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Original file line number Diff line number Diff line change
Expand Up @@ -28,10 +28,10 @@ Beyond tracking basic metrics (run time, cost, success rate), we wanted deeper i

These agents use sophisticated analysis techniques to extract insights:

- **[Copilot Session Insights](https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/copilot-session-insights.md?plain=1)** - Analyzes Copilot coding agent usage patterns and metrics - **32 analysis discussions**
- **[Copilot PR NLP Analysis](https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/copilot-pr-nlp-analysis.md?plain=1)** - Natural language processing on PR conversations
- **[Prompt Clustering Analysis](https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/prompt-clustering-analysis.md?plain=1)** - Clusters and categorizes agent prompts using ML - **27 analysis discussions**
- **[Copilot Agent Analysis](https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/copilot-agent-analysis.md?plain=1)** - Deep analysis of agent behavior patterns - **48 daily analysis discussions**
- **[Copilot Session Insights](https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/copilot-session-insights.md?plain=1)** - Analyzes Copilot coding agent usage patterns and metrics - **32 analysis discussions**
- **[Copilot PR NLP Analysis](https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/copilot-pr-nlp-analysis.md?plain=1)** - Natural language processing on PR conversations
- **[Prompt Clustering Analysis](https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/prompt-clustering-analysis.md?plain=1)** - Clusters and categorizes agent prompts using ML - **27 analysis discussions**
- **[Copilot Agent Analysis](https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/copilot-agent-analysis.md?plain=1)** - Deep analysis of agent behavior patterns - **48 daily analysis discussions**

Prompt Clustering Analysis has created **27 analysis discussions** using ML to categorize thousands of agent prompts - for example, [#6918](https://github.com/github/gh-aw/discussions/6918) clustering agent prompts to identify patterns and optimization opportunities. It revealed patterns we never noticed ("oh, 40% of our prompts are about error handling").

Expand All @@ -50,25 +50,25 @@ You can add these workflows to your own repository and remix it as follows:
**Copilot Session Insights:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/copilot-agent-analysis.md
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/copilot-agent-analysis.md
```

**Copilot PR NLP Analysis:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/copilot-pr-nlp-analysis
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/copilot-pr-nlp-analysis
```

**Prompt Clustering Analysis:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/prompt-clustering-analysis.md
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/prompt-clustering-analysis.md
```

**Copilot Agent Analysis:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/copilot-agent-analysis.md
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/copilot-agent-analysis.md
```

Then edit and remix the workflow specifications to meet your needs, regenerate the lock file using `gh aw compile`, and push to your repository. See our [Quick Start](https://github.github.com/gh-aw/setup/quick-start/) for further installation and setup instructions.
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Original file line number Diff line number Diff line change
Expand Up @@ -46,13 +46,13 @@ You can add these workflows to your own repository and remix them. Get going wit
**Plan Command:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/plan.md
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/plan.md
```

**Discussion Task Miner:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/discussion-task-miner.md
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/discussion-task-miner.md
```

Then edit and remix the workflow specifications to meet your needs, regenerate the lock file using `gh aw compile`, and push to your repository. See our [Quick Start](https://github.github.com/gh-aw/setup/quick-start/) for further installation and setup instructions.
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Expand Up @@ -24,10 +24,10 @@ In our [previous posts](/gh-aw/blog/2026-01-13-meet-the-workflows-continuous-sim

## Continuous Improvement Workflows

- **[Go Module Usage Expert (aka Go Fan)](https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/go-fan.md?plain=1)** - Daily Go module usage reviewer
- **[Typist](https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/typist.md?plain=1)** - Analyzes type usage patterns for improved safety
- **[Go Module Usage Expert (aka Go Fan)](https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/go-fan.md?plain=1)** - Daily Go module usage reviewer
- **[Typist](https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/typist.md?plain=1)** - Analyzes type usage patterns for improved safety
- **[Functional Pragmatist](https://github.com/github/gh-aw/blob/main/.github/workflows/functional-programming-enhancer.md?plain=1)** - Applies functional techniques pragmatically
- **[Repository Quality Improver](https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/repository-quality-improver.md?plain=1)** - Holistic code quality analysis
- **[Repository Quality Improver](https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/repository-quality-improver.md?plain=1)** - Holistic code quality analysis

