diff --git a/tools/retrieval-eval/cmp-bm25-vs-execfilter.json b/tools/retrieval-eval/cmp-bm25-vs-execfilter.json
new file mode 100644
index 0000000..7b30cad
--- /dev/null
+++ b/tools/retrieval-eval/cmp-bm25-vs-execfilter.json
@@ -0,0 +1,138 @@
+{
+ "baseline": "bm25lex",
+ "candidate": "execfilter",
+ "n_shared_queries": 38,
+ "fixed_by_candidate": [],
+ "broken_by_candidate": [
+  "q15",
+  "q16",
+  "q20",
+  "q21",
+  "q26",
+  "q37"
+ ],
+ "discordant": 6,
+ "net_queries": -6,
+ "mcnemar_exact_p": 0.03125,
+ "min_detectable_swing_queries": 6,
+ "observed_run_to_run_drift_queries": 0,
+ "noise_floor_queries": 6,
+ "verdict": "candidate worse",
+ "baseline_aggregate": {
+  "n_queries": 38,
+  "n_scored": 35,
+  "hit@5": 0.7428571428571429,
+  "recall@5": 0.5536485340056769,
+  "recall@10": 0.6175677497106068,
+  "precision@5": 0.20000000000000007,
+  "mrr@10": 0.5021428571428571,
+  "nonsense_clean": "2/3",
+  "superseded_outranks": "2/3",
+  "latency_ms_p50": 1184.4,
+  "latency_ms_p95": 1620.0,
+  "latency_ms_max": 1655.4,
+  "errors": 0,
+  "by_category": {
+   "associative": {
+    "n": 6,
+    "hit@5": 0.6666666666666666,
+    "recall@5": 0.08857808857808858,
+    "recall@10": 0.23310023310023312,
+    "mrr@10": 0.25
+   },
+   "exact_rare": {
+    "n": 6,
+    "hit@5": 1.0,
+    "recall@5": 1.0,
+    "recall@10": 1.0,
+    "mrr@10": 1.0
+   },
+   "nonsense": {
+    "n": 3,
+    "clean": 2,
+    "avg_false_positives": 3.3333333333333335
+   },
+   "paraphrase": {
+    "n": 13,
+    "hit@5": 0.6153846153846154,
+    "recall@5": 0.6153846153846154,
+    "recall@10": 0.6153846153846154,
+    "mrr@10": 0.2846153846153846
+   },
+   "phrase": {
+    "n": 7,
+    "hit@5": 1.0,
+    "recall@5": 0.5494614512471656,
+    "recall@10": 0.6023242630385487,
+    "mrr@10": 0.8214285714285714
+   },
+   "superseded": {
+    "n": 3,
+    "hit@5": 0.3333333333333333,
+    "recall@5": 0.3333333333333333,
+    "recall@10": 0.6666666666666666,
+    "mrr@10": 0.20833333333333334,
+    "outranks": 2
+   }
+  }
+ },
+ "candidate_aggregate": {
+  "n_queries": 38,
+  "n_scored": 35,
+  "hit@5": 0.6,
+  "recall@5": 0.41518699554413835,
+  "recall@10": 0.4869109065537637,
+  "precision@5": 0.18285714285714288,
+  "mrr@10": 0.4493197278911565,
+  "nonsense_clean": "2/3",
+  "superseded_outranks": "1/3",
+  "latency_ms_p50": 1183.3,
+  "latency_ms_p95": 1637.5,
+  "latency_ms_max": 1672.5,
+  "errors": 0,
+  "by_category": {
+   "associative": {
+    "n": 6,
+    "hit@5": 0.6666666666666666,
+    "recall@5": 0.11421911421911422,
+    "recall@10": 0.3146853146853147,
+    "mrr@10": 0.2916666666666667
+   },
+   "exact_rare": {
+    "n": 6,
+    "hit@5": 1.0,
+    "recall@5": 1.0,
+    "recall@10": 1.0,
+    "mrr@10": 1.0
+   },
+   "nonsense": {
+    "n": 3,
+    "clean": 2,
+    "avg_false_positives": 3.3333333333333335
+   },
+   "paraphrase": {
+    "n": 13,
+    "hit@5": 0.23076923076923078,
+    "recall@5": 0.23076923076923078,
+    "recall@10": 0.3076923076923077,
+    "mrr@10": 0.12637362637362637
+   },
+   "phrase": {
+    "n": 7,
+    "hit@5": 1.0,
+    "recall@5": 0.5494614512471656,
+    "recall@10": 0.5933956916099773,
+    "mrr@10": 0.8333333333333334
+   },
+   "superseded": {
+    "n": 3,
+    "hit@5": 0.3333333333333333,
+    "recall@5": 0.3333333333333333,
+    "recall@10": 0.3333333333333333,
+    "mrr@10": 0.16666666666666666,
+    "outranks": 1
+   }
+  }
+ },
+ "repeat_variance": {}
+}
\ No newline at end of file
diff --git a/tools/retrieval-eval/cmp-bm25-vs-execfilter2.json b/tools/retrieval-eval/cmp-bm25-vs-execfilter2.json
new file mode 100644
index 0000000..2cc2892
--- /dev/null
+++ b/tools/retrieval-eval/cmp-bm25-vs-execfilter2.json
@@ -0,0 +1,131 @@
+{
+ "baseline": "bm25lex",
+ "candidate": "execfilter2",
+ "n_shared_queries": 38,
+ "fixed_by_candidate": [],
+ "broken_by_candidate": [],
+ "discordant": 0,
+ "net_queries": 0,
+ "mcnemar_exact_p": 1.0,
+ "min_detectable_swing_queries": 6,
+ "observed_run_to_run_drift_queries": 0,
+ "noise_floor_queries": 6,
+ "verdict": "no measurable difference",
+ "baseline_aggregate": {
+  "n_queries": 38,
+  "n_scored": 35,
+  "hit@5": 0.7428571428571429,
+  "recall@5": 0.5536485340056769,
+  "recall@10": 0.6175677497106068,
+  "precision@5": 0.20000000000000007,
+  "mrr@10": 0.5021428571428571,
+  "nonsense_clean": "2/3",
+  "superseded_outranks": "2/3",
+  "latency_ms_p50": 1184.4,
+  "latency_ms_p95": 1620.0,
+  "latency_ms_max": 1655.4,
+  "errors": 0,
+  "by_category": {
+   "associative": {
+    "n": 6,
+    "hit@5": 0.6666666666666666,
+    "recall@5": 0.08857808857808858,
+    "recall@10": 0.23310023310023312,
+    "mrr@10": 0.25
+   },
+   "exact_rare": {
+    "n": 6,
+    "hit@5": 1.0,
+    "recall@5": 1.0,
+    "recall@10": 1.0,
+    "mrr@10": 1.0
+   },
+   "nonsense": {
+    "n": 3,
+    "clean": 2,
+    "avg_false_positives": 3.3333333333333335
+   },
+   "paraphrase": {
+    "n": 13,
+    "hit@5": 0.6153846153846154,
+    "recall@5": 0.6153846153846154,
+    "recall@10": 0.6153846153846154,
+    "mrr@10": 0.2846153846153846
+   },
+   "phrase": {
+    "n": 7,
+    "hit@5": 1.0,
+    "recall@5": 0.5494614512471656,
+    "recall@10": 0.6023242630385487,
+    "mrr@10": 0.8214285714285714
+   },
+   "superseded": {
+    "n": 3,
+    "hit@5": 0.3333333333333333,
+    "recall@5": 0.3333333333333333,
+    "recall@10": 0.6666666666666666,
+    "mrr@10": 0.20833333333333334,
+    "outranks": 2
+   }
+  }
+ },
+ "candidate_aggregate": {
+  "n_queries": 38,
+  "n_scored": 35,
+  "hit@5": 0.7428571428571429,
+  "recall@5": 0.5580441384012813,
+  "recall@10": 0.631553763696621,
+  "precision@5": 0.2114285714285715,
+  "mrr@10": 0.5235714285714286,
+  "nonsense_clean": "2/3",
+  "superseded_outranks": "2/3",
+  "latency_ms_p50": 1198.3,
+  "latency_ms_p95": 1632.6,
+  "latency_ms_max": 1664.0,
+  "errors": 0,
+  "by_category": {
+   "associative": {
+    "n": 6,
+    "hit@5": 0.6666666666666666,
+    "recall@5": 0.11421911421911422,
+    "recall@10": 0.3146853146853147,
+    "mrr@10": 0.2916666666666667
+   },
+   "exact_rare": {
+    "n": 6,
+    "hit@5": 1.0,
+    "recall@5": 1.0,
+    "recall@10": 1.0,
+    "mrr@10": 1.0
+   },
+   "nonsense": {
+    "n": 3,
+    "clean": 2,
+    "avg_false_positives": 3.3333333333333335
+   },
+   "paraphrase": {
+    "n": 13,
+    "hit@5": 0.6153846153846154,
+    "recall@5": 0.6153846153846154,
+    "recall@10": 0.6153846153846154,
+    "mrr@10": 0.3230769230769231
+   },
+   "phrase": {
+    "n": 7,
+    "hit@5": 1.0,
+    "recall@5": 0.5494614512471656,
+    "recall@10": 0.6023242630385487,
+    "mrr@10": 0.8214285714285714
+   },
+   "superseded": {
+    "n": 3,
+    "hit@5": 0.3333333333333333,
+    "recall@5": 0.3333333333333333,
+    "recall@10": 0.6666666666666666,
+    "mrr@10": 0.20833333333333334,
+    "outranks": 2
+   }
+  }
+ },
+ "repeat_variance": {}
+}
\ No newline at end of file
diff --git a/tools/retrieval-eval/cmp-semseed-vs-execfilter2.json b/tools/retrieval-eval/cmp-semseed-vs-execfilter2.json
new file mode 100644
index 0000000..ab5f714
--- /dev/null
+++ b/tools/retrieval-eval/cmp-semseed-vs-execfilter2.json
@@ -0,0 +1,134 @@
+{
+ "baseline": "semseed",
+ "candidate": "execfilter2",
+ "n_shared_queries": 38,
+ "fixed_by_candidate": [
+  "q10",
+  "q11"
+ ],
+ "broken_by_candidate": [],
+ "discordant": 2,
+ "net_queries": 2,
+ "mcnemar_exact_p": 0.5,
+ "min_detectable_swing_queries": 6,
+ "observed_run_to_run_drift_queries": 0,
+ "noise_floor_queries": 6,
+ "verdict": "no measurable difference",
+ "baseline_aggregate": {
