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Adopt the design of google/ax (Task / Workspace / Model manifests, a reconciler, isolated resumable execution, a runner contract), not yet its software: it needs Kubernetes and Agent Substrate, lists only Google and Anthropic providers, and has no pipelines, artifacts or budgets. We add a thin Run layer for those. Each pipeline concern (classify, triage, repo-facts, verify, judge, recheck, score) becomes a declared task with its own inputs, outputs and budget. That bounds the tokens per task and lets each be developed alone. Decisions listed for the maintainer. Co-Authored-By: Claude Fable 5.1 <[email protected]> Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo