⌁ Security & Guardrails
The signal result above was challenged on three points: no non-AI baseline, selection and evaluation on the same emails, and no equivalent decomposition for the LLM. Three controls were added (`bench/heuristics.py`, `bench/protocol.py`, `run_llm_signals.py`); nothing above was changed. Full tables in `results/report.md`, chart in `results/controls.png`.
ϟ JEV · Decision point Jev returns a structured decision for the local program; consult the source for the exact decision policy.
→Adds structured choices or scores to the workflow; performance and cost benefits have not been independently verified.
security-guardrailsevaluation-benchmarkstyped-decisions
The signal result above was challenged on three points: no non-AI baseline, selection and evaluation on the same emails, and no equivalent decomposition for the LLM. Three controls were added (`bench/heuristics.py`, `bench/protocol.py`, `run_llm_signals.py`); nothing above was changed. Full tables in `results/report.md`, chart in `results/controls.png`.
ϟ JEV · Decision pointJev returns a structured decision for the local program; consult the source for the exact decision policy.
→Adds structured choices or scores to the workflow; performance and cost benefits have not been independently verified.
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- 2026-09-17
Source note Based on repository metadata and README with rule-based classification; pending human review, with no independent runtime or performance verification.