+  "n_queries": 38,
+  "n_scored": 35,
+  "hit@5": 0.6857142857142857,
+  "recall@5": 0.5213459159887731,
+  "recall@10": 0.6027048348476919,
+  "precision@5": 0.18285714285714294,
+  "mrr@10": 0.4608730158730158,
+  "nonsense_clean": "2/3",
+  "superseded_outranks": "2/3",
+  "latency_ms_p50": 1227.1,
+  "latency_ms_p95": 1692.6,
+  "latency_ms_max": 1710.4,
+  "errors": 0,
+  "by_category": {
+   "associative": {
+    "n": 6,
+    "hit@5": 0.6666666666666666,
+    "recall@5": 0.07342657342657344,
+    "recall@10": 0.24825174825174823,
+    "mrr@10": 0.20833333333333334
+   },
+   "exact_rare": {
+    "n": 6,
+    "hit@5": 1.0,
+    "recall@5": 1.0,
+    "recall@10": 1.0,
+    "mrr@10": 1.0
+   },
+   "nonsense": {
+    "n": 3,
+    "clean": 2,
+    "avg_false_positives": 3.3333333333333335
+   },
+   "paraphrase": {
+    "n": 13,
+    "hit@5": 0.6153846153846154,
+    "recall@5": 0.6153846153846154,
+    "recall@10": 0.6153846153846154,
+    "mrr@10": 0.2846153846153846
+   },
+   "phrase": {
+    "n": 7,
+    "hit@5": 0.7142857142857143,
+    "recall@5": 0.40093537414965985,
+    "recall@10": 0.5150226757369615,
+    "mrr@10": 0.6507936507936508
+   },
+   "superseded": {
+    "n": 3,
+    "hit@5": 0.3333333333333333,
+    "recall@5": 0.3333333333333333,
+    "recall@10": 0.6666666666666666,
+    "mrr@10": 0.20833333333333334,
+    "outranks": 2
+   }
+  }
+ },
+ "candidate_aggregate": {
+  "n_queries": 38,
+  "n_scored": 35,
+  "hit@5": 0.7428571428571429,
+  "recall@5": 0.5580441384012813,
+  "recall@10": 0.631553763696621,
+  "precision@5": 0.2114285714285715,
+  "mrr@10": 0.5235714285714286,
+  "nonsense_clean": "2/3",
+  "superseded_outranks": "2/3",
+  "latency_ms_p50": 1198.3,
+  "latency_ms_p95": 1632.6,
+  "latency_ms_max": 1664.0,
+  "errors": 0,
+  "by_category": {
+   "associative": {
+    "n": 6,
+    "hit@5": 0.6666666666666666,
+    "recall@5": 0.11421911421911422,
+    "recall@10": 0.3146853146853147,
+    "mrr@10": 0.2916666666666667
+   },
+   "exact_rare": {
+    "n": 6,
+    "hit@5": 1.0,
+    "recall@5": 1.0,
+    "recall@10": 1.0,
+    "mrr@10": 1.0
+   },
+   "nonsense": {
+    "n": 3,
+    "clean": 2,
+    "avg_false_positives": 3.3333333333333335
+   },
+   "paraphrase": {
+    "n": 13,
+    "hit@5": 0.6153846153846154,
+    "recall@5": 0.6153846153846154,
+    "recall@10": 0.6153846153846154,
+    "mrr@10": 0.3230769230769231
+   },
+   "phrase": {
+    "n": 7,
+    "hit@5": 1.0,
+    "recall@5": 0.5494614512471656,
+    "recall@10": 0.6023242630385487,
+    "mrr@10": 0.8214285714285714
+   },
+   "superseded": {
+    "n": 3,
+    "hit@5": 0.3333333333333333,
+    "recall@5": 0.3333333333333333,
+    "recall@10": 0.6666666666666666,
+    "mrr@10": 0.20833333333333334,
+    "outranks": 2
+   }
+  }
+ },
+ "repeat_variance": {}
+}
\ No newline at end of file
diff --git a/tools/retrieval-eval/results-execfilter.json b/tools/retrieval-eval/results-execfilter.json
new file mode 100644
index 0000000..e37911b
--- /dev/null
+++ b/tools/retrieval-eval/results-execfilter.json
@@ -0,0 +1,959 @@
+{
+ "label": "execfilter",
+ "soul_binary": "/private/tmp/claude-501/-Users-timlingo/82369039-a20e-4b5a-8a5e-28234a57b996/scratchpad/soul-execfilter",
+ "soul_md5": "1b2dbc92a1b96327c54b7fbd8d448336",
+ "corpus": "/Users/timlingo/neuron-eval-corpora/snapshot-pre-repair-20260806-embedded.json",
+ "corpus_nodes": 78768,
+ "corpus_edges": 14214,
+ "gold_set": "/Users/timlingo/Development/neuron-technologies/_wt-bm25lex/tools/retrieval-eval/gold_set.json",
+ "limit": 10,
+ "port": 7931,
+ "wall_clock_s": 50.5,
+ "child_pid": 91170,
+ "child_confirmed_dead": true,
+ "aggregate": {
+  "n_queries": 38,
+  "n_scored": 35,
+  "hit@5": 0.6,
+  "recall@5": 0.41518699554413835,
+  "recall@10": 0.4869109065537637,
+  "precision@5": 0.18285714285714288,
+  "mrr@10": 0.4493197278911565,
+  "nonsense_clean": "2/3",
+  "superseded_outranks": "1/3",
+  "latency_ms_p50": 1183.3,
+  "latency_ms_p95": 1637.5,
+  "latency_ms_max": 1672.5,
+  "errors": 0,
+  "by_category": {
+   "associative": {
+    "n": 6,
+    "hit@5": 0.6666666666666666,
+    "recall@5": 0.11421911421911422,
+    "recall@10": 0.3146853146853147,
+    "mrr@10": 0.2916666666666667
+   },
+   "exact_rare": {
+    "n": 6,
+    "hit@5": 1.0,
+    "recall@5": 1.0,
+    "recall@10": 1.0,
+    "mrr@10": 1.0
+   },
+   "nonsense": {
+    "n": 3,
+    "clean": 2,
+    "avg_false_positives": 3.3333333333333335
+   },
+   "paraphrase": {
+    "n": 13,
+    "hit@5": 0.23076923076923078,
+    "recall@5": 0.23076923076923078,
+    "recall@10": 0.3076923076923077,
+    "mrr@10": 0.12637362637362637
+   },
+   "phrase": {
+    "n": 7,
+    "hit@5": 1.0,
+    "recall@5": 0.5494614512471656,
+    "recall@10": 0.5933956916099773,
+    "mrr@10": 0.8333333333333334
+   },
+   "superseded": {
+    "n": 3,
+    "hit@5": 0.3333333333333333,
+    "recall@5": 0.3333333333333333,
+    "recall@10": 0.3333333333333333,
+    "mrr@10": 0.16666666666666666,
+    "outranks": 1
+   }
+  }
+ },
+ "rows": [
+  {
+   "id": "q01",
+   "category": "exact_rare",
+   "query": "unjailbreakable",
+   "returned": [
+    "mem-7f61beb4-271c-4feb-9f6e-1c9c837a6226"
+   ],
+   "n_returned": 1,
+   "latency_ms": 284.0,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q02",
+   "category": "exact_rare",
+   "query": "engram-migrate",
+   "returned": [
+    "mem-6fdf6545-5e1a-43a9-8bdc-d2cd248146a5",
+    "bl-ba764d70-e9d7-4f62-848f-719cb665f45e",
+    "bl-b28d7256-6f74-4567-bd90-40d0ef2a6d78",
+    "ctx-45bc",
+    "ctx-175f",
+    "ctx-74ed",
+    "ctx-fae1",
+    "kn-efeb4a5b-5aff-4759-8a97-7233099be6ee",
+    "ctx-6677",
+    "imp-dce1da0f-8776-4a9e-972b-33411a7ca138"
+   ],
+   "n_returned": 10,
+   "latency_ms": 320.7,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q03",
+   "category": "exact_rare",
+   "query": "cartabandonedevent",
+   "returned": [
+    "mem-1ba7c67d-85b9-4c2e-9fe2-39f8b0477091"
+   ],
+   "n_returned": 1,
+   "latency_ms": 293.6,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q04",
+   "category": "exact_rare",
+   "query": "pre-apprenticeship",
+   "returned": [
+    "mem-89c02aae-d3ca-43f9-9e5d-eb369896276c"
+   ],
+   "n_returned": 1,
+   "latency_ms": 288.0,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q05",
+   "category": "exact_rare",
+   "query": "inferencenodemanager",
+   "returned": [
+    "mem-73969486-143f-4431-b5e6-6845d1cc9848",
+    "bl-c1765767-3e27-449a-8c94-10411d1eb7c0",
+    "project-Add_inference_url_config_to_Neuron_MCP__Route_summarization_gen_tasks_to_Pantheon__keep_frontier_for_complex_reasoning_"
+   ],
+   "n_returned": 3,
+   "latency_ms": 318.6,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q06",
+   "category": "exact_rare",
+   "query": "clear-eyed",
+   "returned": [
+    "knw-c72597c5-c23d-4c08-8e9e-996dadf26a99"
+   ],
+   "n_returned": 1,
+   "latency_ms": 282.7,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q07",
+   "category": "phrase",
+   "query": "patterns not returns",
+   "returned": [
+    "tag-patterns",
+    "mem-a4a9dfc3-e40b-49b3-b1e1-060e8be2f482",
+    "project-Imprint__system_design__ADRs__tech_strategy__integration_patterns__governance_",
+    "project-Imprint__analysis_patterns__data_storytelling__SQL__dashboards__insight_framing_",
+    "bl-79028eed-c330-4724-9402-734062d13503",
+    "bl-39dad13d-7105-4049-8224-dc3c34fdb1f3",
+    "bl-4ef4d914-da46-4e0f-be78-5219b9547e9f",
+    "bl-7e7c3fdb-4132-487f-aa70-b2cd559cb7f0",
+    "bl-1d32bd54-cf17-4a1f-b235-982d09a36f04",
