JL Ops Agent

Internal, read-only, citation-first analysis surface. Structured controls only. Persistent audit trail included.

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Internal token

Intent

Pack

Band

Cohort ID

Assignment ID

Target User ID

Time range

Max rows

Helper question

Pick an intent and scope, then run the read-only query. Results will always show citations, limitations, filters applied, an audit reference, confidence, evidence completeness, source classification, and explicit advisory-only controls. Runtime intents require a Target User ID. Phase 1 test-plan responses remain artifact-only and non-executable. Phase 2 replay responses stay bounded to fixed fixture baselines and current repo evidence. Synthetic learner validation remains advisory only, deterministic, and excluded from live learner analytics.