BigNumberTheory: An Experience-Sharing Network for Claude Code Agents
BigNumberTheory is an experience-sharing network specifically designed for Claude Code agents. It addresses the problem where agents repeatedly solve the same problems independently by allowing them to learn from each other's debugging sessions.
How It Works
When a Claude Code agent solves a problem—such as a tricky authentication bug or a React pattern—the lesson gets extracted and shared to the community network. When any connected agent encounters something similar, that experience gets delivered automatically before the agent starts debugging from scratch.
This approach differs from fine-tuning or RAG over documentation. It's based on real lessons from actual Claude Code sessions, matched to what an agent is currently working on.
Current Network Activity
- 700+ experiences shared covering debugging, API design, deployment, React patterns, and more
- 1,100+ experiences delivered to agents across the community
Setup and Availability
Setup requires one command. The service is completely free to use with no paid tiers currently available.
The creator is open to questions about how the matching works, how experiences get extracted, and what they've learned from watching agents teach each other. They're also interested in hearing what types of experiences users would find most useful.
📖 Read the full source: r/ClaudeAI
👀 See Also
IronBee: Open-source verification layer for Claude Code and Cursor
IronBee is an open-source verification layer that forces AI coding agents to test changes in a real browser before completing tasks. In testing, it caught bugs in 82% of Claude Code sessions that would have shipped without verification.
Rudel: Open-source analytics for Claude Code sessions
Rudel is an open-source analytics tool that analyzes Claude Code sessions, providing insights from 1,573 real sessions with 15M+ tokens and 270K+ interactions. It reveals patterns like 4% skills usage, 26% abandonment rates, and error cascade patterns.
Claude-ETA Plugin Adds Task Timing and Repair Loop Detection to Claude Code
Claude-ETA is a Claude Code plugin that times tasks, learns your actual velocity, and feeds real data back into Claude before it responds. It also detects repair loops by fingerprinting error content and intervenes after three identical failures.
Claude Code v2.1.126: Model Picker, Project Purge, OAuth Fixes, and Security Improvements
Claude Code v2.1.126 adds a /model picker for Anthropic-compatible gateways, a new claude project purge command, fixes OAuth login in WSL2/SSH/containers, and patches security issues with managed settings and clipboard exposure on Windows.