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7 changes: 5 additions & 2 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -43,7 +43,6 @@ Works against any OpenAI-compatible endpoint — vLLM, TGI, OpenAI, Ollama, LMSt
> ([announcement](https://www.linkedin.com/posts/fabian-wesner_oneshotshop-share-7442096217976897536-SRI9/)) —
> the study that showed orchestration architecture beats model choice (Team Mode 85% vs Sub-Agents 57% on the same model).
> Pawbench's orchestration × complexity matrix operationalizes that finding inside a reproducible benchmark.
> See [spec 009](https://github.com/zenprocess/switchyard/blob/main/specs/009-pawbench-orchestration-axis/spec.md).

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Expand Down Expand Up @@ -113,7 +112,11 @@ pawbench --verification-runs 2
pawbench --no-quality-analysis
```

The orchestration matrix scenario (`pawstyle-orchestration-matrix`) is designed to differentiate shapes — four independent feature blocks, one per complexity tier. Inspired by Fabian Wesner's [One-Shot Shop Challenge](https://agentic-engineers.dev) (orchestration > model). See [switchyard spec 009](https://github.com/zenprocess/switchyard/blob/main/specs/009-pawbench-orchestration-axis/spec.md).
The orchestration matrix scenario (`pawstyle-orchestration-matrix`) is designed to differentiate shapes — four independent feature blocks, one per complexity tier. Inspired by Fabian Wesner's [One-Shot Shop Challenge](https://agentic-engineers.dev) (orchestration > model).

### What "spec 009" means here

The implementation follows an internal design doc colloquially called "spec 009" that defines the orchestration shape vocabulary, complexity tier vocabulary, the `fixture_gap` terminal status, `verification_runs[]`, and `artifact_quality` schema. The vocabularies are normative in [Axiom §17](https://github.com/zenprocess/axiom/blob/main/spec.md); Pawbench is the reference implementation.

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