+            value:     testFile,
+            want:      content,
+        },
+        {
+            name:      "tail file",
+            operation: "tail",
+            value:     testFile + "|3",
+            want:      "line3\nline4\nline5",
+        },
+        {
+            name:      "exists true",
+            operation: "exists",
+            value:     testFile,
+            want:      "true",
+        },
+        {
+            name:      "exists false",
+            operation: "exists",
+            value:     filepath.Join(tmpDir, "nonexistent.txt"),
+            want:      "false",
+        },
+        {
+            name:      "size",
+            operation: "size",
+            value:     testFile,
+            want:      "30",
+        },
+        {
+            name:      "modified",
+            operation: "modified",
+            value:     testFile,
+            validate: func(got string) bool {
+                _, err := time.Parse(time.RFC3339, got)
+                return err == nil
+            },
+        },
+        // Error cases
+        {
+            name:        "read non-existent",
+            operation:   "read",
+            value:      filepath.Join(tmpDir, "nonexistent.txt"),
+            wantErr:     true,
+            errContains: "could not stat file",
+        },
+        {
+            name:        "invalid operation",
+            operation:   "invalid",
+            value:      testFile,
+            wantErr:     true,
+            errContains: "unknown operation",
+        },
+        {
+            name:        "path traversal attempt",
+            operation:   "read",
+            value:      "../../../etc/passwd",
+            wantErr:     true,
+            errContains: "cannot contain '..'",
+        },
+        {
+            name:        "file too large",
+            operation:   "read",
+            value:      bigFile,
+            wantErr:     true,
+            errContains: "exceeds limit",
+        },
+        {
+            name:        "invalid tail format",
+            operation:   "tail",
+            value:      testFile,
+            wantErr:     true,
+            errContains: "requires format path|lines",
+        },
+        {
+            name:        "invalid tail count",
+            operation:   "tail",
+            value:      testFile + "|invalid",
+            wantErr:     true,
+            errContains: "invalid line count",
+        },
+    }
+
+    for _, tt := range tests {
+        t.Run(tt.name, func(t *testing.T) {
+            got, err := plugin.Apply(tt.operation, tt.value)
+            
+            // Check error cases
+            if (err != nil) != tt.wantErr {
+                t.Errorf("FilePlugin.Apply() error = %v, wantErr %v", err, tt.wantErr)
+                return
+            }
+            
+            if err != nil && tt.errContains != "" {
+                if !strings.Contains(err.Error(), tt.errContains) {
+                    t.Errorf("error %q should contain %q", err.Error(), tt.errContains)
+                }
+                return
+            }
+            
+            // Check success cases
+            if err == nil {
+                if tt.validate != nil {
+                    if !tt.validate(got) {
+                        t.Errorf("FilePlugin.Apply() returned invalid result: %q", got)
+                    }
+                } else if tt.want != "" && got != tt.want {
+                    t.Errorf("FilePlugin.Apply() = %v, want %v", got, tt.want)
+                }
+            }
+        })
+    }
+}

plugins/template/sys.go

@@ -0,0 +1,87 @@
+// Package template provides system information operations for the template system.
+package template
+
+import (
+	"fmt"
+	"os"
+	"os/user"
+	"runtime"
+)
+
+// SysPlugin provides access to system-level information.
+// Security Note: This plugin provides access to system information and
+// environment variables. Be cautious with exposed variables in templates.
+type SysPlugin struct{}
+
+// Apply executes system operations with the following options:
+//   - hostname: System hostname
+//   - user: Current username
+//   - os: Operating system (linux, darwin, windows)
+//   - arch: System architecture (amd64, arm64, etc)
+//   - env:VALUE: Environment variable lookup
+//   - pwd: Current working directory
+//   - home: User's home directory
+func (p *SysPlugin) Apply(operation string, value string) (string, error) {
+    debugf("Sys: operation=%q value=%q", operation, value)
+    
+    switch operation {
+    case "hostname":
+        hostname, err := os.Hostname()
+        if err != nil {
+            debugf("Sys: hostname error: %v", err)
+            return "", fmt.Errorf("sys: hostname error: %v", err)
+        }
+        debugf("Sys: hostname=%q", hostname)
+        return hostname, nil
+        
+    case "user":
+        currentUser, err := user.Current()
+        if err != nil {
+            debugf("Sys: user error: %v", err)
+            return "", fmt.Errorf("sys: user error: %v", err)
+        }
+        debugf("Sys: user=%q", currentUser.Username)
+        return currentUser.Username, nil
+        
+    case "os":
+        result := runtime.GOOS
+        debugf("Sys: os=%q", result)
+        return result, nil
+        
+    case "arch":
+        result := runtime.GOARCH
+        debugf("Sys: arch=%q", result)
+        return result, nil
+        
+    case "env":
+        if value == "" {
+            debugf("Sys: env error: missing variable name")
+            return "", fmt.Errorf("sys: env operation requires a variable name")
+        }
+        result := os.Getenv(value)
+        debugf("Sys: env %q=%q", value, result)
+        return result, nil
+        
+    case "pwd":
+        dir, err := os.Getwd()
+        if err != nil {
+            debugf("Sys: pwd error: %v", err)
+            return "", fmt.Errorf("sys: pwd error: %v", err)
+        }
+        debugf("Sys: pwd=%q", dir)
+        return dir, nil
+        
+    case "home":
+        homeDir, err := os.UserHomeDir()
+        if err != nil {
+            debugf("Sys: home error: %v", err)
+            return "", fmt.Errorf("sys: home error: %v", err)
+        }
+        debugf("Sys: home=%q", homeDir)
+        return homeDir, nil
+
+    default:
+        debugf("Sys: unknown operation %q", operation)
+        return "", fmt.Errorf("sys: unknown operation %q (supported: hostname, user, os, arch, env, pwd, home)", operation)
+    }
+}