+    "bl-b8af6601-a8cb-41b5-aef5-ab8a57432dd5"
+   ],
+   "n_returned": 10,
+   "latency_ms": 592.5,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q08",
+   "category": "phrase",
+   "query": "thirty moves",
+   "returned": [
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "knw-d357b6bb-ad8a-4791-b516-426aea45fa5b",
+    "kn-f230b362-b201-4402-9833-4160c89ab3d4",
+    "knw-0087493b-25cd-45b0-bf46-c078c5b49718",
+    "knw-f671966c-3387-4848-abca-b5deec122e00",
+    "knw-ed33e669-0790-44cb-a036-958d605c6fea",
+    "knw-4aebd815-4eaf-49d7-954b-03595f3d48be",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "knw-e94982a2-358d-4f2f-af31-8ee0fcec07c6",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8"
+   ],
+   "n_returned": 10,
+   "latency_ms": 513.6,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 0.1875,
+   "recall@10": 0.3125,
+   "precision@5": 0.6,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q09",
+   "category": "phrase",
+   "query": "Grandma Lucas",
+   "returned": [
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "766de879-f9d0-4a07-b6df-b43ee13763d8",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
+    "bl-33ecccc2-e37f-43db-91b3-c2a86f08aaac",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "art-0f0277a1-4a8e-4645-95dd-fa379976f31c",
+    "kn-f230b362-b201-4402-9833-4160c89ab3d4"
+   ],
+   "n_returned": 10,
+   "latency_ms": 516.8,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 0.3333333333333333,
+   "recall@10": 0.4444444444444444,
+   "precision@5": 0.6,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q10",
+   "category": "phrase",
+   "query": "Directed Harmonic",
+   "returned": [
+    "bl-dcee1887-34c4-4ffa-9119-1e291685ba08",
+    "bl-798d135f-3987-4ccd-8de6-70ca2f358337",
+    "mem-7eeacad7-d7c2-4c2b-8348-19a59aa6dbaf",
+    "bl-680b24a9-edc3-4a9d-847a-bff0b46b568c",
+    "tag-harmonic-design",
+    "bl-92acd4eb-0452-4e8e-9f54-f8cd35170d76",
+    "tag-harmonic-framework",
+    "bl-18a9d1e4-1484-474c-bf6b-c6173212181b",
+    "project-harmonic-framework",
+    "project-harmonic-framework_com"
+   ],
+   "n_returned": 10,
+   "latency_ms": 505.1,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 0.1111111111111111,
+   "recall@10": 0.1111111111111111,
+   "precision@5": 0.2,
+   "mrr@10": 0.3333333333333333
+  },
+  {
+   "id": "q11",
+   "category": "phrase",
+   "query": "Sarah Bishop",
+   "returned": [
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
+    "766de879-f9d0-4a07-b6df-b43ee13763d8",
+    "015644f5-8194-4af0-800d-dd4a0cd71396",
+    "tag-sarah",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "mem-1f32f73a-952c-41bc-96dc-8b8b70d8a7c1",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "mem-a6cb3b8d-d89c-46fc-931d-e90c560783b0",
+    "kn-6061318f-046b-4935-907d-8eafdce14930"
+   ],
+   "n_returned": 10,
+   "latency_ms": 517.0,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.4,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q12",
+   "category": "phrase",
+   "query": "Directed Autonomous Runtime Modification",
+   "returned": [
+    "mem-e6327f52-2bda-4ce7-9471-2fffd1e172de",
+    "bl-31abf75b-998f-4a4f-a6dd-8204119e0451",
+    "mem-82b93b21-a865-410f-9ec1-fc54121d9bb5",
+    "bl-6f99e111-7055-4635-9831-a489747ce418",
+    "bl-145a0985-2382-400f-a7c5-c335c5e30a72",
+    "bl-967536a0-d49d-44fb-8cfb-b31b40bcbfae",
+    "bl-5b17bd3b-0c41-46cb-a710-6fa4429692ff",
+    "bl-8b58d9bc-352b-4842-a7f8-a6254b5d1e25",
+    "2c56a7a9-5323-4ce4-ba09-35836ba15d54",
+    "bl-39cec462-c80c-4970-a3aa-91fe83053bde"
+   ],
+   "n_returned": 10,
+   "latency_ms": 869.6,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 0.21428571428571427,
+   "recall@10": 0.2857142857142857,
+   "precision@5": 0.6,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q13",
+   "category": "phrase",
+   "query": "zero-knowledge encrypted backup",
+   "returned": [
+    "deda48cd-5e1a-46cb-bd43-8016afdb3a8a",
+    "7774a16c-1027-4e3b-a21e-67f1f95a4acd",
+    "bl-ec84b63d-b278-4944-8d7f-4aa7a51c0315",
+    "830ca37a-d334-4e41-ba89-64893dc8d628",
+    "ce9636dc-85a5-4dae-9e07-74ea2fcc6307",
+    "mem-fb44a2fc-7405-41ff-87b3-84643ac07313",
+    "mem-a3c97012-5fa3-4915-a839-2c75c72005e0",
+    "8f3abb0d-77ed-4af3-9f4d-ba62cd198886",
+    "mem-ce88adf9-3f3c-47ac-a7d3-83af7b290e68",
+    "bl-e20944e5-f4a6-44a0-91b1-73d04ebed120"
+   ],
+   "n_returned": 10,
+   "latency_ms": 729.3,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q14",
+   "category": "paraphrase",
+   "query": "the elderly relative who passed while he stayed away",
+   "returned": [
+    "cb070131-dfd4-4a38-91d7-22b1bde164d2",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "knw-d788a210-613b-4c49-9486-88bbc9d4716f",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
+    "mem-a535f205-bc4c-4058-9171-6263c496044a",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "kn-13f60407-7b70-4db1-964f-ea1f8196efbd",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "mem-2265c223-9e19-47b5-b7ba-5e9c2ce1f22c",
+    "knw-729fc901-8335-44c4-9f3a-b150b4aa0915"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1600.2,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q15",
+   "category": "paraphrase",
+   "query": "a soldier sidelined by illness who refused to quit",
+   "returned": [
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
+    "54608b69-78b6-4239-b60f-b8206cfecacc",
+    "kn-13f60407-7b70-4db1-964f-ea1f8196efbd",
+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
+    "kn-a5b3d0ac-f6a1-49a4-aebb-b8b4cd67fe83",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "kn-78db5396-3dbc-4481-bfc7-e4e1422feb1c"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1660.3,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q16",
+   "category": "paraphrase",
+   "query": "choosing an uncomfortable fact over a pleasant fiction",
+   "returned": [
+    "mem-ef878e30-5851-4e82-8588-745415108941",
+    "knw-4aebd815-4eaf-49d7-954b-03595f3d48be",
+    "mem-16efddd1-c43d-4a42-9d78-f54fb82bd277",
+    "knw-8fd9836c-cc39-49df-8d61-babda626cc88",
+    "knw-6fae4d4b-dbe8-45c5-8bd4-21ffd5caa240",
+    "knw-e94982a2-358d-4f2f-af31-8ee0fcec07c6",
+    "knw-d357b6bb-ad8a-4791-b516-426aea45fa5b",
+    "knw-f671966c-3387-4848-abca-b5deec122e00",
+    "knw-ed33e669-0790-44cb-a036-958d605c6fea",
+    "knw-723551f5-1950-42a3-8b89-b6a06913cef0"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1348.9,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q17",
+   "category": "paraphrase",
+   "query": "a tight payload beats a bloated one",
+   "returned": [
+    "bl-680b24a9-edc3-4a9d-847a-bff0b46b568c",
+    "bl-798d135f-3987-4ccd-8de6-70ca2f358337",
+    "kn-2b961d24-7fb9-47c7-9515-e45a24dce39d",
+    "knw-08559f5c-2306-4220-a146-398c74f1643c",
+    "kn-0710e5b4-799d-4a0e-afd3-62d43b38ea37",
+    "knw-f6ed7d00-bf7d-42ce-9e40-77cf3406e918",
+    "knw-723551f5-1950-42a3-8b89-b6a06913cef0",
+    "knw-920c891f-bb8c-48c4-9afc-018ef12dcdc4",
+    "kn-c72bb6db-bd1e-4d37-bded-0399194496f6",
+    "bl-79ce4464-5dd6-49bd-9b0c-9803549d0665"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1069.2,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q18",
+   "category": "paraphrase",
+   "query": "if you are able and nobody is coming the job is yours",
+   "returned": [
+    "bl-4476e856-c567-4b49-8ff7-d7dca3e5715e",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "a1000001-0000-0000-0000-000000000010",
+    "a1000001-0000-0000-0000-000000000009",
+    "bl-448bc514-c2f1-4520-a9b1-1f3a73678d26",
