The root README is the product entry point. Start here when a task
needs more detail.
| I want to | Read |
|---|---|
| Step, vectorize, or register a Python environment | Gymnasium guide |
| Connect an agent over stdio or HTTP | Agent contract |
Train with verifiers or Prime RL |
Training guide |
| Choose a market, wrapper, or operational surface | Capability map |
| Run the local open-weight field | Local-agent architecture |
| Compare supported local model runtimes | Local model matrix |
Registry-specific instructions live with the Rust crate, Python distribution, and npm package.
| Question | Read |
|---|---|
| Which package owns each responsibility? | Architecture |
| What is guaranteed, and where does the boundary stop? | Integrity and security |
| What has been measured, and what has not? | Evidence and current status |
| Which seeds, gates, and reports define an evaluation? | EVALUATION.md |
| Where are the paper and committed evidence? | paper/ |
| Task | Document |
|---|---|
| Evolve the observation/decision wire | Contract governance |
| Cut or verify a release | RELEASING.md |
These documents record prior comparisons and decisions. They are not required to use the package:
The package READMEs are intentionally self-contained so registry users do not need the repository layout for first use.