Welcome to fluencyloop Discussions!

[baokhang83]

Welcome to the FluencyLoop community! 🌀

We are building a software engineering methodology designed to fix the biggest hidden side-effect of modern coding: Cognitive Debt.

When AI writes code at superhuman speeds, it creates a massive comprehension deficit. Codebases grow faster than human memory can track. FluencyLoop fixes this by shifting the focus from just "writing code" to co-producing human fluency alongside the code.

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🛠️ What is FluencyLoop?

FluencyLoop introduces Fluency-Driven Development (FDD). It is an agentic, slice-by-slice workflow framework that:

• Captures Intent: Automatically logs architectural decisions as code changes.
• Teaches the Human: Uses Socratic prompts to ensure developers understand what the AI wrote before a merge.
• Prevents Code Slop: Ensures no logic is committed without a clear, human-readable audit trail.

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📊 Try the Cognitive Debt Calculator!

Want to see how your own codebase stacks up? We have built a lightweight, zero-dependency bash tool to evaluate your repository's comprehension deficit.

Run this command in the root of your local git repository to scan your last 6 months of commits:

curl -sSL https://githubusercontent.com | bash

Share your Cognitive Debt Ratio in the General category! We are actively benchmarking major open-source repositories to track the industry-wide decline in documentation-to-code ratios.

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💬 How to Participate here

This space is dedicated to shaping the future of human-AI collaboration. Jump into the channels below:

• 📢 Announcements: Stay updated on new workflow skills and core specification updates.
• 💡 Ideas: Propose new AI agent prompts, MCP servers, or IDE integrations.
• 🙋 Q&A / Support: Stuck setting up your .fluencyloop/ templates? Ask for help here.
• 🧬 Research: Discuss Cognitive Load Theory and help design our empirical user studies.

Introduce yourself in the comments below! Tell us what IDE/agent setup you use and how you currently stop yourself from losing track of AI code.

Let's build sustainable software! 🚀