### Go Module Usage Expert: The Dependency Enthusiast 🐹

Expand Down Expand Up @@ -119,13 +119,13 @@ You can add these workflows to your own repository and remix them. Get going wit
**Go Module Usage Expert:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/go-fan.md
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/go-fan.md
```

**Typist:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/typist.md
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/typist.md
```

**Functional Pragmatist:**
Expand All @@ -137,7 +137,7 @@ gh aw add-wizard https://github.com/github/gh-aw/blob/main/.github/workflows/fun
**Repository Quality Improver:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/repository-quality-improver.md
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/repository-quality-improver.md
```

Then edit and remix the workflow specifications to meet your needs, regenerate the lock file using `gh aw compile`, and push to your repository. See our [Quick Start](https://github.github.com/gh-aw/setup/quick-start/) for further installation and setup instructions.
Expand Down
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Expand Up @@ -26,8 +26,8 @@ In our [previous post](/gh-aw/blog/2026-01-13-meet-the-workflows-continuous-simp

Our next two agents continuously analyze code structure, suggesting systematic improvements:

- **[Semantic Function Refactor](https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/semantic-function-refactor.md?plain=1)** - Spots refactoring opportunities we might have missed
- **[Large File Simplifier](https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/daily-file-diet.md?plain=1)** - Monitors file sizes and proposes splitting oversized files
- **[Semantic Function Refactor](https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/semantic-function-refactor.md?plain=1)** - Spots refactoring opportunities we might have missed
- **[Large File Simplifier](https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/daily-file-diet.md?plain=1)** - Monitors file sizes and proposes splitting oversized files

The **Semantic Function Refactor** workflow combines agentic AI with code analysis tools to analyze and address the structure of the entire codebase. It analyzes all Go source files in the `pkg/` directory to identify functions that might be in the wrong place.

Expand Down Expand Up @@ -69,13 +69,13 @@ You can add these workflows to your own repository and remix them. Get going wit
**Semantic Function Refactor:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/semantic-function-refactor.md
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/semantic-function-refactor.md
```

**Large File Simplifier:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/daily-file-diet.md
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/daily-file-diet.md
```

Then edit and remix the workflow specifications to meet your needs, regenerate the lock file using `gh aw compile`, and push to your repository. See our [Quick Start](https://github.github.com/gh-aw/setup/quick-start/) for further installation and setup instructions.
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -28,8 +28,8 @@ Now let's meet the agents that work quietly in the background to keep code simpl

The next two agents represent different aspects of code simplicity: detecting *overcomplicated code* and *duplicated logic*:

- **[Automatic Code Simplifier](https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/code-simplifier.md?plain=1)** - Analyzes recently modified code and creates PRs with simplifications
- **[Duplicate Code Detector](https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/duplicate-code-detector.md?plain=1)** - Uses Serena's semantic analysis to identify duplicate code patterns
- **[Automatic Code Simplifier](https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/code-simplifier.md?plain=1)** - Analyzes recently modified code and creates PRs with simplifications
- **[Duplicate Code Detector](https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/duplicate-code-detector.md?plain=1)** - Uses Serena's semantic analysis to identify duplicate code patterns

The **Automatic Code Simplifier** runs daily, analyzing recently modified code for opportunities to simplify without changing functionality. It looks at what changed in the last few commits and asks: "Could this be clearer? Could it be shorter? Could it be more idiomatic?"

Expand Down Expand Up @@ -65,13 +65,13 @@ You can add these workflows to your own repository and remix them. Get going wit
**Automatic Code Simplifier:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/code-simplifier.md
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/code-simplifier.md
```

