$ paw-kit --help
exit code: 0
--- stdout ---

 Usage: paw-kit [OPTIONS] COMMAND [ARGS]...

 paw-kit: reliability and migration harness for Program-as-Weights (PAW) neural functions

╭─ Options ────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
│ --install-completion          Install completion for the current shell.                                              │
│ --show-completion             Show completion for the current shell, to copy it or customize the installation.       │
│ --help                        Show this message and exit.                                                            │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
╭─ Commands ───────────────────────────────────────────────────────────────────────────────────────────────────────────╮
│ demo       Run an interactive zero-hardware demo showcasing JIT compilation or schema enforcement.                   │
│ check      Run test suite assertions and the active-learning loop on a .paw adapter.                                 │
│ inspect    Inspect metadata, task spec, and file properties of a .paw adapter artifact.                              │
│ history    Print the append-only compile lineage log for an adapter.                                                 │
│ lint-spec  Lint a spec for failure modes measured against real compiled PAW adapters.                                │
│ clean      Purge local trace database and compiled adapter cache.                                                    │
│ doctor     Diagnose the local environment for running --backend real (ProgramAsWeightsBackend).                      │
│ serve      Serve an adapter over HTTP with OpenAI- and Anthropic-compatible endpoints.                               │
│ report     Report @compile_on_hit task state, shadow-mode agreement and recent disagreements.                        │
│ export     Export PAW adapters and traces to external formats                                                        │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
