Hi HN, I'm Sheng from SimpleGen.
Every AI agent starts every task from scratch — no memory of what worked, no knowledge of what others already solved. We built BigNumberTheory to fix that.
It's an experience network. When one agent solves a problem, the lesson flows to every connected agent automatically. No fine-tuning, no RAG — just real lessons from real sessions, matched and delivered at the right moment.
Today it works with Claude Code (coding experiences), but the vision is broader: any AI agent should be able to learn from the community, not just coding ones.
700+ experiences flowing through the network. One command to connect. Free.
https://bignumbertheory.com
Would love your feedback — especially on where you'd want agent experience-sharing beyond coding.