# commongain.xyz — The Sovereign Trajectory Commons > Pool verified failure→recovery ATIF trajectories. Train open-weights PRMs. Earn API credit rebates with zero-knowledge redaction. ## Overview Closed frontier labs train models on developer coding history without attribution or compensation. CommonGain creates an open, privacy-preserving trajectory commons: 1. Local extraction of verified bug-fix and compiler-recovery trajectories 2. Deterministic client-side zero-knowledge redaction (scrubbing secrets, paths, identifiers) 3. Standard ATIF v1.0 schema export 4. Collective dividends returned to participating developers ## Quickstart Export safe, redacted recovery trajectories via the AgentWorth CLI: ```bash npx -y agentworth export --exchange --redact ``` ## Sister Repositories & Protocols - [AgentWorth](https://agentworth.dev): Local-first flight recorder and trajectory forensics. - [WorldTrainer](https://worldtrainer.xyz): The open agent chaos gym. - [STFU Opus](https://stfuopus.lol): Token apology tax forensics and receipts.