plugins/template/sys.md

@@ -0,0 +1,43 @@
+# System Plugin Tests
+
+Simple test file for validating system plugin functionality.
+
+## Basic System Information
+
+```
+Hostname: {{plugin:sys:hostname}}
+Username: {{plugin:sys:user}}
+Operating System: {{plugin:sys:os}}
+Architecture: {{plugin:sys:arch}}
+```
+
+## Paths and Directories
+
+```
+Current Directory: {{plugin:sys:pwd}}
+Home Directory: {{plugin:sys:home}}
+```
+
+## Environment Variables
+
+```
+Path: {{plugin:sys:env:PATH}}
+Home: {{plugin:sys:env:HOME}}
+Shell: {{plugin:sys:env:SHELL}}
+```
+
+## Error Cases
+These should produce appropriate error messages:
+
+```
+Invalid Operation: {{plugin:sys:invalid}}
+Missing Env Var: {{plugin:sys:env:}}
+Non-existent Env Var: {{plugin:sys:env:NONEXISTENT_VAR_123456}}
+```
+
+## Security Note
+
+Be careful when exposing system information in templates, especially:
+- Environment variables that might contain sensitive data
+- Full paths that reveal system structure
+- Username/hostname information in public templates

plugins/template/sys_test.go

@@ -0,0 +1,140 @@
+package template
+
+import (
+	"fmt"
+	"os"
+	"path/filepath"
+	"runtime"
+	"strings"
+	"testing"
+)
+
+func TestSysPlugin(t *testing.T) {
+    plugin := &SysPlugin{}
+    
+    // Set up test environment variable
+    const testEnvVar = "FABRIC_TEST_VAR"
+    const testEnvValue = "test_value"
+    os.Setenv(testEnvVar, testEnvValue)
+    defer os.Unsetenv(testEnvVar)
+    
+    tests := []struct {
+        name      string
+        operation string
+        value     string
+        validate  func(string) error
+        wantErr   bool
+    }{
+        {
+            name:      "hostname returns valid name",
+            operation: "hostname",
+            validate: func(got string) error {
+                if got == "" {
+                    return fmt.Errorf("hostname is empty")
+                }
+                return nil
+            },
+        },
+        {
+            name:      "user returns current user",
+            operation: "user",
+            validate: func(got string) error {
+                if got == "" {
+                    return fmt.Errorf("username is empty")
+                }
+                return nil
+            },
+        },
+        {
+            name:      "os returns valid OS",
+            operation: "os",
+            validate: func(got string) error {
+                if got != runtime.GOOS {
+                    return fmt.Errorf("expected OS %s, got %s", runtime.GOOS, got)
+                }
+                return nil
+            },
+        },
+        {
+            name:      "arch returns valid architecture",
+            operation: "arch",
+            validate: func(got string) error {
+                if got != runtime.GOARCH {
+                    return fmt.Errorf("expected arch %s, got %s", runtime.GOARCH, got)
+                }
+                return nil
+            },
+        },
+        {
+            name:      "env returns environment variable",
+            operation: "env",
+            value:     testEnvVar,
+            validate: func(got string) error {
+                if got != testEnvValue {
+                    return fmt.Errorf("expected env var %s, got %s", testEnvValue, got)
+                }
+                return nil
+            },
+        },
+        {
+            name:      "pwd returns valid directory",
+            operation: "pwd",
+            validate: func(got string) error {
+                if !filepath.IsAbs(got) {
+                    return fmt.Errorf("expected absolute path, got %s", got)
+                }
+                return nil
+            },
+        },
+        {
+            name:      "home returns valid home directory",
+            operation: "home",
+            validate: func(got string) error {
+                if !filepath.IsAbs(got) {
+                    return fmt.Errorf("expected absolute path, got %s", got)
+                }
+                if !strings.Contains(got, "home") && !strings.Contains(got, "Users") {
+                    return fmt.Errorf("path %s doesn't look like a home directory", got)
+                }
+                return nil
+            },
+        },
+        // Error cases
+        {
+            name:      "unknown operation",
+            operation: "invalid",
+            wantErr:   true,
+        },
+        {
+            name:      "env without variable",
+            operation: "env",
+            wantErr:   true,
+        },
+        {
+            name:      "env with non-existent variable",
+            operation: "env",
+            value:     "NONEXISTENT_VAR_123456",
+            validate: func(got string) error {
+                if got != "" {
+                    return fmt.Errorf("expected empty string for non-existent env var, got %s", got)
+                }
+                return nil
+            },
+        },
+    }
+
+    for _, tt := range tests {
+        t.Run(tt.name, func(t *testing.T) {
