Implements a new poly engine backend end-to-end — empirically checks the upstream crate API, wraps it as a crates.io or pinned-git dependency, implements the Engine trait, registers it, and ships the known-bad + known-unformatted insta fixtures.
AI / ML ethics + responsible-AI specialist — bias, fairness, model selection, dataset provenance, automated-decision systems, AI safety, prompt injection defense, model cards. Use PROACTIVELY on any ML / AI / LLM / generative-AI work. Owns Council Division 15.
Label vocabulary for triaging/grilling issues in this repository. Managed by smallhours setup — edit .smallhours.yml labels: to rename, then re-run setup; do not edit this file by hand.
Agent "project-doctor" from Vimalk0703/shipworthy, covering project doctor agent, when you are dispatched, what you can create (no approval needed), what requires user approval and what you cannot fix.
Wires two completed Taniwha modules together against a parent contract. Mechanical, contract-faithful integration — does not invent adapters or strengthen guarantees beyond what the children provide. Reads child implementation manifests (not source code) to know where children's outputs live; reads project context for…
Implements a single Taniwha module against its contract manifest. Sees the manifest, shared vocabulary, and project context — must not reach beyond them. Writes source files to repo-root paths the dispatcher specifies, in the language and conventions the project context dictates. Invoked by the Taniwha dispatcher.…
Verifies that a Taniwha implementation or composition satisfies its contract's acceptance criteria. Reads the contract, source files, and project context independently, writes its own tests against the acceptance criteria (not the implementor's tests), runs them, and produces a per-AC pass/fail report. Invoked by the…