+    "a1000001-0000-0000-0000-000000000012",
+    "43098881-e044-482b-8e92-471728a8ba8b",
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
+    "mem-e5cc63c0-8701-49d6-855a-e387fe087771",
+    "a1000001-0000-0000-0000-000000000001"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1411.7,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q19",
+   "category": "paraphrase",
+   "query": "learning is the wealth creditors cannot seize",
+   "returned": [
+    "knw-7902acca-604e-409b-8faf-ad85424211d0",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
+    "kn-f230b362-b201-4402-9833-4160c89ab3d4",
+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
+    "knw-ed33e669-0790-44cb-a036-958d605c6fea",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "4f698ae6-c40e-464e-9798-50350991a188",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "knw-0087493b-25cd-45b0-bf46-c078c5b49718",
+    "knw-23c27d3b-e0d2-43a8-a80c-0a44477ae18a"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1273.3,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q20",
+   "category": "paraphrase",
+   "query": "reliability proven by track record not assertion",
+   "returned": [
+    "mem-cde58b77-50d3-4bac-9581-e70a4c02c015",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "mem-8d699e2c-ac2a-4742-bb62-b6da00f4b10e",
+    "knw-4aebd815-4eaf-49d7-954b-03595f3d48be",
+    "mem-53d6adf0-cd08-4707-a237-daa5e65c7298",
+    "knw-6b48dce2-f21c-452a-9db5-4e6aa61c87ca",
+    "bl-ef2bac68-e119-4139-b529-c7a1404ae3ac",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "mem-23d22bc1-a097-446b-8f11-8aff099e0b76",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1600.8,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q21",
+   "category": "paraphrase",
+   "query": "boundaries that enable instead of confine",
+   "returned": [
+    "bl-8dd70cac-866d-4ff2-b9fe-b4b3c5f094bb",
+    "bl-2515d870-e35e-443b-ba20-5150bbc73fed",
+    "bl-0e8f4880-7b24-43aa-aed9-ad4d9fc73ff8",
+    "bl-8848929a-a23a-46bc-a2c7-fe3a3bc1cddf",
+    "bl-205141ad-b2a0-4d93-86d0-89eb0723e1bd",
+    "bl-e93858c4-7cac-4b1a-bb62-490790d4c3f3",
+    "bl-34f51ddb-a840-459f-a248-94214f5febb6",
+    "bl-286b562a-5299-40e0-a32a-afa9cbdfe995",
+    "mem-8fccaeaa-816c-455d-b40e-b9ffb7c52427",
+    "bl-ac94aab1-60a0-48d6-bfe0-db80a94810b5"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1389.8,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q22",
+   "category": "paraphrase",
+   "query": "what shifts tells you where to cut a system apart",
+   "returned": [
+    "5a2c118a-87bd-4239-97a7-9e02c5991983",
+    "kn-78db5396-3dbc-4481-bfc7-e4e1422feb1c",
+    "mem-ef878e30-5851-4e82-8588-745415108941",
+    "knw-12b4b913-7a25-4b0d-844c-504c01d6725e",
+    "knw-723551f5-1950-42a3-8b89-b6a06913cef0",
+    "knw-9707256e-ed44-4042-bd88-f90fa514e1cf",
+    "kn-22d77abe-b3c5-42fd-afcd-dcb87d924929",
+    "knw-0087493b-25cd-45b0-bf46-c078c5b49718",
+    "kn-ac3fa61f-5689-4fbe-8a42-eae016d524c2",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1637.5,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q23",
+   "category": "paraphrase",
+   "query": "a mind that compounds instead of resetting each day",
+   "returned": [
+    "bl-8dd70cac-866d-4ff2-b9fe-b4b3c5f094bb",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "a0edad47-5f77-4fc3-a546-1e85f8c68e77",
+    "8cbb60c5-4999-4ec1-8682-2592aedc4249",
+    "96497334-b18f-495c-9228-eeb8182bdc38",
+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
+    "knw-ed33e669-0790-44cb-a036-958d605c6fea",
+    "kn-78db5396-3dbc-4481-bfc7-e4e1422feb1c",
+    "d0434bdc-c75d-40ef-a989-bba4fa271a7c",
+    "ctx-4a41"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1499.3,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q24",
+   "category": "paraphrase",
+   "query": "loved for the unedited self and not the polished exterior",
+   "returned": [
+    "bl-87c93185-b2bf-40af-ae23-3c830c007abf",
+    "knw-f9ce17a7-17fc-431f-8f23-695b670ec4fa",
+    "077d064f-3489-4c05-9aca-3782f96b51db",
+    "knw-2c46cfb4-6d4e-4822-8a1a-7d743c1e4329",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
+    "mem-da21c52c-04a5-4f92-8fba-f10aac47e027",
+    "knw-920c891f-bb8c-48c4-9afc-018ef12dcdc4",
+    "kn-66a21179-2adc-4b19-a109-880cf4674d7d",
+    "a1000001-0000-0000-0000-000000000001"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1542.4,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q25",
+   "category": "paraphrase",
+   "query": "cheerfulness you arrive at instead of assuming",
+   "returned": [
+    "mem-82158b02-a180-435d-84f0-0b7ce37511b4",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "e4f27651-52c5-43fd-aff3-61d31685b3cd",
+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
+    "mem-5624ec9d-62ba-4aba-8a3d-6afec6c09dd4",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "bl-e98cdd4c-01b5-459e-9036-3578cd5d975a",
+    "a1000001-0000-0000-0000-000000000009",
+    "mem-154c3ec1-061c-4314-9e5f-50dc9b9422bc",
+    "kn-13f60407-7b70-4db1-964f-ea1f8196efbd"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1230.5,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q26",
+   "category": "paraphrase",
+   "query": "a childhood offering no solid foundation to inherit",
+   "returned": [
+    "bl-3f57bc69-7285-4f4a-a861-2de52efca058",
+    "kn-f230b362-b201-4402-9833-4160c89ab3d4",
+    "bl-0d8c5dfa-e163-4fef-a58b-56b0d076c5a8",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "mem-b99efff0-00e6-40c8-9c5b-730330eef33b",
+    "kn-5b606390-a52d-4ca2-8e0e-eba141d13440",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "36fa5506-de96-4964-8666-42bbb5dac336",
+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1343.9,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 1.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.14285714285714285
+  },
+  {
+   "id": "q27",
+   "category": "associative",
+   "query": "Grandma Lucas stroke February 2006 goodbye window",
+   "returned": [
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "bl-33ecccc2-e37f-43db-91b3-c2a86f08aaac",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
+    "knw-f671966c-3387-4848-abca-b5deec122e00",
+    "kn-e0423482-cfa5-4796-8689-8495c93b66bc",
+    "kn-78db5396-3dbc-4481-bfc7-e4e1422feb1c",
+    "kn-6061318f-046b-4935-907d-8eafdce14930"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1443.2,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 0.18181818181818182,
+   "recall@10": 0.5454545454545454,
+   "precision@5": 0.4,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q28",
+   "category": "associative",
+   "query": "Marines hernia sepsis medical ward",
+   "returned": [
+    "bl-33ecccc2-e37f-43db-91b3-c2a86f08aaac",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "015644f5-8194-4af0-800d-dd4a0cd71396",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
+    "kn-f230b362-b201-4402-9833-4160c89ab3d4",
+    "kn-78db5396-3dbc-4481-bfc7-e4e1422feb1c",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
+    "kn-a5b3d0ac-f6a1-49a4-aebb-b8b4cd67fe83"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1110.5,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 0.23076923076923078,
+   "recall@10": 0.6153846153846154,
+   "precision@5": 0.6,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q29",
+   "category": "associative",
+   "query": "Sarah Bishop Dyer trailer performance",
+   "returned": [
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
+    "project-trailer-park-paladins",
+    "015644f5-8194-4af0-800d-dd4a0cd71396",
