Individual skill

tao-run-on-virtualenv

Run a Python training/eval script directly in an existing local virtualenv — no docker, no container. Implements the four-verb consumer contract (submit/status/logs/cancel) over a vendored process-lifecycle runner with durable on-disk state, PID-reuse-safe identity, and process-group cleanup. Use for docker-free local execution, plain-Python model scripts, fast HPO/AutoML trial smokes, or hosts where containers are unavailable. Trigger phrases include "run in my venv", "no docker", "virtualenv execution", "local python training", "run this training script directly".

skills/tao-run-on-virtualenv/SKILL.md

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# Virtualenv — docker-free local Python execution

> **Standalone install?** If this session was not initialized by the TAO skill bank plugin, run the `tao-setup` skill first (host preflight, credentials, cross-skill discovery).

The virtualenv platform runs a Python script **natively in an existing venv** —
as an argv vector whose first element is `<venv>/bin/python`, never through a
shell, never activating anything. The vendored runner
(`references/virtualenv_runner.py`) is this platform's "native CLI" — the role
`docker`/`kubectl`/`sbatch` play elsewhere — and owns only the process
lifecycle. Job records stay with `tao_job_record.py`; specs are authored by the
agent, exactly like every other platform.

## When to use
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