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1. agent-workflow-protocol agent-workflow-protocol Public

   An open standard for multi-agent workflows -- from scripted pipelines to self-organizing teams. Declarative. Runtime-agnostic. Portable.

   Python 17 3

2. loss-driven-development loss-driven-development Public

   LDD is gradient descent for coding agents. Twelve portable skills for any coding agent — Claude Code · Codex · Gemini CLI · Aider · Cursor · Copilot CLI · Continue.dev

   Python 1

3. LDD — Gradient Descent for Coding Ag... LDD — Gradient Descent for Coding Agents · The AI-era counterpart of TDD · 16 portable skills across 4 loops · Δloss_bundle = 0.561 measured · Claude Code / Web / Desktop / Codex / Gemini CLI / Cursor / Aider

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   # LDD — Loss-Driven Development

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   > **Gradient Descent for Coding Agents.** The AI-era counterpart of TDD.

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   Sixteen portable skills for any coding agent (Claude Code, Claude Web / Desktop, Codex, Gemini CLI, Cursor, Aider, …) that turn "green test = ship" into a **measured** discipline. Every code change is framed as a gradient step on a loss surface; every "done" claim must survive a counter-case and a doc-sync check.