+    "knw-528dbc37-eabc-4b75-a7a5-65bf38d6018a",
+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
+    "kn-78db5396-3dbc-4481-bfc7-e4e1422feb1c",
+    "kn-6061318f-046b-4935-907d-8eafdce14930"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1183.3,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 0.18181818181818182,
+   "recall@10": 0.5454545454545454,
+   "precision@5": 0.4,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q30",
+   "category": "associative",
+   "query": "Swarm Architecture containment lateral worker",
+   "returned": [
+    "bl-0fac287f-f4c0-4f15-bc4d-ff7f8a7af3ae",
+    "bl-9bde67c1-f0ba-4c3a-8fe5-de0deee0ce43",
+    "bl-2515d870-e35e-443b-ba20-5150bbc73fed",
+    "kn-a5b3d0ac-f6a1-49a4-aebb-b8b4cd67fe83",
+    "kn-b36902cc-0b05-44ba-9aa7-800e5dea9ca9",
+    "bl-bea7473c-c687-414c-9c0b-00c509a616c1",
+    "bl-fc6fcb0b-9e4b-40bf-8e88-dbfe4e27c31a",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "mem-ab34c2f7-3243-424b-affa-25555f6cf9cc",
+    "015644f5-8194-4af0-800d-dd4a0cd71396"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1194.6,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q31",
+   "category": "associative",
+   "query": "hope won inside the narrative preface",
+   "returned": [
+    "kn-e0423482-cfa5-4796-8689-8495c93b66bc",
+    "knw-e94982a2-358d-4f2f-af31-8ee0fcec07c6",
+    "bl-2b00aeb0-c0fa-4a9f-8f30-4207e98b3d52",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "kn-5b606390-a52d-4ca2-8e0e-eba141d13440",
+    "knw-723551f5-1950-42a3-8b89-b6a06913cef0",
+    "knw-8fd9836c-cc39-49df-8d61-babda626cc88",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "bl-9773fd67-2ac8-42cd-bea0-702e85f4565e",
+    "knw-920c891f-bb8c-48c4-9afc-018ef12dcdc4"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1208.3,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 0.09090909090909091,
+   "recall@10": 0.18181818181818182,
+   "precision@5": 0.2,
+   "mrr@10": 0.25
+  },
+  {
+   "id": "q32",
+   "category": "associative",
+   "query": "man of the house six years old expectation",
+   "returned": [
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "knw-729fc901-8335-44c4-9f3a-b150b4aa0915",
+    "knw-d357b6bb-ad8a-4791-b516-426aea45fa5b",
+    "knw-528dbc37-eabc-4b75-a7a5-65bf38d6018a",
+    "knw-35940684-abc4-42f0-b942-818f66b1f69a",
+    "knw-473f3f24-20f6-4f39-8589-3709538eb6ac",
+    "?Z?<S???K ?",
+    "knw-7902acca-604e-409b-8faf-ad85424211d0",
+    "'?T?a\"B~-?8",
+    "kn-6061318f-046b-4935-907d-8eafdce14930"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1432.9,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q33",
+   "category": "nonsense",
+   "query": "zqxjvw plimforth grebulon",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 730.1,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q34",
+   "category": "nonsense",
+   "query": "flarnbistle quommetry",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 501.9,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q35",
+   "category": "nonsense",
+   "query": "xxqzzt vurblenacht throom",
+   "returned": [
+    "bl-4476e856-c567-4b49-8ff7-d7dca3e5715e",
+    "knw-6b48dce2-f21c-452a-9db5-4e6aa61c87ca",
+    "knw-920c891f-bb8c-48c4-9afc-018ef12dcdc4",
+    "8cbb60c5-4999-4ec1-8682-2592aedc4249",
+    "knw-723551f5-1950-42a3-8b89-b6a06913cef0",
+    "knw-08559f5c-2306-4220-a146-398c74f1643c",
+    "015644f5-8194-4af0-800d-dd4a0cd71396",
+    "knw-f9ce17a7-17fc-431f-8f23-695b670ec4fa",
+    "knw-0087493b-25cd-45b0-bf46-c078c5b49718",
+    "kn-efeb4a5b-5aff-4759-8a97-7233099be6ee"
+   ],
+   "n_returned": 10,
+   "latency_ms": 738.2,
+   "error": null,
+   "clean": false,
+   "false_positives": 10
+  },
+  {
+   "id": "q36",
+   "category": "superseded",
+   "query": "is the self-improvement architecture called DARMA or DHARMA",
+   "returned": [
+    "mem-f3b37427-b7d1-4f7e-b32c-0241a20ce8da",
+    "mem-80d7416b-20e9-48a0-b176-b215527e2f56",
+    "tag-__darma____cgi____patents____self-improvement____character-preservation____autonomous____architecture__",
+    "kn-b7e98d63-8b83-4911-b4d0-990602a7f575",
+    "tag-__darma____cgi____patents____self-improvement____character-preservation____autonomous____kotlin____architecture__",
+    "knw-e047bb42-dc5b-4383-9e88-e508dc03abe3",
+    "mem-e6327f52-2bda-4ce7-9471-2fffd1e172de",
+    "bl-5b17bd3b-0c41-46cb-a710-6fa4429692ff",
+    "mem-82b93b21-a865-410f-9ec1-fc54121d9bb5",
+    "bl-145a0985-2382-400f-a7c5-c335c5e30a72"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1308.1,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.5,
+   "outranks": true,
+   "rank_correct": 2,
+   "rank_stale": 8
+  },
+  {
+   "id": "q37",
+   "category": "superseded",
+   "query": "how many provisional patents does Will actually have",
+   "returned": [
+    "mem-6f0b2b45-90c1-4356-ac01-3daac05b09c8",
+    "015644f5-8194-4af0-800d-dd4a0cd71396",
+    "13705072-4515-4124-963d-083af490494f",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "a1000001-0000-0000-0000-000000000002",
+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
+    "7ac62daa-2eac-4c7a-a97e-e4203fc1b57b",
+    "kn-5b606390-a52d-4ca2-8e0e-eba141d13440",
+    "2aedba58-a4a3-4d14-b0db-fb59f976803f",
+    "a1000001-0000-0000-0000-000000000003"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1672.5,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0,
+   "outranks": false,
+   "rank_correct": null,
+   "rank_stale": null
+  },
+  {
+   "id": "q38",
+   "category": "superseded",
+   "query": "is MCP still the live integration layer",
+   "returned": [
+    "5fcba804-eb5b-48ec-82da-146b1c6bb50d",
+    "bl-c8c19362-430b-4817-9cf4-9e85e0099c64",
+    "bl-c5c6571e-118f-47c7-8cbb-3ed0ebf64a51",
+    "ctx-3a55",
+    "86228228-7adf-41fb-b4c4-9ceea87953ae",
+    "bl-4f7b651b-6b33-449c-8a3b-cfce12ce984b",
+    "mem-3a2cf162-d93b-4f29-86f2-5066fb7fe1f5",
+    "ctx-60cc",
+    "e936ea19-b63f-47ac-aee2-95c40451e15d",
+    "ctx-b5e8"
+   ],
+   "n_returned": 10,
+   "latency_ms": 999.3,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0,
+   "outranks": false,
+   "rank_correct": null,
+   "rank_stale": null
+  }
+ ]
+}
\ No newline at end of file
diff --git a/tools/retrieval-eval/results-execfilter2.json b/tools/retrieval-eval/results-execfilter2.json
new file mode 100644
index 0000000..9b6d65b
--- /dev/null
+++ b/tools/retrieval-eval/results-execfilter2.json
@@ -0,0 +1,959 @@
+{
+ "label": "execfilter2",
+ "soul_binary": "/private/tmp/claude-501/-Users-timlingo/82369039-a20e-4b5a-8a5e-28234a57b996/scratchpad/soul-execfilter2",
+ "soul_md5": "df2c75b74717fa40de2dd17a5bff46b5",
+ "corpus": "/Users/timlingo/neuron-eval-corpora/snapshot-pre-repair-20260806-embedded.json",
+ "corpus_nodes": 78768,
+ "corpus_edges": 14214,
+ "gold_set": "/Users/timlingo/Development/neuron-technologies/_wt-bm25lex/tools/retrieval-eval/gold_set.json",
+ "limit": 10,
+ "port": 7932,
+ "wall_clock_s": 50.6,
+ "child_pid": 91409,
+ "child_confirmed_dead": true,
+ "aggregate": {
+  "n_queries": 38,
+  "n_scored": 35,
+  "hit@5": 0.7428571428571429,
+  "recall@5": 0.5580441384012813,
+  "recall@10": 0.631553763696621,
+  "precision@5": 0.2114285714285715,
+  "mrr@10": 0.5235714285714286,
+  "nonsense_clean": "2/3",
+  "superseded_outranks": "2/3",
+  "latency_ms_p50": 1198.3,
+  "latency_ms_p95": 1632.6,
+  "latency_ms_max": 1664.0,
+  "errors": 0,
+  "by_category": {
+   "associative": {
+    "n": 6,
+    "hit@5": 0.6666666666666666,
+    "recall@5": 0.11421911421911422,
+    "recall@10": 0.3146853146853147,
