# @oshun/creative-autonomy

Autonomous creative direction plane for the V1 Agentic AI Studio: opportunity
sensing, idea synthesis + compellingness priors, Thompson-sampling portfolio
selection under budget, a bounded-concurrency production loop over
@oshun/creative-orchestrator, a Bradley-Terry variant tournament + calibrated
publish gate, and a human review/steering/feedback surface that the preference
learner feeds back into the next cycle. Fail-loud at every provider seam; never
fabricates signals, ideas, artifacts, or scores.

## At a glance

- **Path:** `libs/oshun/creative-autonomy`
- **Domain:** oshun (active)
- **Owner:** @GreyChimp
- **Docs:** [deep-dive](/docs/domains/oshun/deep-dive) ·
  [systems one-pager](/docs/systems/lib-oshun.md)
- **Nx project:** `@oshun/creative-autonomy`

## Commands

```bash
pnpm nx test @oshun/creative-autonomy
pnpm nx lint @oshun/creative-autonomy
```

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