Expectllm – "expect"-style pattern matching for LLM conversations
Expect scripts for LLMs: regex patterns instead of schemas, 365 lines instead of chains.
A UNIX-inspired, biomimetic, flat-file AI harness and knowledge engine.
Biomimetic naming masks another agent framework in a crowded space.
Developers building AI agent systems and personal knowledge management workflows
LangChain · LlamaIndex · AutoGen
Expect scripts for LLMs: regex patterns instead of schemas, 365 lines instead of chains.
LangGraph patterns in Rust with type safety, 300 stars and real production examples.
Memory-address reading and headless PyBoy execution at 100x real-time speed.
Fascinating engineering story, but it's a blog post not a tool you can use.
Named pipes beat HTTP latency for local agentic tools while keeping in-memory state between calls.
Docker Compose for local dev without containers; needs broader adoption beyond agent dev environments.