**Duplicate Code Detector:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/duplicate-code-detector.md
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/duplicate-code-detector.md
```

Then edit and remix the workflow specifications to meet your needs, regenerate the lock file using `gh aw compile`, and push to your repository. See our [Quick Start](https://github.github.com/gh-aw/setup/quick-start/) for further installation and setup instructions.
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -24,7 +24,7 @@ In our [previous posts](/gh-aw/blog/2026-01-13-meet-the-workflows-continuous-sim

## A Continuous Style Workflow

Today's post is dedicated to one agent, and the larger concept it represents: the **[Terminal Stylist](https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/terminal-stylist.md?plain=1)** workflow. This agent's purpose is to **make things look better**, by reviewing and enhancing the style of command-line interface (CLI) output.
Today's post is dedicated to one agent, and the larger concept it represents: the **[Terminal Stylist](https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/terminal-stylist.md?plain=1)** workflow. This agent's purpose is to **make things look better**, by reviewing and enhancing the style of command-line interface (CLI) output.

Command-line interfaces are a primary interaction point for developer tools. When output is inconsistent or noisy, it still “works,” but it adds friction. When it’s well-styled, information becomes scannable, color highlights what matters, layouts remain readable across light and dark themes, and the overall experience feels professional.

Expand All @@ -51,7 +51,7 @@ You can add this workflow to your own repository and remix it as follows:
**Terminal Stylist:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/terminal-stylist.md
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/terminal-stylist.md
```

Then edit and remix the workflow specification to meet your needs, regenerate the lock file using `gh aw compile`, and push to your repository. See our [Quick Start](https://github.github.com/gh-aw/setup/quick-start/) for further installation and setup instructions.
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -28,11 +28,11 @@ But here's the thing: work doesn't have to be all business. While we've built se

These agents facilitate team communication and remind us that work can be fun:

- **[Daily Team Status](https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/daily-team-status.md?plain=1)** - Shares team mood and status updates - **22 issues**, **17 discussions** (plus 2 causal chain PRs!)
- **[Daily News](https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/daily-news.md?plain=1)** - Curates relevant news for the team - **45 news digest discussions**
- **[Poem Bot](https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/poem-bot.md?plain=1)** - Responds to `/poem-bot` commands with creative verses (yes, really)
- **[Weekly Issue Summary](https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/weekly-issue-summary.md?plain=1)** - Creates digestible summaries complete with charts and trends - **5 weekly analysis discussions**
- **[Daily Repo Chronicle](https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/daily-repo-chronicle.md?plain=1)** - Narrates the day's activity like a storyteller - **6 chronicle discussions**
- **[Daily Team Status](https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/daily-team-status.md?plain=1)** - Shares team mood and status updates - **22 issues**, **17 discussions** (plus 2 causal chain PRs!)
- **[Daily News](https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/daily-news.md?plain=1)** - Curates relevant news for the team - **45 news digest discussions**
- **[Poem Bot](https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/poem-bot.md?plain=1)** - Responds to `/poem-bot` commands with creative verses (yes, really)
- **[Weekly Issue Summary](https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/weekly-issue-summary.md?plain=1)** - Creates digestible summaries complete with charts and trends - **5 weekly analysis discussions**
- **[Daily Repo Chronicle](https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/daily-repo-chronicle.md?plain=1)** - Narrates the day's activity like a storyteller - **6 chronicle discussions**

The Poem Bot started as a whimsy in our Copilot for PRs project in 2022. Someone said "wouldn't it be funny if we had an agent that writes poems about our code?" and then we built it. Poem Bot responds to `/poem-bot` commands with creative verses about code, adding a touch of whimsy to the development workflow. We learned that AI agents don't have to be all business - they can build culture and create moments of joy.

Expand All @@ -57,31 +57,31 @@ You can add these workflows to your own repository and remix them. Get going wit
**Daily Team Status:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/daily-team-status.md
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/daily-team-status.md
```

**Daily News:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/daily-news.md
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/daily-news.md
```

**Poem Bot:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/poem-bot.md
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/poem-bot.md
```

**Weekly Issue Summary:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/weekly-issue-summary.md
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/weekly-issue-summary.md
```

**Daily Repo Chronicle:**

```bash
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.42.13/.github/workflows/daily-repo-chronicle.md
gh aw add-wizard https://github.com/github/gh-aw/blob/v0.45.5/.github/workflows/daily-repo-chronicle.md
```

Then edit and remix the workflow specifications to meet your needs, regenerate the lock file using `gh aw compile`, and push to your repository. See our [Quick Start](https://github.github.com/gh-aw/setup/quick-start/) for further installation and setup instructions.
Expand Down
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