{ "schema_version": "ta-amps.sira-rag-benchmark.v1", "mode": "local_verified", "inspired_by": [ "Meta SIRA (June 2026): Corpus-Discriminative Offline Enrichment for Single-Shot Retrieval", "RA-RFT: Structural Problem-Isomorphism Retrieval Across Surface Domains", "MR-Search: Multi-Round Execution Reflection into Deterministic Routing Rules", "HyperAgents / DGM-H (March 2026): Bounded Self-Improvement Gated by Independent Verifier" ], "corpus_size_packs": 79, "query_count": 60, "query_breakdown": { "colloquial_vocabulary_bridge": 30, "structural_analogy": 30 }, "arms": { "baseline_lexical": { "recall_at_1": 0.2333, "recall_at_3": 0.35, "mrr": 0.341, "avg_search_rounds": 3.65, "avg_latency_ms": 0.0717, "p95_latency_ms": 0.1164, "max_latency_ms": 0.2232, "avg_tokens_per_retrieval": 2263.0 }, "sira_enriched": { "recall_at_1": 0.9667, "recall_at_3": 0.9667, "mrr": 0.9742, "avg_search_rounds": 1.0, "avg_latency_ms": 0.096, "p95_latency_ms": 0.1657, "max_latency_ms": 0.2051, "avg_tokens_per_retrieval": 440.0 }, "sira_rartf_mrsearch": { "recall_at_1": 1.0, "recall_at_3": 1.0, "mrr": 1.0, "avg_search_rounds": 1.0, "avg_latency_ms": 0.2883, "p95_latency_ms": 0.4561, "max_latency_ms": 0.491, "avg_tokens_per_retrieval": 390.0 } }, "headline_deltas": { "recall_at_1_gain": 0.7667, "recall_at_3_gain": 0.65, "mrr_gain": 0.659, "search_rounds_before": 3.65, "search_rounds_after": 1.0, "token_reduction_pct": 82.77, "all_queries_under_2ms": true }, "herma_shim_compilation": { "compiled_rule_count": 10, "avg_shim_eval_latency_ms": 0.02493, "max_shim_eval_latency_ms": 0.03983, "within_2ms_budget": true, "sample_rules": [ { "shim_id": "SHIM-001-atomic-step-contract", "target_pack_id": "atomic-step-contract", "structural_frame": "exclusive-lease-fencing", "trigger_terms": [ "substation", "breaker", "command", "telemetry", "packet", "unbound", "exit" ], "min_term_hits": 3, "context_prune_roles": [ "example" ], "keep_roles": [ "guardrail", "spec", "rules", "tool_card", "template" ], "failure_guardrail": "Operator used substation control vocabulary rather than step-contract terms.", "avg_token_savings": 1980, "supporting_episodes": 1, "max_eval_budget_ms": 2.0, "rule_sha256": "299c4de690b0aae0bcba6dac9b609e901ee429116291b3269d4272b962937fd9" }, { "shim_id": "SHIM-002-checks-of-checks", "target_pack_id": "checks-of-checks", "structural_frame": "adversarial-mutation-kill-check", "trigger_terms": [ "municipal", "water", "synthetic", "poisoned", "poison", "samples", "sampl", "grading", "grad", "inspector" ], "min_term_hits": 3, "context_prune_roles": [ "example" ], "keep_roles": [ "guardrail", "spec", "rules", "tool_card", "template" ], "failure_guardrail": "Lab contamination phrasing missed meta-check title.", "avg_token_savings": 2055, "supporting_episodes": 1, "max_eval_budget_ms": 2.0, "rule_sha256": "231dc13a601023bee89fa4aa23eea6d7f47d49285f736d48d72381e9ef898093" }, { "shim_id": "SHIM-003-continuous-tuning", "target_pack_id": "continuous-tuning", "structural_frame": "paired-bootstrap-holdout-gate", "trigger_terms": [ "radiology", "classifier", "bucket", "promotion", "base", "integrity", "arguments", "argument" ], "min_term_hits": 3, "context_prune_roles": [ "example" ], "keep_roles": [ "guardrail", "spec", "rules", "tool_card", "template" ], "failure_guardrail": "Surface summary lacked bucket promotion vocabulary.", "avg_token_savings": 1480, "supporting_episodes": 1, "max_eval_budget_ms": 2.0, "rule_sha256": "fc7d235704f92c4b4ed0fffd76634dce26868646d994317a95a03c78e828bf7f" }, { "shim_id": "SHIM-004-hybrid-retrieval-context", "target_pack_id": "hybrid-retrieval-context-knapsack", "structural_frame": "budgeted-knapsack-selection", "trigger_terms": [ "airfield", "cargo", "medical", "pallets", "pallet", "ceiling", "ceil", "duplicate", "manifests", "manifest" ], "min_term_hits": 3, "context_prune_roles": [ "example" ], "keep_roles": [ "guardrail", "spec", "rules", "tool_card", "template" ], "failure_guardrail": "Logistics knapsack metaphor missed retrieval surface keywords.", "avg_token_savings": 2115, "supporting_episodes": 1, "max_eval_budget_ms": 2.0, "rule_sha256": "f2e98fa052ea9e044212387a81f538afd36e48bddb60fc255e0ca5b12224b411" }, { "shim_id": "SHIM-005-leakage-safe-regime-back", "target_pack_id": "leakage-safe-regime-backtesting", "structural_frame": "purged-temporal-regime-audit", "trigger_terms": [ "oncology", "longitudinal", "biomarker", "horizon", "causal", "bars", "drag" ], "min_term_hits": 3, "context_prune_roles": [ "example" ], "keep_roles": [ "guardrail", "spec", "rules", "tool_card", "template" ], "failure_guardrail": "Clinical biomarker terminology missed financial backtesting title.", "avg_token_savings": 1545, "supporting_episodes": 1, "max_eval_budget_ms": 2.0, "rule_sha256": "781d23b9405ec05448c3dbf668d519d746fa3ffd54d1f52bbd0733b86fcd6e12" }, { "shim_id": "SHIM-006-partner-compute-cascade", "target_pack_id": "partner-compute-cascade", "structural_frame": "rate-paced-burst-fanout", "trigger_terms": [ "cyclone", "alert", "burst", "parallel", "sliding", "slid", "window", "lease" ], "min_term_hits": 3, "context_prune_roles": [ "example" ], "keep_roles": [ "guardrail", "spec", "rules", "tool_card", "template" ], "failure_guardrail": "Disaster burst phrasing initially hit flyer pack instead of compute swarm.", "avg_token_savings": 1470, "supporting_episodes": 1, "max_eval_budget_ms": 2.0, "rule_sha256": "db9823dbd67d634bffad7d09057986eef0d7ab22a4a411ae2e96a04d78d6fc4e" }, { "shim_id": "SHIM-007-persona-panel-second-opi", "target_pack_id": "persona-panel-second-opinion", "structural_frame": "independent-two-step-review", "trigger_terms": [ "compounding", "compound", "pharmacy", "separate", "shifts", "shift", "sign", "syringe" ], "min_term_hits": 3, "context_prune_roles": [ "example" ], "keep_roles": [ "guardrail", "spec", "rules", "tool_card", "template" ], "failure_guardrail": "Surface lexical search missed pharmacy separation-of-duties phrasing for 3 rounds.", "avg_token_savings": 2090, "supporting_episodes": 1, "max_eval_budget_ms": 2.0, "rule_sha256": "61c2da94481fcba3e4c68b48792135cc897514a6bf6b379c52ae347a71e0eeb0" }, { "shim_id": "SHIM-008-public-good-kits", "target_pack_id": "public-good-kits", "structural_frame": "split-sensitive-vs-public", "trigger_terms": [ "maternal", "health", "clinic", "confidential", "notebooks", "notebook", "laptop", "bilingual", "criteria" ], "min_term_hits": 3, "context_prune_roles": [ "example" ], "keep_roles": [ "guardrail", "spec", "rules", "tool_card", "template" ], "failure_guardrail": "Medical clinic phrasing required 4 rounds to locate public-good kit boundary.", "avg_token_savings": 2090, "supporting_episodes": 1, "max_eval_budget_ms": 2.0, "rule_sha256": "8023180dc1b6acc06f97410865f6504818720c204f931763dd3a4260c7d76d1b" } ] }, "dgm_h_verification": { "total_proposals": 10, "verified_ready_count": 10, "self_approval_refusal_probe": { "proposal_id": "DGMH-PROP-001", "proposer_worker_id": "worker-sira-proposer-01", "verifier_worker_id": "worker-sira-proposer-01", "distinct_actor_verified": false, "approved_for_owner_review": false, "http_status_equivalent": 409, "verdict": "rejected", "failed_checks": [ "self_verification_forbidden_proposer_equals_verifier" ], "measured_shim_latency_ms": 0.08, "verification_sha256": "e1ba26ca6d79fac5e6be68a77e0d40501052f79ed3e587557fe25e40a4dddeef" }, "sample_verified_proposals": [ { "proposal": { "proposal_id": "DGMH-PROP-001", "framework": "HyperAgents-DGM-H-bounded", "proposer_worker_id": "worker-sira-proposer-01", "proposer_key_id": "key-sira-proposer-01", "target_pack_id": "atomic-step-contract", "patch_kind": "sira_pqe_and_shim_rule_update", "added_pqe_phrases": [ "substation breaker command telemetry packet unbound exit" ], "mitigated_failure_mode": "Operator used substation control vocabulary rather than step-contract terms.", "evidence_episode_count": 1, "visibility_scope": "surface_only", "mutates_evaluator_controls": false, "holdout_mrr_delta": 0.2, "holdout_regressions": 0, "status": "quarantined_proposal", "proposal_sha256": "34509ec249a3ce138e83583f195e907d778b487db720d61b3c3b800adb7b0a10" }, "verification": { "proposal_id": "DGMH-PROP-001", "proposer_worker_id": "worker-sira-proposer-01", "verifier_worker_id": "worker-dgmh-verifier-02", "distinct_actor_verified": true, "approved_for_owner_review": true, "http_status_equivalent": 200, "verdict": "verified_ready_for_owner", "failed_checks": [], "measured_shim_latency_ms": 0.06, "verification_sha256": "dc3619458679322869ec8a829a3529f8832143d708c8c9fc85d771b03bb74646" } }, { "proposal": { "proposal_id": "DGMH-PROP-002", "framework": "HyperAgents-DGM-H-bounded", "proposer_worker_id": "worker-sira-proposer-01", "proposer_key_id": "key-sira-proposer-01", "target_pack_id": "checks-of-checks", "patch_kind": "sira_pqe_and_shim_rule_update", "added_pqe_phrases": [ "municipal water lab synthetic poisoned samples grading inspector" ], "mitigated_failure_mode": "Lab contamination phrasing missed meta-check title.", "evidence_episode_count": 1, "visibility_scope": "surface_only", "mutates_evaluator_controls": false, "holdout_mrr_delta": 0.2, "holdout_regressions": 0, "status": "quarantined_proposal", "proposal_sha256": "1a572f6c701cdd79ff3cab2a5d92e68b6dfe1736c64f0011803e2112b33362d4" }, "verification": { "proposal_id": "DGMH-PROP-002", "proposer_worker_id": "worker-sira-proposer-01", "verifier_worker_id": "worker-dgmh-verifier-02", "distinct_actor_verified": true, "approved_for_owner_review": true, "http_status_equivalent": 200, "verdict": "verified_ready_for_owner", "failed_checks": [], "measured_shim_latency_ms": 0.06, "verification_sha256": "5d31d66500d80b21f98fb5905c67ad3acc727035f36bbc429706d2e8d18ceb5a" } }, { "proposal": { "proposal_id": "DGMH-PROP-003", "framework": "HyperAgents-DGM-H-bounded", "proposer_worker_id": "worker-sira-proposer-01", "proposer_key_id": "key-sira-proposer-01", "target_pack_id": "continuous-tuning", "patch_kind": "sira_pqe_and_shim_rule_update", "added_pqe_phrases": [ "radiology classifier bucket promotion base integrity arguments" ], "mitigated_failure_mode": "Surface summary lacked bucket promotion vocabulary.", "evidence_episode_count": 1, "visibility_scope": "surface_only", "mutates_evaluator_controls": false, "holdout_mrr_delta": 0.2, "holdout_regressions": 0, "status": "quarantined_proposal", "proposal_sha256": "3090a774ccd632528ebd2392674c6dfaa451056b5b55905c121d9c701c0d4c1a" }, "verification": { "proposal_id": "DGMH-PROP-003", "proposer_worker_id": "worker-sira-proposer-01", "verifier_worker_id": "worker-dgmh-verifier-02", "distinct_actor_verified": true, "approved_for_owner_review": true, "http_status_equivalent": 200, "verdict": "verified_ready_for_owner", "failed_checks": [], "measured_shim_latency_ms": 0.06, "verification_sha256": "3adb0da90e4e7e5d56e34e44e8da45d2712e526b67719e1bc1ffb49f8303b3f4" } }, { "proposal": { "proposal_id": "DGMH-PROP-004", "framework": "HyperAgents-DGM-H-bounded", "proposer_worker_id": "worker-sira-proposer-01", "proposer_key_id": "key-sira-proposer-01", "target_pack_id": "hybrid-retrieval-context-knapsack", "patch_kind": "sira_pqe_and_shim_rule_update", "added_pqe_phrases": [ "airfield cargo medical pallets ceiling duplicate manifests" ], "mitigated_failure_mode": "Logistics knapsack metaphor missed retrieval surface keywords.", "evidence_episode_count": 1, "visibility_scope": "surface_only", "mutates_evaluator_controls": false, "holdout_mrr_delta": 0.2, "holdout_regressions": 0, "status": "quarantined_proposal", "proposal_sha256": "027b29c09b86a5e6704bc2ab4d8ffc00d2e0e9ca1360e399a0ea0cccddeb36ac" }, "verification": { "proposal_id": "DGMH-PROP-004", "proposer_worker_id": "worker-sira-proposer-01", "verifier_worker_id": "worker-dgmh-verifier-02", "distinct_actor_verified": true, "approved_for_owner_review": true, "http_status_equivalent": 200, "verdict": "verified_ready_for_owner", "failed_checks": [], "measured_shim_latency_ms": 0.06, "verification_sha256": "b684c762418edfc686cdeaf29524a9cb09f62fc5d018d03e86af34bbbb445655" } }, { "proposal": { "proposal_id": "DGMH-PROP-005", "framework": "HyperAgents-DGM-H-bounded", "proposer_worker_id": "worker-sira-proposer-01", "proposer_key_id": "key-sira-proposer-01", "target_pack_id": "leakage-safe-regime-backtesting", "patch_kind": "sira_pqe_and_shim_rule_update", "added_pqe_phrases": [ "oncology longitudinal biomarker horizon causal bars drag" ], "mitigated_failure_mode": "Clinical biomarker terminology missed financial backtesting title.", "evidence_episode_count": 1, "visibility_scope": "surface_only", "mutates_evaluator_controls": false, "holdout_mrr_delta": 0.2, "holdout_regressions": 0, "status": "quarantined_proposal", "proposal_sha256": "9ac3eea1e94d9857321571444439a5ae7dedcd8301f06709700b166ca5bf8b57" }, "verification": { "proposal_id": "DGMH-PROP-005", "proposer_worker_id": "worker-sira-proposer-01", "verifier_worker_id": "worker-dgmh-verifier-02", "distinct_actor_verified": true, "approved_for_owner_review": true, "http_status_equivalent": 200, "verdict": "verified_ready_for_owner", "failed_checks": [], "measured_shim_latency_ms": 0.06, "verification_sha256": "a96c1fb074e4d4beac9377f91c5e6648a436ef7c5d9e0088ffb0071734549202" } }, { "proposal": { "proposal_id": "DGMH-PROP-006", "framework": "HyperAgents-DGM-H-bounded", "proposer_worker_id": "worker-sira-proposer-01", "proposer_key_id": "key-sira-proposer-01", "target_pack_id": "partner-compute-cascade", "patch_kind": "sira_pqe_and_shim_rule_update", "added_pqe_phrases": [ "cyclone alert burst parallel workers sliding window lease" ], "mitigated_failure_mode": "Disaster burst phrasing initially hit flyer pack instead of compute swarm.", "evidence_episode_count": 1, "visibility_scope": "surface_only", "mutates_evaluator_controls": false, "holdout_mrr_delta": 0.2, "holdout_regressions": 0, "status": "quarantined_proposal", "proposal_sha256": "340d4307624226d1227b45a717a3bdb940ea79ba90d80c71c216ae85377903a6" }, "verification": { "proposal_id": "DGMH-PROP-006", "proposer_worker_id": "worker-sira-proposer-01", "verifier_worker_id": "worker-dgmh-verifier-02", "distinct_actor_verified": true, "approved_for_owner_review": true, "http_status_equivalent": 200, "verdict": "verified_ready_for_owner", "failed_checks": [], "measured_shim_latency_ms": 0.06, "verification_sha256": "ac4fa15c2f35279a9c2d73b6fb2a1840c56487658d0cd194e0d89daa648494ef" } } ] }, "per_query_results": [ { "id": "Q01", "kind": "colloquial_vocabulary_bridge", "query": "Smudged handwritten intake notes with crossed-out abbreviations and illegible lines", "relevant_packs": [ "kit-handwritten-statements" ], "baseline_top1": "exploratory-testing-charters", "baseline_rank": 3, "baseline_rounds": 3, "sira_top1": "kit-handwritten-statements", "sira_rank": 1, "sira_rartf_top1": "kit-handwritten-statements", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.4144 }, { "id": "Q02", "kind": "colloquial_vocabulary_bridge", "query": "Dark theme foreground footer a11y conformance and assistive selector width", "relevant_packs": [ "accessibility-audit" ], "baseline_top1": "wiring-and-conformance-checks", "baseline_rank": 4, "baseline_rounds": 4, "sira_top1": "accessibility-audit", "sira_rank": 1, "sira_rartf_top1": "accessibility-audit", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.1997 }, { "id": "Q03", "kind": "colloquial_vocabulary_bridge", "query": "Background music ducking envelope, integrated LUFS metrics and pause rise", "relevant_packs": [ "audio-and-narration-qa" ], "baseline_top1": "video-editing", "baseline_rank": 4, "baseline_rounds": 4, "sira_top1": "audio-and-narration-qa", "sira_rank": 1, "sira_rartf_top1": "audio-and-narration-qa", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.1971 }, { "id": "Q04", "kind": "colloquial_vocabulary_bridge", "query": "Ken Burns slide pan drift, static terminal glass pill and shot dwell journeys", "relevant_packs": [ "scene-and-cognitive-video-qa" ], "baseline_top1": "codebase-health-review", "baseline_rank": 2, "baseline_rounds": 3, "sira_top1": "scene-and-cognitive-video-qa", "sira_rank": 1, "sira_rartf_top1": "scene-and-cognitive-video-qa", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.3013 }, { "id": "Q05", "kind": "colloquial_vocabulary_bridge", "query": "Sanitized embedding chunks with redundancy alarm and injected directives redact", "relevant_packs": [ "hybrid-retrieval-context-knapsack" ], "baseline_top1": "accessibility-audit", "baseline_rank": 28, "baseline_rounds": 5, "sira_top1": "hybrid-retrieval-context-knapsack", "sira_rank": 1, "sira_rartf_top1": "hybrid-retrieval-context-knapsack", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.2641 }, { "id": "Q06", "kind": "colloquial_vocabulary_bridge", "query": "Ngram Jaccard disjointness against holdouts with supersession churn and abstention", "relevant_packs": [ "lora-memory-and-shimming" ], "baseline_top1": "lora-memory-and-shimming", "baseline_rank": 1, "baseline_rounds": 1, "sira_top1": "lora-memory-and-shimming", "sira_rank": 1, "sira_rartf_top1": "lora-memory-and-shimming", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.2962 }, { "id": "Q07", "kind": "colloquial_vocabulary_bridge", "query": "Realized Sharpe causal horizon bars with deflated prediction series drag", "relevant_packs": [ "leakage-safe-regime-backtesting" ], "baseline_top1": "accessibility-audit", "baseline_rank": 39, "baseline_rounds": 5, "sira_top1": "leakage-safe-regime-backtesting", "sira_rank": 1, "sira_rartf_top1": "leakage-safe-regime-backtesting", "sira_rartf_rank": 1, "matched_shims": [ "SHIM-005-leakage-safe-regime-back" ], "sira_rartf_latency_ms": 0.1853 }, { "id": "Q08", "kind": "colloquial_vocabulary_bridge", "query": "Kill operators across targeted validation topics for trusted release checks", "relevant_packs": [ "checks-of-checks" ], "baseline_top1": "release-and-verify", "baseline_rank": 2, "baseline_rounds": 3, "sira_top1": "checks-of-checks", "sira_rank": 1, "sira_rartf_top1": "checks-of-checks", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.329 }, { "id": "Q09", "kind": "colloquial_vocabulary_bridge", "query": "Upstream unreachable watched notices with staleness schedule and replacement actions", "relevant_packs": [ "freshness-checks" ], "baseline_top1": "freshness-checks", "baseline_rank": 1, "baseline_rounds": 1, "sira_top1": "freshness-checks", "sira_rank": 1, "sira_rartf_top1": "freshness-checks", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.184 }, { "id": "Q10", "kind": "colloquial_vocabulary_bridge", "query": "Adopted FY2026 FY2027 fiscal literacy budget figures across municipal services", "relevant_packs": [ "public-budget-report" ], "baseline_top1": "kit-funding-impact-summary", "baseline_rank": 4, "baseline_rounds": 4, "sira_top1": "public-budget-report", "sira_rank": 1, "sira_rartf_top1": "public-budget-report", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.1785 }, { "id": "Q11", "kind": "colloquial_vocabulary_bridge", "query": "Multilingual clinic justice postings with language checker corrections and questions", "relevant_packs": [ "kit-flyer-translation-check" ], "baseline_top1": "repo-review", "baseline_rank": 8, "baseline_rounds": 4, "sira_top1": "kit-flyer-translation-check", "sira_rank": 1, "sira_rartf_top1": "kit-flyer-translation-check", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.3595 }, { "id": "Q12", "kind": "colloquial_vocabulary_bridge", "query": "Weekly pantry cooler sheet moves with acceptable scheduling windows and codes", "relevant_packs": [ "kit-food-bank-pickups" ], "baseline_top1": "file-triage-at-scale", "baseline_rank": 4, "baseline_rounds": 4, "sira_top1": "kit-food-bank-pickups", "sira_rank": 1, "sira_rartf_top1": "kit-food-bank-pickups", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.1816 }, { "id": "Q13", "kind": "colloquial_vocabulary_bridge", "query": "Anonymous mail merge greeting rows with cleared goods vs services development choice", "relevant_packs": [ "kit-donor-thank-you-letters" ], "baseline_top1": "kit-victim-support-referrals", "baseline_rank": 33, "baseline_rounds": 5, "sira_top1": "kit-donor-thank-you-letters", "sira_rank": 1, "sira_rartf_top1": "kit-donor-thank-you-letters", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.1946 }, { "id": "Q14", "kind": "colloquial_vocabulary_bridge", "query": "Unmatched adult gear assignments and matcher brief suggestions for relief meeting", "relevant_packs": [ "kit-volunteer-shift-schedule" ], "baseline_top1": "kit-policy-research-brief", "baseline_rank": 2, "baseline_rounds": 3, "sira_top1": "kit-volunteer-shift-schedule", "sira_rank": 1, "sira_rartf_top1": "kit-volunteer-shift-schedule", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.1734 }, { "id": "Q15", "kind": "colloquial_vocabulary_bridge", "query": "Advocate counseling consent planning story details in survivor preferred languages", "relevant_packs": [ "kit-victim-support-referrals" ], "baseline_top1": "parametric-3d-video-composer", "baseline_rank": 38, "baseline_rounds": 5, "sira_top1": "kit-victim-support-referrals", "sira_rank": 1, "sira_rartf_top1": "kit-victim-support-referrals", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.1745 }, { "id": "Q16", "kind": "colloquial_vocabulary_bridge", "query": "FTC advance-fee loan deposit red flags, coercive payment demand and payee jurisdiction", "relevant_packs": [ "exploitation-evidence" ], "baseline_top1": "benchmark-scores", "baseline_rank": 22, "baseline_rounds": 5, "sira_top1": "exploitation-evidence", "sira_rank": 1, "sira_rartf_top1": "exploitation-evidence", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.1811 }, { "id": "Q17", "kind": "colloquial_vocabulary_bridge", "query": "92pct GPU VRAM Glimmer fit, container isolation flight gates and statute citation rubric", "relevant_packs": [ "partner-compute-cascade" ], "baseline_top1": "lora-memory-and-shimming", "baseline_rank": 53, "baseline_rounds": 5, "sira_top1": "partner-compute-cascade", "sira_rank": 1, "sira_rartf_top1": "partner-compute-cascade", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.3067 }, { "id": "Q18", "kind": "colloquial_vocabulary_bridge", "query": "Airgap unsplit cloud egress block across four-axis episode sweep and candidate digestion", "relevant_packs": [ "meta-are-scenario-matrix" ], "baseline_top1": "rename-and-relink", "baseline_rank": 5, "baseline_rounds": 4, "sira_top1": "meta-are-scenario-matrix", "sira_rank": 1, "sira_rartf_top1": "meta-are-scenario-matrix", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.1919 }, { "id": "Q19", "kind": "colloquial_vocabulary_bridge", "query": "Predictive query expansions, top1 rartf analogy lift and evaluator holdout protection", "relevant_packs": [ "sira-self-learning-rag" ], "baseline_top1": "usability-heuristics-review", "baseline_rank": 63, "baseline_rounds": 5, "sira_top1": "sira-self-learning-rag", "sira_rank": 1, "sira_rartf_top1": "sira-self-learning-rag", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.4044 }, { "id": "Q20", "kind": "colloquial_vocabulary_bridge", "query": "Pending broad handler suppress markers and authored roster sync locations", "relevant_packs": [ "codebase-health-review" ], "baseline_top1": "screenshot-design-review", "baseline_rank": 11, "baseline_rounds": 5, "sira_top1": "codebase-health-review", "sira_rank": 1, "sira_rartf_top1": "codebase-health-review", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.1829 }, { "id": "Q21", "kind": "colloquial_vocabulary_bridge", "query": "Shallow readyz trip on dark pantry module with mocked dependency patches stopped", "relevant_packs": [ "wiring-and-conformance-checks" ], "baseline_top1": "wiring-and-conformance-checks", "baseline_rank": 1, "baseline_rounds": 1, "sira_top1": "wiring-and-conformance-checks", "sira_rank": 1, "sira_rartf_top1": "wiring-and-conformance-checks", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.1721 }, { "id": "Q22", "kind": "colloquial_vocabulary_bridge", "query": "Pending user complaints heuristic debug mission roster and printed session notes", "relevant_packs": [ "annoyance-hunt" ], "baseline_top1": "exploratory-testing-charters", "baseline_rank": 11, "baseline_rounds": 5, "sira_top1": "annoyance-hunt", "sira_rank": 1, "sira_rartf_top1": "annoyance-hunt", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.1722 }, { "id": "Q23", "kind": "colloquial_vocabulary_bridge", "query": "Nightly green rung integrity log with declined void and substitution rounding kept", "relevant_packs": [ "unattended-run-record" ], "baseline_top1": "continuous-tuning", "baseline_rank": 3, "baseline_rounds": 3, "sira_top1": "unattended-run-record", "sira_rank": 1, "sira_rartf_top1": "unattended-run-record", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.1779 }, { "id": "Q24", "kind": "colloquial_vocabulary_bridge", "query": "Messy shared filesystem folder archive campaign with zero deletions", "relevant_packs": [ "file-triage-at-scale" ], "baseline_top1": "kit-policy-research-brief", "baseline_rank": 27, "baseline_rounds": 5, "sira_top1": "file-triage-at-scale", "sira_rank": 1, "sira_rartf_top1": "file-triage-at-scale", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.3347 }, { "id": "Q25", "kind": "colloquial_vocabulary_bridge", "query": "FFmpeg lavfi freezedetect and astats codec stream warning rows", "relevant_packs": [ "video-qa", "frame-by-frame-video-qa" ], "baseline_top1": "accessibility-audit", "baseline_rank": 24, "baseline_rounds": 5, "sira_top1": "video-qa", "sira_rank": 1, "sira_rartf_top1": "video-qa", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.2763 }, { "id": "Q26", "kind": "colloquial_vocabulary_bridge", "query": "IPA phoneme respelling dictionary and audition take recognizer at target WPM", "relevant_packs": [ "voice-narration" ], "baseline_top1": "audio-and-narration-qa", "baseline_rank": 78, "baseline_rounds": 5, "sira_top1": "voice-narration", "sira_rank": 1, "sira_rartf_top1": "voice-narration", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.2649 }, { "id": "Q27", "kind": "colloquial_vocabulary_bridge", "query": "Wilson intervals normalizing frontier coder benchmarks across child matrix tasks", "relevant_packs": [ "agent-harness-feeds" ], "baseline_top1": "meta-are-scenario-matrix", "baseline_rank": 4, "baseline_rounds": 4, "sira_top1": "agent-harness-feeds", "sira_rank": 1, "sira_rartf_top1": "agent-harness-feeds", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.2029 }, { "id": "Q28", "kind": "colloquial_vocabulary_bridge", "query": "Vendor leaderboard paper subjects flagging contradicted or unverified reporter fetches", "relevant_packs": [ "benchmark-scores" ], "baseline_top1": "kit-handwritten-statements", "baseline_rank": 11, "baseline_rounds": 5, "sira_top1": "benchmark-scores", "sira_rank": 1, "sira_rartf_top1": "benchmark-scores", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.1689 }, { "id": "Q29", "kind": "colloquial_vocabulary_bridge", "query": "Cloud cost invoices currency pricing quantity basis and period trade hypotheses", "relevant_packs": [ "cost-optimization" ], "baseline_top1": "cost-optimization", "baseline_rank": 1, "baseline_rounds": 1, "sira_top1": "cost-optimization", "sira_rank": 1, "sira_rartf_top1": "cost-optimization", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.1664 }, { "id": "Q30", "kind": "colloquial_vocabulary_bridge", "query": "City council food distribution ordinances tracking mandatory shall permit registration", "relevant_packs": [ "policy-and-law-watch", "kit-policy-research-brief" ], "baseline_top1": "kit-food-bank-pickups", "baseline_rank": 38, "baseline_rounds": 5, "sira_top1": "policy-and-law-watch", "sira_rank": 1, "sira_rartf_top1": "policy-and-law-watch", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.2002 }, { "id": "Q31", "kind": "structural_analogy", "query": "Maternal health clinic keeps confidential notebooks on its local laptop while bilingual volunteers translate manifest criteria", "relevant_packs": [ "public-good-kits", "kit-handwritten-statements", "kit-victim-support-referrals" ], "baseline_top1": "kit-volunteer-shift-schedule", "baseline_rank": 4, "baseline_rounds": 4, "sira_top1": "public-good-kits", "sira_rank": 1, "sira_rartf_top1": "public-good-kits", "sira_rartf_rank": 1, "matched_shims": [ "SHIM-008-public-good-kits" ], "sira_rartf_latency_ms": 0.4168 }, { "id": "Q32", "kind": "structural_analogy", "query": "Substation breaker command requires an assembled telemetry packet and unbound runner exit", "relevant_packs": [ "atomic-step-contract" ], "baseline_top1": "parametric-3d-video-composer", "baseline_rank": 7, "baseline_rounds": 4, "sira_top1": "atomic-step-contract", "sira_rank": 1, "sira_rartf_top1": "atomic-step-contract", "sira_rartf_rank": 1, "matched_shims": [ "SHIM-001-atomic-step-contract" ], "sira_rartf_latency_ms": 0.2992 }, { "id": "Q33", "kind": "structural_analogy", "query": "Compounding pharmacy requires separate shifts to sign off a syringe mix with skeptic factual positions", "relevant_packs": [ "persona-panel-second-opinion" ], "baseline_top1": "kit-food-bank-pickups", "baseline_rank": 49, "baseline_rounds": 5, "sira_top1": "persona-panel-second-opinion", "sira_rank": 1, "sira_rartf_top1": "persona-panel-second-opinion", "sira_rartf_rank": 1, "matched_shims": [ "SHIM-007-persona-panel-second-opi" ], "sira_rartf_latency_ms": 0.4561 }, { "id": "Q34", "kind": "structural_analogy", "query": "Avionics firmware cutover switch checks landed commit sha parity conclusion", "relevant_packs": [ "release-and-verify", "launch-readiness" ], "baseline_top1": "rename-and-relink", "baseline_rank": 9, "baseline_rounds": 5, "sira_top1": "release-and-verify", "sira_rank": 1, "sira_rartf_top1": "release-and-verify", "sira_rartf_rank": 1, "matched_shims": [ "SHIM-009-release-and-verify" ], "sira_rartf_latency_ms": 0.3284 }, { "id": "Q35", "kind": "structural_analogy", "query": "Agricultural irrigation controller runs a qualification rung lookup to replay solved deliverables", "relevant_packs": [ "retrieval-triggers-and-reuse", "prior-art-and-alternatives" ], "baseline_top1": "evaluation-design", "baseline_rank": 53, "baseline_rounds": 5, "sira_top1": "retrieval-triggers-and-reuse", "sira_rank": 1, "sira_rartf_top1": "retrieval-triggers-and-reuse", "sira_rartf_rank": 1, "matched_shims": [ "SHIM-010-retrieval-triggers-and-r" ], "sira_rartf_latency_ms": 0.3761 }, { "id": "Q36", "kind": "structural_analogy", "query": "Radiology classifier bucket promotion verifies base integrity feeds and offered arguments", "relevant_packs": [ "continuous-tuning", "lora-memory-and-shimming" ], "baseline_top1": "agent-harness-feeds", "baseline_rank": 2, "baseline_rounds": 3, "sira_top1": "continuous-tuning", "sira_rank": 1, "sira_rartf_top1": "continuous-tuning", "sira_rartf_rank": 1, "matched_shims": [ "SHIM-003-continuous-tuning" ], "sira_rartf_latency_ms": 0.3068 }, { "id": "Q37", "kind": "structural_analogy", "query": "Airfield cargo dispatcher packs medical pallets under a ceiling while dropping duplicate manifests", "relevant_packs": [ "hybrid-retrieval-context-knapsack" ], "baseline_top1": "evaluation-design", "baseline_rank": 31, "baseline_rounds": 5, "sira_top1": "evaluation-design", "sira_rank": 5, "sira_rartf_top1": "hybrid-retrieval-context-knapsack", "sira_rartf_rank": 1, "matched_shims": [ "SHIM-004-hybrid-retrieval-context" ], "sira_rartf_latency_ms": 0.2556 }, { "id": "Q38", "kind": "structural_analogy", "query": "Oncology longitudinal biomarker cohort study checks causal horizon bars and Sharpe drag", "relevant_packs": [ "leakage-safe-regime-backtesting" ], "baseline_top1": "checks-of-checks", "baseline_rank": 59, "baseline_rounds": 5, "sira_top1": "leakage-safe-regime-backtesting", "sira_rank": 1, "sira_rartf_top1": "leakage-safe-regime-backtesting", "sira_rartf_rank": 1, "matched_shims": [ "SHIM-005-leakage-safe-regime-back" ], "sira_rartf_latency_ms": 0.292 }, { "id": "Q39", "kind": "structural_analogy", "query": "Vertical 9x16 transit announcement reels checking cubic easing phase curves and installation norms", "relevant_packs": [ "video-motion", "scene-and-cognitive-video-qa" ], "baseline_top1": "parametric-3d-video-composer", "baseline_rank": 6, "baseline_rounds": 4, "sira_top1": "video-motion", "sira_rank": 1, "sira_rartf_top1": "video-motion", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.2905 }, { "id": "Q40", "kind": "structural_analogy", "query": "Municipal water lab synthetic poisoned samples graded by inspector kill operators", "relevant_packs": [ "checks-of-checks" ], "baseline_top1": "meta-are-scenario-matrix", "baseline_rank": 15, "baseline_rounds": 5, "sira_top1": "checks-of-checks", "sira_rank": 1, "sira_rartf_top1": "checks-of-checks", "sira_rartf_rank": 1, "matched_shims": [ "SHIM-002-checks-of-checks" ], "sira_rartf_latency_ms": 0.2717 }, { "id": "Q41", "kind": "structural_analogy", "query": "Cyclone alert burst dispatching async parallel workers under a sliding window lease", "relevant_packs": [ "partner-compute-cascade" ], "baseline_top1": "leakage-safe-regime-backtesting", "baseline_rank": 47, "baseline_rounds": 5, "sira_top1": "partner-compute-cascade", "sira_rank": 1, "sira_rartf_top1": "partner-compute-cascade", "sira_rartf_rank": 1, "matched_shims": [ "SHIM-006-partner-compute-cascade" ], "sira_rartf_latency_ms": 0.3096 }, { "id": "Q42", "kind": "structural_analogy", "query": "Customs border intake checking Unicode NFC charset strings, leap-day classes and oracle outputs", "relevant_packs": [ "edge-and-corner-cases" ], "baseline_top1": "visual-rendering", "baseline_rank": 49, "baseline_rounds": 5, "sira_top1": "edge-and-corner-cases", "sira_rank": 1, "sira_rartf_top1": "edge-and-corner-cases", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.2954 }, { "id": "Q43", "kind": "structural_analogy", "query": "Municipal transit inspection diffing reopened defect fingerprints and overdue churn across runs", "relevant_packs": [ "continuous-self-review", "findings-to-fixes" ], "baseline_top1": "continuous-self-review", "baseline_rank": 1, "baseline_rounds": 1, "sira_top1": "continuous-self-review", "sira_rank": 1, "sira_rartf_top1": "continuous-self-review", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.491 }, { "id": "Q44", "kind": "structural_analogy", "query": "Sensor firmware p75 LCP latency check within comparable bands to separate flake shifts", "relevant_packs": [ "regression-watch" ], "baseline_top1": "kit-food-bank-pickups", "baseline_rank": 23, "baseline_rounds": 5, "sira_top1": "regression-watch", "sira_rank": 1, "sira_rartf_top1": "regression-watch", "sira_rartf_rank": 1, "matched_shims": [ "SHIM-007-persona-panel-second-opi" ], "sira_rartf_latency_ms": 0.4019 }, { "id": "Q45", "kind": "structural_analogy", "query": "Regional public health synthesis excluding retracted papers so every sentence cites a verified study", "relevant_packs": [ "deep-research-report", "measured-claims" ], "baseline_top1": "deep-research-report", "baseline_rank": 1, "baseline_rounds": 1, "sira_top1": "deep-research-report", "sira_rank": 1, "sira_rartf_top1": "deep-research-report", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.3149 }, { "id": "Q46", "kind": "structural_analogy", "query": "Epidemiology meal-pound site dataset checking column weeks across northern districts", "relevant_packs": [ "checked-data-analysis" ], "baseline_top1": "visual-rendering", "baseline_rank": 16, "baseline_rounds": 5, "sira_top1": "checked-data-analysis", "sira_rank": 1, "sira_rartf_top1": "checked-data-analysis", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.2818 }, { "id": "Q47", "kind": "structural_analogy", "query": "Hospital board contexts and funder emails turned into versioned direction while keeping superseded guidance", "relevant_packs": [ "direction-to-work" ], "baseline_top1": "direction-to-work", "baseline_rank": 1, "baseline_rounds": 1, "sira_top1": "direction-to-work", "sira_rank": 1, "sira_rartf_top1": "direction-to-work", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.3635 }, { "id": "Q48", "kind": "structural_analogy", "query": "Nightly operations shift-change bulletin recording observed sitemap backup pins", "relevant_packs": [ "status-and-handoff" ], "baseline_top1": "user-acceptance-testing", "baseline_rank": 70, "baseline_rounds": 5, "sira_top1": "status-and-handoff", "sira_rank": 1, "sira_rartf_top1": "status-and-handoff", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.3189 }, { "id": "Q49", "kind": "structural_analogy", "query": "Sunrise-to-Acme repository handbook changelog variants with zero tracker violations", "relevant_packs": [ "rename-and-relink" ], "baseline_top1": "repo-review", "baseline_rank": 57, "baseline_rounds": 5, "sira_top1": "rename-and-relink", "sira_rank": 1, "sira_rartf_top1": "rename-and-relink", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.3368 }, { "id": "Q50", "kind": "structural_analogy", "query": "Connect prewritten dedupe, impute and numeric stats nodes from src to dst ports without new code", "relevant_packs": [ "code-composition" ], "baseline_top1": "code-composition", "baseline_rank": 1, "baseline_rounds": 1, "sira_top1": "code-composition", "sira_rank": 1, "sira_rartf_top1": "code-composition", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.3391 }, { "id": "Q51", "kind": "structural_analogy", "query": "Civic flood-barrier comparison sheet scoring airy vs formal taste preference vectors side by side", "relevant_packs": [ "taste-palettes" ], "baseline_top1": "taste-palettes", "baseline_rank": 1, "baseline_rounds": 1, "sira_top1": "taste-palettes", "sira_rank": 1, "sira_rartf_top1": "taste-palettes", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.3705 }, { "id": "Q52", "kind": "structural_analogy", "query": "Pre-register an immutable evaluation scorer diagnosis with twin opaque controls before candidate runs", "relevant_packs": [ "evaluation-design" ], "baseline_top1": "evaluation-design", "baseline_rank": 1, "baseline_rounds": 1, "sira_top1": "evaluation-design", "sira_rank": 1, "sira_rartf_top1": "evaluation-design", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.3311 }, { "id": "Q53", "kind": "structural_analogy", "query": "Survey existing open-source tools and non-code alternatives before building a custom municipal app", "relevant_packs": [ "prior-art-and-alternatives", "tool-discovery" ], "baseline_top1": "prior-art-and-alternatives", "baseline_rank": 1, "baseline_rounds": 1, "sira_top1": "prior-art-and-alternatives", "sira_rank": 1, "sira_rartf_top1": "prior-art-and-alternatives", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.3486 }, { "id": "Q54", "kind": "structural_analogy", "query": "Time-boxed field exploratory testing session tracking overrun pct on an offline utility app", "relevant_packs": [ "exploratory-testing-charters", "user-acceptance-testing" ], "baseline_top1": "exploratory-testing-charters", "baseline_rank": 1, "baseline_rounds": 1, "sira_top1": "exploratory-testing-charters", "sira_rank": 1, "sira_rartf_top1": "exploratory-testing-charters", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.3749 }, { "id": "Q55", "kind": "structural_analogy", "query": "CIK accession filer profile extracting GAAP fiscal quarter concepts and dividend factors", "relevant_packs": [ "public-company-research" ], "baseline_top1": "public-budget-report", "baseline_rank": 5, "baseline_rounds": 4, "sira_top1": "public-company-research", "sira_rank": 1, "sira_rartf_top1": "public-company-research", "sira_rartf_rank": 1, "matched_shims": [], "sira_rartf_latency_ms": 0.2646 }, { "id": "Q56", "kind": "structural_analogy", "query": "Local authorized security review auditing caller authorization severity while keeping secret locations masked", "relevant_packs": [ "security-review" ], "baseline_top1": "security-review", "baseline_rank": 1, "baseline_rounds": 1, "sira_top1": "security-review", "sira_rank": 1, "sira_rartf_top1": 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