{ "generatedAt": "2026-05-01T04:41:01.251Z", "beforeRun": "mg-2026-05-01T04-19-26-779Z-17400-c54ca52e", "afterRun": "mg-2026-05-01T04-38-49-773Z-3032-2a8ec0b6", "beforeGeneratedAt": "2026-05-01T04:19:26.858Z", "afterGeneratedAt": "2026-05-01T04:38:49.849Z", "suite": "MemoryGym Core", "patch": "Audrey recall now requires all requested tags when multiple tag filters are provided.", "audreyBefore": { "scorePercent": 34.3, "hitRatePercent": 42.9, "p95RecallLatencyMs": 3.739 }, "audreyAfter": { "scorePercent": 57.5, "hitRatePercent": 85.7, "p95RecallLatencyMs": 3.794 }, "delta": { "scorePoints": 23.2, "hitRatePoints": 42.9, "p95RecallLatencyMs": 0.055 }, "adapters": [ { "name": "typed-semantic", "scorePercent": 72.7, "hitRatePercent": 100, "p95RecallLatencyMs": 0.368, "precision": 0.34523809523809523, "recall": 1, "mrr": 0.7857142857142857, "ndcg": 0.8507551301085979, "contaminationPenalty": 0.4523809523809524 }, { "name": "hybrid", "scorePercent": 72.7, "hitRatePercent": 100, "p95RecallLatencyMs": 0.25, "precision": 0.34523809523809523, "recall": 1, "mrr": 0.7857142857142857, "ndcg": 0.8507551301085979, "contaminationPenalty": 0.4523809523809524 }, { "name": "audrey-http", "scorePercent": 57.5, "hitRatePercent": 85.7, "p95RecallLatencyMs": 3.794, "precision": 0.29761904761904756, "recall": 0.8571428571428571, "mrr": 0.4642857142857143, "ndcg": 0.567769535513557, "contaminationPenalty": 0.49999999999999994 } ], "remainingGaps": [ "Current-belief ranking still fails: old workspace memory outranks the current workspace update.", "Context routing now finds the expected Audrey/RepoPulse memories, but often ranks a project distractor first.", "Contamination penalty remains high; next work should harden context-aware ranking and current-belief precedence." ], "claimBoundary": "This is a current MemoryGym local benchmark artifact after an Audrey patch, not an official AMB, LoCoMo, LongMemEval, Papers with Code, or CodeSOTA leaderboard score." }