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Add GitHub Mode as a Productivity Multiplier section based on new essay
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docs/examples/github-productivity.md

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---\ntitle: GitHub Mode as a Productivity Multiplier\ndescription: How using GitHub as external memory transforms MyCoder into a true team member\n---\n\n# GitHub Mode as a Productivity Multiplier\n\nOne of the most powerful aspects of MyCoder is its ability to use GitHub as a persistent, external memory store. This approach fundamentally transforms how you can interact with an AI coding assistant, turning it from a transient helper into a fully integrated team member with long-term memory.\n\n## The Productivity Breakthrough\n\nUsing GitHub Mode with MyCoder can lead to dramatic productivity improvements:\n\n- **3x to 5x increase in development velocity**\n- **More autonomous work** with less need for constant oversight\n- **Higher quality contributions** through structured workflows\n\n## How GitHub Mode Transforms the Workflow\n\nGitHub Mode enables MyCoder to interact with GitHub in ways that mirror a human team member:\n\n### 1. GitHub as External Memory\n\nGitHub serves as both a readable and writable memory store, allowing MyCoder to:\n\n- **Create GitHub issues** to track tasks and document its analyses\n- **Comment on issues** with detailed breakdowns before implementation\n- **Retrieve existing issues** and execute them autonomously\n- **Reference past work** to maintain context across multiple sessions\n\n### 2. Pull Requests as Work Units\n\nUsing PRs as the primary unit of work changes the interaction model:\n\n- Instead of real-time back-and-forth, you can **batch your reviews**\n- Each PR provides a **clear, reviewable unit of submitted work**\n- MyCoder can **refine PRs** based on your feedback or CI/CD results\n- You can let MyCoder work autonomously, then review asynchronously\n\n### 3. Leveraging CI/CD Feedback\n\nMyCoder can integrate with your development pipeline:\n\n- **Retrieve GitHub Action logs** to detect failures\n- **Iterate on PRs** until they're in a mergeable state\n- **Eliminate grunt work** normally required to debug automated tests\n\n## Real-World Examples\n\n### Example 1: Asynchronous Code Review\n\n```\nIn PR #45, which fixes issue #44, you mentioned adding a pre-push hook with the same validation as the pre-commit hook. Can you confirm whether this introduces redundant checks that might slow down development? If so, we should optimize it.\n```\n\n**Why this works well:**\n- Asks MyCoder to analyze its own previous work\n- Focuses on optimization and developer experience\n- Treats MyCoder as a teammate who can explain their decisions\n\n### Example 2: Batch Processing Multiple Issues\n\n```\nCan you implement GitHub issues #31 and #30 together in a single PR? This will ensure related changes are reviewed and merged simultaneously. Once done, submit the PR and link both issues.\n```\n\n**Why this works well:**\n- Groups related tasks for efficient implementation\n- Provides clear instructions on the desired outcome\n- Leverages GitHub references to maintain context\n\n### Example 3: Autonomous Debugging\n\n```\nYou just created PR #34, fixing issues #30 and #31. However, the CI is failing. Check GitHub Actions to diagnose the issue and determine if your recent repository reorganization has affected workflows or Docker configurations. If unrelated to the fixes, create a separate GitHub issue and submit an independent PR to address it.\n```\n\n**Why this works well:**\n- Asks MyCoder to independently investigate a problem\n- Provides context about potential causes\n- Gives clear guidance on how to proceed based on findings\n- Maintains proper issue/PR hygiene\n\n## Transforming the Developer Experience\n\nUsing GitHub Mode doesn't just increase productivity—it fundamentally changes how you interact with MyCoder:\n\n- **Reduced cognitive load**: You don't need to maintain context between sessions\n- **Asynchronous collaboration**: You can review MyCoder's work on your schedule\n- **Increased autonomy**: MyCoder can work independently on well-defined tasks\n- **Better accountability**: All changes are tracked, reviewed, and properly attributed\n\nBy structuring work through GitHub, you're providing MyCoder with a system of record that ensures continuity across tasks and makes it easy to revisit past work, turning your AI assistant into a true coding collaborator rather than a tool you need to micromanage.

docs/examples/index.mdx

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---\ntitle: MyCoder Examples\ndescription: Real-world examples of using MyCoder effectively\n---\n\n# MyCoder Examples\n\nThis section contains real-world examples of how to use MyCoder effectively. These examples are based on actual prompts that have proven successful in various scenarios.\n\nExamples are organized into categories to help you find relevant patterns for your specific needs.\n\n## Why Examples Matter\n\nSeeing how others effectively use MyCoder can help you:\n\n- Learn optimal prompt structures\n- Discover patterns for complex tasks\n- Understand how to break down problems\n- Improve your interaction efficiency\n\n## Using GitHub as External Memory\n\nOne key insight for getting the best results from MyCoder is using GitHub as a record of tasks and results. This serves as a persistent external memory store, allowing MyCoder to:\n\n- Reference previous work and decisions\n- Track the evolution of a project\n- Maintain context across multiple sessions\n- Build upon previous tasks systematically\n\nMany of the examples in this section demonstrate this approach in action.\n\n## Example Categories\n\n- [**Project Management**](./project-management.md) - Using MyCoder for planning, issue creation, and project organization\n- [**Code Development**](./code-development.md) - Examples of implementing features, fixing bugs, and writing tests\n- [**Code Review and Analysis**](./code-review.md) - Using MyCoder to review PRs, analyze code quality, and suggest improvements\n- [**DevOps and Configuration**](./devops.md) - Setting up CI/CD, Docker configurations, and environment management\n
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---\ntitle: MyCoder Examples\ndescription: Real-world examples of using MyCoder effectively\n---\n\n# MyCoder Examples\n\nThis section contains real-world examples of how to use MyCoder effectively. These examples are based on actual prompts that have proven successful in various scenarios.\n\nExamples are organized into categories to help you find relevant patterns for your specific needs.\n\n## Why Examples Matter\n\nSeeing how others effectively use MyCoder can help you:\n\n- Learn optimal prompt structures\n- Discover patterns for complex tasks\n- Understand how to break down problems\n- Improve your interaction efficiency\n\n## Using GitHub as External Memory\n\nOne key insight for getting the best results from MyCoder is using GitHub as a record of tasks and results. This serves as a persistent external memory store, allowing MyCoder to:\n\n- Reference previous work and decisions\n- Track the evolution of a project\n- Maintain context across multiple sessions\n- Build upon previous tasks systematically\n\nMany of the examples in this section demonstrate this approach in action.\n\n## Example Categories\n\n- [**GitHub Mode as a Productivity Multiplier**](./github-productivity.md) - How using GitHub as external memory transforms MyCoder into a true team member\n- [**Project Management**](./project-management.md) - Using MyCoder for planning, issue creation, and project organization\n- [**Code Development**](./code-development.md) - Examples of implementing features, fixing bugs, and writing tests\n- [**Code Review and Analysis**](./code-review.md) - Using MyCoder to review PRs, analyze code quality, and suggest improvements\n- [**DevOps and Configuration**](./devops.md) - Setting up CI/CD, Docker configurations, and environment management\n

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