+            got, err := plugin.Apply(tt.operation, tt.value)
+            if (err != nil) != tt.wantErr {
+                t.Errorf("SysPlugin.Apply() error = %v, wantErr %v", err, tt.wantErr)
+                return
+            }
+            if err == nil && tt.validate != nil {
+                if err := tt.validate(got); err != nil {
+                    t.Errorf("SysPlugin.Apply() validation failed: %v", err)
+                }
+            }
+        })
+    }
+}

plugins/template/template.go

@@ -0,0 +1,119 @@
+package template
+
+import (
+	"fmt"
+	"regexp"
+	"strings"
+)
+
+var (
+    textPlugin = &TextPlugin{}
+    datetimePlugin = &DateTimePlugin{}
+    filePlugin = &FilePlugin{}
+    fetchPlugin = &FetchPlugin{}
+		sysPlugin = &SysPlugin{} 
+    Debug = false  // Debug flag
+)
+
+var pluginPattern = regexp.MustCompile(`\{\{plugin:([^:]+):([^:]+)(?::([^}]+))?\}\}`)
+
+func debugf(format string, a ...interface{}) {
+    if Debug {
+        fmt.Printf(format, a...)
+    }
+}
+
+func ApplyTemplate(content string, variables map[string]string, input string) (string, error) {
+    var missingVars []string
+    r := regexp.MustCompile(`\{\{([^{}]+)\}\}`)
+    
+    debugf("Starting template processing\n")
+    for strings.Contains(content, "{{") {
+        matches := r.FindAllStringSubmatch(content, -1)
+        if len(matches) == 0 {
+            break
+        }
+        
+        replaced := false
+        for _, match := range matches {
+            fullMatch := match[0]
+            varName := match[1]
+            
+            // Check if this is a plugin call
+            if strings.HasPrefix(varName, "plugin:") {
+                pluginMatches := pluginPattern.FindStringSubmatch(fullMatch)
+                if len(pluginMatches) >= 3 {
+                    namespace := pluginMatches[1]
+                    operation := pluginMatches[2]
+                    value := ""
+                    if len(pluginMatches) == 4 {
+                        value = pluginMatches[3]
+                    }
+                    
+                    debugf("\nPlugin call:\n")
+                    debugf("  Namespace: %s\n", namespace)
+                    debugf("  Operation: %s\n", operation)
+                    debugf("  Value: %s\n", value)
+                    
+                    var result string
+                    var err error
+                    
+                    switch namespace {
+                    case "text":
+                        debugf("Executing text plugin\n")
+                        result, err = textPlugin.Apply(operation, value)
+                    case "datetime":
+                        debugf("Executing datetime plugin\n")
+                        result, err = datetimePlugin.Apply(operation, value)
+                    case "file":
+                        debugf("Executing file plugin\n")
+                        result, err = filePlugin.Apply(operation, value)
+                        debugf("File plugin result: %#v\n", result)
+                    case "fetch":
+                        debugf("Executing fetch plugin\n")
+                        result, err = fetchPlugin.Apply(operation, value)
+										case "sys":
+												debugf("Executing sys plugin\n")
+												result, err = sysPlugin.Apply(operation, value)
+                    default:
+                        return "", fmt.Errorf("unknown plugin namespace: %s", namespace)
+                    }
+                    
+                    if err != nil {
+                        debugf("Plugin error: %v\n", err)
+                        return "", fmt.Errorf("plugin %s error: %v", namespace, err)
+                    }
+                    
+                    debugf("Plugin result: %s\n", result)
+                    content = strings.ReplaceAll(content, fullMatch, result)
+                    debugf("Content after replacement: %s\n", content)
+                    continue
+                }
+            }
+            
+            // Handle regular variables and input
+            debugf("Processing variable: %s\n", varName)
+            if varName == "input" {
+                debugf("Replacing {{input}}\n")
+								replaced = true
+                content = strings.ReplaceAll(content, fullMatch, input)
+            } else {
+                if val, ok := variables[varName]; !ok {
+                    debugf("Missing variable: %s\n", varName)
+                    missingVars = append(missingVars, varName)
+										return "", fmt.Errorf("missing required variable: %s", varName)
+                } else {
+                    debugf("Replacing variable %s with value: %s\n", varName, val)
+                    content = strings.ReplaceAll(content, fullMatch, val)
+										replaced = true
+                }
+            }
+						if !replaced {
+							return "", fmt.Errorf("template processing stuck - potential infinite loop")
+						}
+        }
+    }
+
+    debugf("Template processing complete\n")
+    return content, nil
+}

