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NNDial is an open source toolkit for building end-to-end trainable task-oriented dialogue models. It is released by Tsung-Hsien (Shawn) Wen from Cambridge Dialogue Systems Group under Apache License 2.0.

CRAB (Clean Rebuild of Anything's Behavior): rebuild software from behavior, not source code. An MCP-powered toolkit for black-box observation, clean-room reimplementation, and behavioral verification.

  • clean-room-reimplementation
  • ai-agents
  • behavioral-testing
  • black-box-testing

Translated☕ Using AI to assist Java / Spring Boot development (AI for Java / AI for Spring) | Requirements, implementation, testing, review, and delivery | Graph → Loop → Workflow → Agent / Skill, fictional runnable examples, and worktree / Docker tools | Aimed at business development, not an implementation of the Spring AI framework

Self-improving code for any git repo: give it a measurable goal, a coding agent (Claude Code or Aider) proposes changes, the kernel scores them, keeps winners and rolls back failures. Open-source AlphaEvolve / FunSearch-style evolution loop, sandboxed, with an auditable ledger.

Official repository for the paper “RSIPO: Recursive Self-Improving Policy Optimization for Agentic Reinforcement Learning via Skill-Policy Co-Evolution”