5/5 What that unlocked: – Failure rate: 30% → 0
– Repo downloads: 8,000+ → 500
– Provisioning: per run → once per campaign
– And the “don’t burn compute” part: split Generation (patch) from Evaluation (tests). If evaluation fails, we retry tests, not re-generate tokens.

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