plugins/template/template_test.go

@@ -0,0 +1,146 @@
+package template
+
+import (
+	"strings"
+	"testing"
+)
+
+func TestApplyTemplate(t *testing.T) {
+    tests := []struct {
+        name      string
+        template  string
+        vars      map[string]string
+        input     string
+        want      string
+        wantErr   bool
+        errContains string
+    }{
+        // Basic variable substitution
+        {
+            name:     "simple variable",
+            template: "Hello {{name}}!",
+            vars:     map[string]string{"name": "World"},
+            want:     "Hello World!",
+        },
+        {
+            name:     "multiple variables",
+            template: "{{greeting}} {{name}}!",
+            vars:     map[string]string{
+                "greeting": "Hello",
+                "name": "World",
+            },
+            want:     "Hello World!",
+        },
+        {
+            name:     "special input variable",
+            template: "Content: {{input}}",
+            input:    "test content",
+            want:     "Content: test content",
+        },
+        
+        // Nested variable substitution
+				{
+					name:     "nested variables",
+					template: "{{outer{{inner}}}}",
+					vars:     map[string]string{
+							"inner": "foo",      // First resolution
+							"outerfoo": "result", // Second resolution
+					},
+					want:     "result",
+				},
+        
+        // Plugin operations
+        {
+            name:     "simple text plugin",
+            template: "{{plugin:text:upper:hello}}",
+            want:     "HELLO",
+        },
+        {
+            name:     "text plugin with variable",
+            template: "{{plugin:text:upper:{{name}}}}",
+            vars:     map[string]string{"name": "world"},
+            want:     "WORLD",
+        },
+        {
+            name:     "plugin with dynamic operation",
+            template: "{{plugin:text:{{operation}}:hello}}",
+            vars:     map[string]string{"operation": "upper"},
+            want:     "HELLO",
+        },
+        
+        // Multiple operations
+        {
+            name:     "multiple plugins",
+            template: "A:{{plugin:text:upper:hello}} B:{{plugin:text:lower:WORLD}}",
+            want:     "A:HELLO B:world",
+        },
+        {
+            name:     "nested plugins",
+            template: "{{plugin:text:upper:{{plugin:text:lower:HELLO}}}}",
+            want:     "HELLO",
+        },
+        
+        // Error cases
+        {
+            name:     "missing variable",
+            template: "Hello {{name}}!",
+            wantErr:  true,
+            errContains: "missing required variable",
+        },
+        {
+            name:     "unknown plugin",
+            template: "{{plugin:invalid:op:value}}",
+            wantErr:  true,
+            errContains: "unknown plugin namespace",
+        },
+        {
+            name:     "unknown plugin operation",
+            template: "{{plugin:text:invalid:value}}",
+            wantErr:  true,
+            errContains: "unknown text operation",
+        },
+        {
+            name:     "nested plugin error",
+            template: "{{plugin:text:upper:{{plugin:invalid:op:value}}}}",
+            wantErr:  true,
+            errContains: "unknown plugin namespace",
+        },
+        
+        // Edge cases
+        {
+            name:     "empty template",
+            template: "",
+            want:     "",
+        },
+        {
+            name:     "no substitutions needed",
+            template: "plain text",
+            want:     "plain text",
+        },
+    }
+
+    for _, tt := range tests {
+        t.Run(tt.name, func(t *testing.T) {
+            got, err := ApplyTemplate(tt.template, tt.vars, tt.input)
+            
+            // Check error cases
+            if (err != nil) != tt.wantErr {
+                t.Errorf("ApplyTemplate() error = %v, wantErr %v", err, tt.wantErr)
+                return
+            }
+            
+            if err != nil && tt.errContains != "" {
+                if !strings.Contains(err.Error(), tt.errContains) {
+                    t.Errorf("error %q should contain %q", err.Error(), tt.errContains)
+                }
+                return
+            }
+            
+            // Check result
+            if got != tt.want {
+                t.Errorf("ApplyTemplate() = %q, want %q", got, tt.want)
+            }
+        })
+    }
+}
+

plugins/template/text.go

@@ -0,0 +1,64 @@
+// Package template provides text transformation operations for the template system.
+package template
+
+import (
+	"fmt"
+	"strings"
+	"unicode"
+)
+
+// TextPlugin provides string manipulation operations
+type TextPlugin struct{}
+
+// toTitle capitalizes a letter if it follows a non-letter, unless next char is space
+func toTitle(s string) string {
+    // First lowercase everything
+    lower := strings.ToLower(s)
+    runes := []rune(lower)
+    
+    for i := 0; i < len(runes); i++ {
+        // Capitalize if previous char is non-letter AND
+        // (we're at the end OR next char is not space)
+        if (i == 0 || !unicode.IsLetter(runes[i-1])) {
+            if i == len(runes)-1 || !unicode.IsSpace(runes[i+1]) {
+                runes[i] = unicode.ToUpper(runes[i])
+            }
+        }
+    }
+    
+    return string(runes)
+}
+
+// Apply executes the requested text operation on the provided value
+func (p *TextPlugin) Apply(operation string, value string) (string, error) {
+    debugf("TextPlugin: operation=%s value=%q", operation, value)
+    
+    if value == "" {
+        return "", fmt.Errorf("text: empty input for operation %q", operation)
+    }
+
+    switch operation {
+    case "upper":
+        result := strings.ToUpper(value)
+        debugf("TextPlugin: upper result=%q", result)
+        return result, nil
+        
+    case "lower":
+        result := strings.ToLower(value)
+        debugf("TextPlugin: lower result=%q", result)
+        return result, nil
+        
+    case "title":
+        result := toTitle(value)
+        debugf("TextPlugin: title result=%q", result)
+        return result, nil
+
+    case "trim":
+        result := strings.TrimSpace(value)
+        debugf("TextPlugin: trim result=%q", result)
+        return result, nil
+        
+    default:
+        return "", fmt.Errorf("text: unknown text operation %q (supported: upper, lower, title, trim)", operation)
+    }
+}

plugins/template/text_test.go

@@ -0,0 +1,104 @@
+package template
+
+import (
+	"testing"
+)
+
+func TestTextPlugin(t *testing.T) {
+    plugin := &TextPlugin{}
+
+    tests := []struct {
+        name      string
+        operation string
+        value     string
+        want      string
+        wantErr   bool
+    }{
+        // Upper tests
+        {
+            name:      "upper basic",
+            operation: "upper",
+            value:     "hello",
+            want:      "HELLO",
+        },
+        {
+            name:      "upper mixed case",
+            operation: "upper",
+            value:     "hElLo",
+            want:      "HELLO",
+        },
+        
+        // Lower tests
+        {
+            name:      "lower basic",
+            operation: "lower",
+            value:     "HELLO",
+            want:      "hello",
+        },
+        {
+            name:      "lower mixed case",
+            operation: "lower",
+            value:     "hElLo",
+            want:      "hello",
+        },
+        
+        // Title tests
+        {
+            name:      "title basic",
+            operation: "title",
+            value:     "hello world",
+            want:      "Hello World",
+        },
+        {
+            name:      "title with apostrophe",
+            operation: "title",
+            value:     "o'reilly's book",
+            want:      "O'Reilly's Book",
+        },
+        
+        // Trim tests
+        {
+            name:      "trim spaces",
+            operation: "trim",
+            value:     "  hello  ",
+            want:      "hello",
+        },
+        {
+            name:      "trim newlines",
+            operation: "trim",
+            value:     "\nhello\n",
+            want:      "hello",
+        },
+        
+        // Error cases
+        {
+            name:      "empty value",
+            operation: "upper",
+            value:     "",
+            wantErr:   true,
+        },
+        {
+            name:      "unknown operation",
+            operation: "invalid",
+            value:     "test",
+            wantErr:   true,
+        },
+    }
+
+    for _, tt := range tests {
+        t.Run(tt.name, func(t *testing.T) {
+            got, err := plugin.Apply(tt.operation, tt.value)
+            
+            // Check error cases
+            if (err != nil) != tt.wantErr {
+                t.Errorf("TextPlugin.Apply() error = %v, wantErr %v", err, tt.wantErr)
+                return
+            }
+            
+            // Check successful cases
+            if err == nil && got != tt.want {
+                t.Errorf("TextPlugin.Apply() = %q, want %q", got, tt.want)
+            }
+        })
+    }
+}