+    "mrr@10": 0.2916666666666667
+   },
+   "exact_rare": {
+    "n": 6,
+    "hit@5": 1.0,
+    "recall@5": 1.0,
+    "recall@10": 1.0,
+    "mrr@10": 1.0
+   },
+   "nonsense": {
+    "n": 3,
+    "clean": 2,
+    "avg_false_positives": 3.3333333333333335
+   },
+   "paraphrase": {
+    "n": 13,
+    "hit@5": 0.6153846153846154,
+    "recall@5": 0.6153846153846154,
+    "recall@10": 0.6153846153846154,
+    "mrr@10": 0.3230769230769231
+   },
+   "phrase": {
+    "n": 7,
+    "hit@5": 1.0,
+    "recall@5": 0.5494614512471656,
+    "recall@10": 0.6023242630385487,
+    "mrr@10": 0.8214285714285714
+   },
+   "superseded": {
+    "n": 3,
+    "hit@5": 0.3333333333333333,
+    "recall@5": 0.3333333333333333,
+    "recall@10": 0.6666666666666666,
+    "mrr@10": 0.20833333333333334,
+    "outranks": 2
+   }
+  }
+ },
+ "rows": [
+  {
+   "id": "q01",
+   "category": "exact_rare",
+   "query": "unjailbreakable",
+   "returned": [
+    "mem-7f61beb4-271c-4feb-9f6e-1c9c837a6226"
+   ],
+   "n_returned": 1,
+   "latency_ms": 289.3,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q02",
+   "category": "exact_rare",
+   "query": "engram-migrate",
+   "returned": [
+    "mem-6fdf6545-5e1a-43a9-8bdc-d2cd248146a5",
+    "bl-ba764d70-e9d7-4f62-848f-719cb665f45e",
+    "mem-22fe5ec8-ae0d-4583-a05c-d1ef50353257",
+    "bl-b28d7256-6f74-4567-bd90-40d0ef2a6d78",
+    "project-engram",
+    "ctx-45bc",
+    "project-engram-lang",
+    "ctx-175f",
+    "mem-60778715-758c-4677-933d-fc39b8f94152",
+    "ctx-74ed"
+   ],
+   "n_returned": 10,
+   "latency_ms": 324.1,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q03",
+   "category": "exact_rare",
+   "query": "cartabandonedevent",
+   "returned": [
+    "mem-1ba7c67d-85b9-4c2e-9fe2-39f8b0477091"
+   ],
+   "n_returned": 1,
+   "latency_ms": 291.3,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q04",
+   "category": "exact_rare",
+   "query": "pre-apprenticeship",
+   "returned": [
+    "mem-89c02aae-d3ca-43f9-9e5d-eb369896276c"
+   ],
+   "n_returned": 1,
+   "latency_ms": 288.4,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q05",
+   "category": "exact_rare",
+   "query": "inferencenodemanager",
+   "returned": [
+    "mem-73969486-143f-4431-b5e6-6845d1cc9848",
+    "bl-c1765767-3e27-449a-8c94-10411d1eb7c0",
+    "project-Add_inference_url_config_to_Neuron_MCP__Route_summarization_gen_tasks_to_Pantheon__keep_frontier_for_complex_reasoning_"
+   ],
+   "n_returned": 3,
+   "latency_ms": 310.4,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q06",
+   "category": "exact_rare",
+   "query": "clear-eyed",
+   "returned": [
+    "knw-c72597c5-c23d-4c08-8e9e-996dadf26a99"
+   ],
+   "n_returned": 1,
+   "latency_ms": 307.2,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q07",
+   "category": "phrase",
+   "query": "patterns not returns",
+   "returned": [
+    "tag-patterns",
+    "mem-a4a9dfc3-e40b-49b3-b1e1-060e8be2f482",
+    "project-Imprint__system_design__ADRs__tech_strategy__integration_patterns__governance_",
+    "project-Imprint__analysis_patterns__data_storytelling__SQL__dashboards__insight_framing_",
+    "bl-79028eed-c330-4724-9402-734062d13503",
+    "bl-39dad13d-7105-4049-8224-dc3c34fdb1f3",
+    "bl-4ef4d914-da46-4e0f-be78-5219b9547e9f",
+    "bl-7e7c3fdb-4132-487f-aa70-b2cd559cb7f0",
+    "bl-1d32bd54-cf17-4a1f-b235-982d09a36f04",
+    "bl-b8af6601-a8cb-41b5-aef5-ab8a57432dd5"
+   ],
+   "n_returned": 10,
+   "latency_ms": 591.0,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q08",
+   "category": "phrase",
+   "query": "thirty moves",
+   "returned": [
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "knw-7902acca-604e-409b-8faf-ad85424211d0",
+    "knw-d357b6bb-ad8a-4791-b516-426aea45fa5b",
+    "kn-f230b362-b201-4402-9833-4160c89ab3d4",
+    "knw-0087493b-25cd-45b0-bf46-c078c5b49718",
+    "knw-f671966c-3387-4848-abca-b5deec122e00",
+    "knw-ed33e669-0790-44cb-a036-958d605c6fea",
+    "knw-4aebd815-4eaf-49d7-954b-03595f3d48be",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "knw-e94982a2-358d-4f2f-af31-8ee0fcec07c6"
+   ],
+   "n_returned": 10,
+   "latency_ms": 521.1,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 0.1875,
+   "recall@10": 0.375,
+   "precision@5": 0.6,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q09",
+   "category": "phrase",
+   "query": "Grandma Lucas",
+   "returned": [
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "766de879-f9d0-4a07-b6df-b43ee13763d8",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
+    "bl-33ecccc2-e37f-43db-91b3-c2a86f08aaac",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "art-0f0277a1-4a8e-4645-95dd-fa379976f31c",
+    "kn-f230b362-b201-4402-9833-4160c89ab3d4"
+   ],
+   "n_returned": 10,
+   "latency_ms": 537.7,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 0.3333333333333333,
+   "recall@10": 0.4444444444444444,
+   "precision@5": 0.6,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q10",
+   "category": "phrase",
+   "query": "Directed Harmonic",
+   "returned": [
+    "bl-dcee1887-34c4-4ffa-9119-1e291685ba08",
+    "project-harmonic-framework",
+    "bl-798d135f-3987-4ccd-8de6-70ca2f358337",
+    "mem-7eeacad7-d7c2-4c2b-8348-19a59aa6dbaf",
+    "project-harmonic-framework_com",
+    "bl-680b24a9-edc3-4a9d-847a-bff0b46b568c",
+    "tag-harmonic-design",
+    "bl-92acd4eb-0452-4e8e-9f54-f8cd35170d76",
+    "tag-harmonic-framework",
+    "bl-18a9d1e4-1484-474c-bf6b-c6173212181b"
+   ],
+   "n_returned": 10,
+   "latency_ms": 503.2,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 0.1111111111111111,
+   "recall@10": 0.1111111111111111,
+   "precision@5": 0.2,
+   "mrr@10": 0.25
+  },
+  {
+   "id": "q11",
+   "category": "phrase",
+   "query": "Sarah Bishop",
+   "returned": [
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
+    "766de879-f9d0-4a07-b6df-b43ee13763d8",
+    "015644f5-8194-4af0-800d-dd4a0cd71396",
+    "tag-sarah",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "mem-1f32f73a-952c-41bc-96dc-8b8b70d8a7c1",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "mem-a6cb3b8d-d89c-46fc-931d-e90c560783b0",
+    "kn-6061318f-046b-4935-907d-8eafdce14930"
+   ],
+   "n_returned": 10,
+   "latency_ms": 517.3,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.4,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q12",
+   "category": "phrase",
+   "query": "Directed Autonomous Runtime Modification",
+   "returned": [
+    "mem-e6327f52-2bda-4ce7-9471-2fffd1e172de",
+    "bl-31abf75b-998f-4a4f-a6dd-8204119e0451",
+    "mem-82b93b21-a865-410f-9ec1-fc54121d9bb5",
+    "bl-6f99e111-7055-4635-9831-a489747ce418",
+    "bl-145a0985-2382-400f-a7c5-c335c5e30a72",
+    "bl-5b17bd3b-0c41-46cb-a710-6fa4429692ff",
+    "bl-967536a0-d49d-44fb-8cfb-b31b40bcbfae",
+    "bl-8b58d9bc-352b-4842-a7f8-a6254b5d1e25",
+    "2c56a7a9-5323-4ce4-ba09-35836ba15d54",
+    "bl-39cec462-c80c-4970-a3aa-91fe83053bde"
+   ],
+   "n_returned": 10,
+   "latency_ms": 869.8,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 0.21428571428571427,
+   "recall@10": 0.2857142857142857,
+   "precision@5": 0.6,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q13",
+   "category": "phrase",
+   "query": "zero-knowledge encrypted backup",
+   "returned": [
+    "deda48cd-5e1a-46cb-bd43-8016afdb3a8a",
+    "8f3abb0d-77ed-4af3-9f4d-ba62cd198886",
+    "7774a16c-1027-4e3b-a21e-67f1f95a4acd",
+    "?",
+    "bl-ec84b63d-b278-4944-8d7f-4aa7a51c0315",
+    "?",
+    "830ca37a-d334-4e41-ba89-64893dc8d628",
+    "?",
+    "ce9636dc-85a5-4dae-9e07-74ea2fcc6307",
+    "?"
