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Benchmark Pack

The standard pack is planned to cover 6 task categories — refund · classification · summarization · reasoning · tool-use · safety. Each category will carry a set of failure signal types (drawn from the SwarmJelly signal taxonomy) used to classify exactly how an agent failed, rather than just whether it passed.

The intended design separates three things:

  • Categories — the task families an agent is exercised against.
  • Signal types — the specific failure modes flagged within a category (the what went wrong, not a score).
  • Holdout rotation — a protected test set held back from any training corpus and rotated on a schedule so results stay meaningful and resist memorization.

This mirrors the live DefendableCloud eval lane, where a deterministic executor applies declared schema/type/math rules and throws flags — math and code, not a judge model.


🐝 Operator-grade · books and records · to the shed.