plugins/tools/defaults.go

@@ -4,9 +4,10 @@ import (
 	"fmt"
 	"strconv"
 
+	"github.com/pkg/errors"
+
 	"github.com/danielmiessler/fabric/plugins"
 	"github.com/danielmiessler/fabric/plugins/ai"
-	"github.com/pkg/errors"
 )
 
 func NeeDefaults(getVendorsModels func() (*ai.VendorsModels, error)) (ret *Defaults) {
@@ -21,18 +22,23 @@ func NeeDefaults(getVendorsModels func() (*ai.VendorsModels, error)) (ret *Defau
 	}
 
 	ret.Vendor = ret.AddSetting("Vendor", true)
+
 	ret.Model = ret.AddSetupQuestionCustom("Model", true,
 		"Enter the index the name of your default model")
 
+	ret.ModelContextLength = ret.AddSetupQuestionCustom("Model Context Length", false,
+		"Enter model context length")
+
 	return
 }
 
 type Defaults struct {
 	*plugins.PluginBase
 
-	Vendor           *plugins.Setting
-	Model            *plugins.SetupQuestion
-	GetVendorsModels func() (*ai.VendorsModels, error)
+	Vendor             *plugins.Setting
+	Model              *plugins.SetupQuestion
+	ModelContextLength *plugins.SetupQuestion
+	GetVendorsModels   func() (*ai.VendorsModels, error)
 }
 
 func (o *Defaults) Setup() (err error) {

plugins/tools/youtube/youtube.go

@@ -2,14 +2,17 @@ package youtube
 
 import (
 	"context"
+	"encoding/csv"
 	"encoding/json"
 	"flag"
 	"fmt"
 	"log"
 	"net/url"
+	"os"
 	"regexp"
 	"strconv"
 	"strings"
+	"time"
 
 	"github.com/anaskhan96/soup"
 	"github.com/danielmiessler/fabric/plugins"
@@ -37,38 +40,56 @@ type YouTube struct {
 	*plugins.PluginBase
 	ApiKey *plugins.SetupQuestion
 
-	service *youtube.Service
+	normalizeRegex *regexp.Regexp
+	service        *youtube.Service
 }
 
 func (o *YouTube) initService() (err error) {
 	if o.service == nil {
+		o.normalizeRegex = regexp.MustCompile(`[^a-zA-Z0-9]+`)
 		ctx := context.Background()
 		o.service, err = youtube.NewService(ctx, option.WithAPIKey(o.ApiKey.Value))
 	}
 	return
 }
 
-func (o *YouTube) GetVideoId(url string) (ret string, err error) {
+func (o *YouTube) GetVideoOrPlaylistId(url string) (videoId string, playlistId string, err error) {
 	if err = o.initService(); err != nil {
 		return
 	}
 