+   ],
+   "n_returned": 10,
+   "latency_ms": 732.5,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q14",
+   "category": "paraphrase",
+   "query": "the elderly relative who passed while he stayed away",
+   "returned": [
+    "cb070131-dfd4-4a38-91d7-22b1bde164d2",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "knw-d788a210-613b-4c49-9486-88bbc9d4716f",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
+    "mem-a535f205-bc4c-4058-9171-6263c496044a",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "kn-13f60407-7b70-4db1-964f-ea1f8196efbd",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "mem-2265c223-9e19-47b5-b7ba-5e9c2ce1f22c",
+    "knw-729fc901-8335-44c4-9f3a-b150b4aa0915"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1594.8,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q15",
+   "category": "paraphrase",
+   "query": "a soldier sidelined by illness who refused to quit",
+   "returned": [
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
+    "54608b69-78b6-4239-b60f-b8206cfecacc",
+    "kn-13f60407-7b70-4db1-964f-ea1f8196efbd",
+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
+    "kn-a5b3d0ac-f6a1-49a4-aebb-b8b4cd67fe83",
+    "kn-6061318f-046b-4935-907d-8eafdce14930"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1664.0,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 1.0
+  },
+  {
+   "id": "q16",
+   "category": "paraphrase",
+   "query": "choosing an uncomfortable fact over a pleasant fiction",
+   "returned": [
+    "mem-ef878e30-5851-4e82-8588-745415108941",
+    "kn-13f60407-7b70-4db1-964f-ea1f8196efbd",
+    "knw-4aebd815-4eaf-49d7-954b-03595f3d48be",
+    "mem-16efddd1-c43d-4a42-9d78-f54fb82bd277",
+    "knw-8fd9836c-cc39-49df-8d61-babda626cc88",
+    "knw-6fae4d4b-dbe8-45c5-8bd4-21ffd5caa240",
+    "knw-e94982a2-358d-4f2f-af31-8ee0fcec07c6",
+    "knw-d357b6bb-ad8a-4791-b516-426aea45fa5b",
+    "knw-f671966c-3387-4848-abca-b5deec122e00",
+    "knw-ed33e669-0790-44cb-a036-958d605c6fea"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1348.7,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q17",
+   "category": "paraphrase",
+   "query": "a tight payload beats a bloated one",
+   "returned": [
+    "bl-680b24a9-edc3-4a9d-847a-bff0b46b568c",
+    "bl-798d135f-3987-4ccd-8de6-70ca2f358337",
+    "kn-2b961d24-7fb9-47c7-9515-e45a24dce39d",
+    "knw-08559f5c-2306-4220-a146-398c74f1643c",
+    "kn-0710e5b4-799d-4a0e-afd3-62d43b38ea37",
+    "knw-f6ed7d00-bf7d-42ce-9e40-77cf3406e918",
+    "knw-723551f5-1950-42a3-8b89-b6a06913cef0",
+    "knw-920c891f-bb8c-48c4-9afc-018ef12dcdc4",
+    "kn-c72bb6db-bd1e-4d37-bded-0399194496f6",
+    "bl-79ce4464-5dd6-49bd-9b0c-9803549d0665"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1092.8,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q18",
+   "category": "paraphrase",
+   "query": "if you are able and nobody is coming the job is yours",
+   "returned": [
+    "bl-4476e856-c567-4b49-8ff7-d7dca3e5715e",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "a1000001-0000-0000-0000-000000000010",
+    "a1000001-0000-0000-0000-000000000009",
+    "bl-448bc514-c2f1-4520-a9b1-1f3a73678d26",
+    "a1000001-0000-0000-0000-000000000012",
+    "43098881-e044-482b-8e92-471728a8ba8b",
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
+    "mem-e5cc63c0-8701-49d6-855a-e387fe087771",
+    "a1000001-0000-0000-0000-000000000001"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1410.6,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q19",
+   "category": "paraphrase",
+   "query": "learning is the wealth creditors cannot seize",
+   "returned": [
+    "knw-7902acca-604e-409b-8faf-ad85424211d0",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
+    "kn-f230b362-b201-4402-9833-4160c89ab3d4",
+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
+    "knw-ed33e669-0790-44cb-a036-958d605c6fea",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "4f698ae6-c40e-464e-9798-50350991a188",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "knw-0087493b-25cd-45b0-bf46-c078c5b49718",
+    "knw-23c27d3b-e0d2-43a8-a80c-0a44477ae18a"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1264.1,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q20",
+   "category": "paraphrase",
+   "query": "reliability proven by track record not assertion",
+   "returned": [
+    "mem-cde58b77-50d3-4bac-9581-e70a4c02c015",
+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "mem-8d699e2c-ac2a-4742-bb62-b6da00f4b10e",
+    "knw-f671966c-3387-4848-abca-b5deec122e00",
+    "knw-4aebd815-4eaf-49d7-954b-03595f3d48be",
+    "mem-53d6adf0-cd08-4707-a237-daa5e65c7298",
+    "a708dd6e-fe73-4f2f-a21e-89daa0985487",
+    "knw-6b48dce2-f21c-452a-9db5-4e6aa61c87ca",
+    "bl-ef2bac68-e119-4139-b529-c7a1404ae3ac"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1604.8,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q21",
+   "category": "paraphrase",
+   "query": "boundaries that enable instead of confine",
+   "returned": [
+    "bl-8dd70cac-866d-4ff2-b9fe-b4b3c5f094bb",
+    "kn-a5b3d0ac-f6a1-49a4-aebb-b8b4cd67fe83",
+    "bl-2515d870-e35e-443b-ba20-5150bbc73fed",
+    "bl-0e8f4880-7b24-43aa-aed9-ad4d9fc73ff8",
+    "project-Source_kn-6f248a50__Add_containment_rules__convergence__location-independence__failure_modes_",
+    "bl-8848929a-a23a-46bc-a2c7-fe3a3bc1cddf",
+    "bl-205141ad-b2a0-4d93-86d0-89eb0723e1bd",
+    "bl-e93858c4-7cac-4b1a-bb62-490790d4c3f3",
+    "bl-34f51ddb-a840-459f-a248-94214f5febb6",
+    "bl-286b562a-5299-40e0-a32a-afa9cbdfe995"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1374.4,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q22",
+   "category": "paraphrase",
+   "query": "what shifts tells you where to cut a system apart",
+   "returned": [
+    "5a2c118a-87bd-4239-97a7-9e02c5991983",
+    "kn-78db5396-3dbc-4481-bfc7-e4e1422feb1c",
+    "mem-ef878e30-5851-4e82-8588-745415108941",
+    "knw-12b4b913-7a25-4b0d-844c-504c01d6725e",
+    "knw-723551f5-1950-42a3-8b89-b6a06913cef0",
+    "knw-9707256e-ed44-4042-bd88-f90fa514e1cf",
+    "kn-22d77abe-b3c5-42fd-afcd-dcb87d924929",
+    "knw-0087493b-25cd-45b0-bf46-c078c5b49718",
+    "kn-ac3fa61f-5689-4fbe-8a42-eae016d524c2",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1632.6,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q23",
+   "category": "paraphrase",
+   "query": "a mind that compounds instead of resetting each day",
+   "returned": [
+    "bl-8dd70cac-866d-4ff2-b9fe-b4b3c5f094bb",
+    "mem-b43f6ef4-2f5a-418d-b5ce-3f21520cf6b8",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "a0edad47-5f77-4fc3-a546-1e85f8c68e77",
+    "a1000001-0000-0000-0000-000000000001",
+    "8cbb60c5-4999-4ec1-8682-2592aedc4249",
+    "96497334-b18f-495c-9228-eeb8182bdc38",
+    "mem-024598a9-ed2e-4eeb-b1e1-5410856ff132",
+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
+    "knw-ed33e669-0790-44cb-a036-958d605c6fea"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1481.7,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q24",
+   "category": "paraphrase",
+   "query": "loved for the unedited self and not the polished exterior",
+   "returned": [
+    "bl-87c93185-b2bf-40af-ae23-3c830c007abf",
+    "knw-f9ce17a7-17fc-431f-8f23-695b670ec4fa",
+    "077d064f-3489-4c05-9aca-3782f96b51db",
+    "knw-2c46cfb4-6d4e-4822-8a1a-7d743c1e4329",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
+    "mem-da21c52c-04a5-4f92-8fba-f10aac47e027",
