TuringLLM – a LLM-powered Universal Turing machine
Disk-based state with git history lets you audit and replay agent runs.
Execution Framework (EF) - State Machine for AI Agents
Two-commit spec repo with no working implementation or demo.
AI agent developers
LangChain · AutoGen · CrewAI
Disk-based state with git history lets you audit and replay agent runs.
Protocol-level tool enforcement prevents jailbreaks better than system prompts.
Forces 13B models to solve SWE-bench tasks by making the problem smaller, not the model bigger.
AST-parsed skills with line citations when Firecrawl and JinaAI already exist.
Fork from step 8 and replay downstream — saves money when agents fail at step 9.
ANML proposes a new protocol for agents, but adoption depends on an unproven agentic web.