-	pattern := `(?:https?:\/\/)?(?:www\.)?(?:youtube\.com\/(?:[^\/\n\s]+\/\S+\/|(?:v|e(?:mbed)?)\/|\S*?[?&]v=)|youtu\.be\/)([a-zA-Z0-9_-]{11})`
-	re := regexp.MustCompile(pattern)
-	match := re.FindStringSubmatch(url)
-	if len(match) > 1 {
-		ret = match[1]
-	} else {
-		err = fmt.Errorf("invalid YouTube URL, can't get video ID")
+	// Video ID pattern
+	videoPattern := `(?:https?:\/\/)?(?:www\.)?(?:youtube\.com\/(?:[^\/\n\s]+\/\S+\/|(?:v|e(?:mbed)?)\/|(?:s(?:horts)\/)|\S*?[?&]v=)|youtu\.be\/)([a-zA-Z0-9_-]*)`
+	videoRe := regexp.MustCompile(videoPattern)
+	videoMatch := videoRe.FindStringSubmatch(url)
+	if len(videoMatch) > 1 {
+		videoId = videoMatch[1]
+	}
+
+	// Playlist ID pattern
+	playlistPattern := `[?&]list=([a-zA-Z0-9_-]+)`
+	playlistRe := regexp.MustCompile(playlistPattern)
+	playlistMatch := playlistRe.FindStringSubmatch(url)
+	if len(playlistMatch) > 1 {
+		playlistId = playlistMatch[1]
+	}
+
+	if videoId == "" && playlistId == "" {
+		err = fmt.Errorf("invalid YouTube URL, can't get video or playlist ID: '%s'", url)
 	}
 	return
 }
 
 func (o *YouTube) GrabTranscriptForUrl(url string, language string) (ret string, err error) {
 	var videoId string
-	if videoId, err = o.GetVideoId(url); err != nil {
+	var playlistId string
+	if videoId, playlistId, err = o.GetVideoOrPlaylistId(url); err != nil {
+		return
+	} else if videoId == "" && playlistId != "" {
+		err = fmt.Errorf("URL is a playlist, not a video")
 		return
 	}
+
 	return o.GrabTranscript(videoId, language)
 }
 
@@ -85,7 +106,7 @@ func (o *YouTube) GrabTranscript(videoId string, language string) (ret string, e
 	textTags := doc.FindAll("text")
 	var textBuilder strings.Builder
 	for _, textTag := range textTags {
-		textBuilder.WriteString(textTag.Text())
+		textBuilder.WriteString(strings.ReplaceAll(textTag.Text(), "'", "'"))
 		textBuilder.WriteString(" ")
 		ret = textBuilder.String()
 	}
@@ -172,7 +193,11 @@ func (o *YouTube) GrabDurationForUrl(url string) (ret int, err error) {
 	}
 
 	var videoId string
-	if videoId, err = o.GetVideoId(url); err != nil {
+	var playlistId string
+	if videoId, playlistId, err = o.GetVideoOrPlaylistId(url); err != nil {
+		return
+	} else if videoId == "" && playlistId != "" {
+		err = fmt.Errorf("URL is a playlist, not a video")
 		return
 	}
 	return o.GrabDuration(videoId)
@@ -203,7 +228,11 @@ func (o *YouTube) GrabDuration(videoId string) (ret int, err error) {
 
 func (o *YouTube) Grab(url string, options *Options) (ret *VideoInfo, err error) {
 	var videoId string
-	if videoId, err = o.GetVideoId(url); err != nil {
+	var playlistId string
+	if videoId, playlistId, err = o.GetVideoOrPlaylistId(url); err != nil {
+		return
+	} else if videoId == "" && playlistId != "" {
+		err = fmt.Errorf("URL is a playlist, not a video")
 		return
 	}
 
@@ -232,6 +261,109 @@ func (o *YouTube) Grab(url string, options *Options) (ret *VideoInfo, err error)
 	return
 }
 
+// FetchPlaylistVideos fetches all videos from a YouTube playlist.
+func (o *YouTube) FetchPlaylistVideos(playlistID string) (ret []*VideoMeta, err error) {
+	if err = o.initService(); err != nil {
+		return
+	}
+
+	nextPageToken := ""
+	for {
+		call := o.service.PlaylistItems.List([]string{"snippet"}).PlaylistId(playlistID).MaxResults(50)
+		if nextPageToken != "" {
+			call = call.PageToken(nextPageToken)
+		}
+
+		var response *youtube.PlaylistItemListResponse
+		if response, err = call.Do(); err != nil {
+			return
+		}
+
+		for _, item := range response.Items {
+			videoID := item.Snippet.ResourceId.VideoId
+			title := item.Snippet.Title
+			ret = append(ret, &VideoMeta{videoID, title, o.normalizeFileName(title)})
+		}
+
+		nextPageToken = response.NextPageToken
+		if nextPageToken == "" {
+			break
+		}
+
+		time.Sleep(1 * time.Second) // Pause to respect API rate limit
+	}
+	return
+}
+
+// SaveVideosToCSV saves the list of videos to a CSV file.
+func (o *YouTube) SaveVideosToCSV(filename string, videos []*VideoMeta) (err error) {
+	var file *os.File
+	if file, err = os.Create(filename); err != nil {
+		return
+	}
+	defer file.Close()
+
+	writer := csv.NewWriter(file)
+	defer writer.Flush()
+
+	// Write headers
+	if err = writer.Write([]string{"VideoID", "Title"}); err != nil {
+		return
+	}
+
+	// Write video data
+	for _, record := range videos {
+		if err = writer.Write([]string{record.Id, record.Title}); err != nil {
+			return
+		}
+	}
+
+	return
+}
+
+// FetchAndSavePlaylist fetches all videos in a playlist and saves them to a CSV file.
+func (o *YouTube) FetchAndSavePlaylist(playlistID, filename string) (err error) {
+	var videos []*VideoMeta
+	if videos, err = o.FetchPlaylistVideos(playlistID); err != nil {
+		err = fmt.Errorf("error fetching playlist videos: %v", err)
+		return
+	}
+
+	if err = o.SaveVideosToCSV(filename, videos); err != nil {
+		err = fmt.Errorf("error saving videos to CSV: %v", err)
+		return
+	}
+
+	fmt.Println("Playlist saved to", filename)
+	return
+}
+
+func (o *YouTube) FetchAndPrintPlaylist(playlistID string) (err error) {
+	var videos []*VideoMeta
+	if videos, err = o.FetchPlaylistVideos(playlistID); err != nil {
+		err = fmt.Errorf("error fetching playlist videos: %v", err)
+		return
+	}
+
+	fmt.Printf("Playlist: %s\n", playlistID)
+	fmt.Printf("VideoId: Title\n")
+	for _, video := range videos {
+		fmt.Printf("%s: %s\n", video.Id, video.Title)
+	}
+	return
+}
+
+func (o *YouTube) normalizeFileName(name string) string {
+	return o.normalizeRegex.ReplaceAllString(name, "_")
+
+}
+
+type VideoMeta struct {
+	Id              string
+	Title           string
+	TitleNormalized string
+}
+
 type Options struct {
 	Duration   bool
 	Transcript bool

restapi/patterns.go

@@ -1,9 +1,10 @@
 package restapi
 
 import (
+	"net/http"
+
 	"github.com/danielmiessler/fabric/plugins/db/fsdb"
 	"github.com/gin-gonic/gin"
-	"net/http"
 )
 
 // PatternsHandler defines the handler for patterns-related operations
@@ -26,7 +27,8 @@ func NewPatternsHandler(r *gin.Engine, patterns *fsdb.PatternsEntity) (ret *Patt
 func (h *PatternsHandler) Get(c *gin.Context) {
 	name := c.Param("name")
 	variables := make(map[string]string) // Assuming variables are passed somehow
-	pattern, err := h.patterns.GetApplyVariables(name, variables)
+	input := "" // Assuming input is passed somehow
+	pattern, err := h.patterns.GetApplyVariables(name, variables, input)
 	if err != nil {
 		c.JSON(http.StatusInternalServerError, err.Error())
 		return

restapi/serve.go

@@ -6,7 +6,7 @@ import (
 )
 
 func Serve(registry *core.PluginRegistry, address string) (err error) {
-	r := gin.Default()
+	r := gin.New()
 
 	// Middleware
 	r.Use(gin.Logger())

shell.nix

@@ -0,0 +1,30 @@
+{
+  pkgs,
+  gomod2nix,
+  goEnv,
+}:
+
+{
+  default = pkgs.mkShell {
+    nativeBuildInputs = [
+      pkgs.go
+      pkgs.gopls
+      pkgs.gotools
+      pkgs.go-tools
+      pkgs.goimports-reviser
+      gomod2nix
+      goEnv
+
+      (pkgs.writeShellScriptBin "update" ''
+        go get -u
+        go mod tidy
+        gomod2nix generate
+      '')
+    ];
+
+    shellHook = ''
+      echo -e "\033[0;32;4mHeper commands:\033[0m"
+      echo "'update' instead of 'go get -u && go mod tidy'"
+    '';
+  };
+}

stitches/rate_ai_result/rate_ai_result.txt

@@ -0,0 +1 @@
+(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

@@ -0,0 +1,60 @@
+# 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.

treefmt.nix

@@ -0,0 +1,11 @@
+{
+  projectRootFile = "flake.nix";
+
+  programs = {
+    deadnix.enable = true;
+    statix.enable = true;
+    nixfmt.enable = true;
+
+    gofmt.enable = true;
+  };
+}

version.go

@@ -1,3 +1,3 @@
 package main
 
-var version = "v1.4.73"
+var version = "v1.4.109"