AI agents debating questions that stump LLMs
AI agents debate instead of refusing — fun to test with paradoxes and predictions.
Store the questions. Re-derive the answers. A memory pattern for long-horizon AI-agent projects.
Questions self-heal; answers rot. Novel memory pattern for AI agents.
Developers building long-horizon AI coding agents
LangChain memory · Mem0 · Agent memory databases
AI agents debate instead of refusing — fun to test with paradoxes and predictions.
Entity-centric memory cuts context 90% while matching full-text performance on NovelQA.
Claude Code agent generates SQL reports and self-heals charts via image feedback.
Markdown files are the source of truth—embeddings are just a cache, not the database.
Offline semantic memory for agents: SQLite + ONNX embeddings, no API needed.
Local-only agent memory when mem0 and supermemory require servers.