+    "knw-920c891f-bb8c-48c4-9afc-018ef12dcdc4",
+    "kn-66a21179-2adc-4b19-a109-880cf4674d7d",
+    "a1000001-0000-0000-0000-000000000001"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1525.5,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q25",
+   "category": "paraphrase",
+   "query": "cheerfulness you arrive at instead of assuming",
+   "returned": [
+    "mem-82158b02-a180-435d-84f0-0b7ce37511b4",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "e4f27651-52c5-43fd-aff3-61d31685b3cd",
+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
+    "mem-5624ec9d-62ba-4aba-8a3d-6afec6c09dd4",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "bl-e98cdd4c-01b5-459e-9036-3578cd5d975a",
+    "a1000001-0000-0000-0000-000000000009",
+    "mem-154c3ec1-061c-4314-9e5f-50dc9b9422bc",
+    "kn-13f60407-7b70-4db1-964f-ea1f8196efbd"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1233.0,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q26",
+   "category": "paraphrase",
+   "query": "a childhood offering no solid foundation to inherit",
+   "returned": [
+    "bl-3f57bc69-7285-4f4a-a861-2de52efca058",
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
+    "kn-f230b362-b201-4402-9833-4160c89ab3d4",
+    "bl-0d8c5dfa-e163-4fef-a58b-56b0d076c5a8",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "mem-b99efff0-00e6-40c8-9c5b-730330eef33b",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "kn-5b606390-a52d-4ca2-8e0e-eba141d13440",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1344.3,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.2
+  },
+  {
+   "id": "q27",
+   "category": "associative",
+   "query": "Grandma Lucas stroke February 2006 goodbye window",
+   "returned": [
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "bl-33ecccc2-e37f-43db-91b3-c2a86f08aaac",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
+    "knw-f671966c-3387-4848-abca-b5deec122e00",
+    "kn-e0423482-cfa5-4796-8689-8495c93b66bc",
+    "kn-78db5396-3dbc-4481-bfc7-e4e1422feb1c",
+    "kn-6061318f-046b-4935-907d-8eafdce14930"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1443.6,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 0.18181818181818182,
+   "recall@10": 0.5454545454545454,
+   "precision@5": 0.4,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q28",
+   "category": "associative",
+   "query": "Marines hernia sepsis medical ward",
+   "returned": [
+    "bl-33ecccc2-e37f-43db-91b3-c2a86f08aaac",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "015644f5-8194-4af0-800d-dd4a0cd71396",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
+    "kn-f230b362-b201-4402-9833-4160c89ab3d4",
+    "kn-78db5396-3dbc-4481-bfc7-e4e1422feb1c",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
+    "kn-a5b3d0ac-f6a1-49a4-aebb-b8b4cd67fe83"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1127.1,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 0.23076923076923078,
+   "recall@10": 0.6153846153846154,
+   "precision@5": 0.6,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q29",
+   "category": "associative",
+   "query": "Sarah Bishop Dyer trailer performance",
+   "returned": [
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
+    "project-trailer-park-paladins",
+    "015644f5-8194-4af0-800d-dd4a0cd71396",
+    "knw-528dbc37-eabc-4b75-a7a5-65bf38d6018a",
+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
+    "kn-78db5396-3dbc-4481-bfc7-e4e1422feb1c",
+    "kn-6061318f-046b-4935-907d-8eafdce14930"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1198.3,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 0.18181818181818182,
+   "recall@10": 0.5454545454545454,
+   "precision@5": 0.4,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q30",
+   "category": "associative",
+   "query": "Swarm Architecture containment lateral worker",
+   "returned": [
+    "bl-0fac287f-f4c0-4f15-bc4d-ff7f8a7af3ae",
+    "bl-9bde67c1-f0ba-4c3a-8fe5-de0deee0ce43",
+    "bl-2515d870-e35e-443b-ba20-5150bbc73fed",
+    "kn-a5b3d0ac-f6a1-49a4-aebb-b8b4cd67fe83",
+    "kn-b36902cc-0b05-44ba-9aa7-800e5dea9ca9",
+    "bl-bea7473c-c687-414c-9c0b-00c509a616c1",
+    "bl-fc6fcb0b-9e4b-40bf-8e88-dbfe4e27c31a",
+    "kn-6f248a50-355b-47bb-aec8-e0e646a9b077",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "mem-ab34c2f7-3243-424b-affa-25555f6cf9cc"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1205.9,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q31",
+   "category": "associative",
+   "query": "hope won inside the narrative preface",
+   "returned": [
+    "kn-e0423482-cfa5-4796-8689-8495c93b66bc",
+    "knw-e94982a2-358d-4f2f-af31-8ee0fcec07c6",
+    "bl-2b00aeb0-c0fa-4a9f-8f30-4207e98b3d52",
+    "kn-58874a74-b96f-4883-9e08-45707f4bd3ee",
+    "kn-5b606390-a52d-4ca2-8e0e-eba141d13440",
+    "knw-4aebd815-4eaf-49d7-954b-03595f3d48be",
+    "knw-723551f5-1950-42a3-8b89-b6a06913cef0",
+    "knw-8fd9836c-cc39-49df-8d61-babda626cc88",
+    "knw-d357b6bb-ad8a-4791-b516-426aea45fa5b",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1216.1,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 0.09090909090909091,
+   "recall@10": 0.18181818181818182,
+   "precision@5": 0.2,
+   "mrr@10": 0.25
+  },
+  {
+   "id": "q32",
+   "category": "associative",
+   "query": "man of the house six years old expectation",
+   "returned": [
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "knw-729fc901-8335-44c4-9f3a-b150b4aa0915",
+    "knw-d357b6bb-ad8a-4791-b516-426aea45fa5b",
+    "knw-528dbc37-eabc-4b75-a7a5-65bf38d6018a",
+    "knw-35940684-abc4-42f0-b942-818f66b1f69a",
+    "knw-473f3f24-20f6-4f39-8589-3709538eb6ac",
+    "?Z?<S???K ?",
+    "knw-7902acca-604e-409b-8faf-ad85424211d0",
+    "'?T?a\"B~-?8",
+    "kn-6061318f-046b-4935-907d-8eafdce14930"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1439.5,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q33",
+   "category": "nonsense",
+   "query": "zqxjvw plimforth grebulon",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 723.6,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q34",
+   "category": "nonsense",
+   "query": "flarnbistle quommetry",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 505.6,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q35",
+   "category": "nonsense",
+   "query": "xxqzzt vurblenacht throom",
+   "returned": [
+    "bl-4476e856-c567-4b49-8ff7-d7dca3e5715e",
+    "?V?",
+    "knw-6b48dce2-f21c-452a-9db5-4e6aa61c87ca",
+    "knw-920c891f-bb8c-48c4-9afc-018ef12dcdc4",
+    "?m?\\}Q??6??",
+    "8cbb60c5-4999-4ec1-8682-2592aedc4249",
+    "?m?\\}Q??6??",
+    "knw-723551f5-1950-42a3-8b89-b6a06913cef0",
+    "?m?\\}Q??6??",
+    "knw-08559f5c-2306-4220-a146-398c74f1643c"
+   ],
+   "n_returned": 10,
+   "latency_ms": 741.2,
+   "error": null,
+   "clean": false,
+   "false_positives": 10
+  },
+  {
+   "id": "q36",
+   "category": "superseded",
+   "query": "is the self-improvement architecture called DARMA or DHARMA",
+   "returned": [
+    "mem-f3b37427-b7d1-4f7e-b32c-0241a20ce8da",
+    "mem-80d7416b-20e9-48a0-b176-b215527e2f56",
+    "tag-__darma____cgi____patents____self-improvement____character-preservation____autonomous____architecture__",
+    "kn-b7e98d63-8b83-4911-b4d0-990602a7f575",
+    "tag-__darma____cgi____patents____self-improvement____character-preservation____autonomous____kotlin____architecture__",
+    "knw-e047bb42-dc5b-4383-9e88-e508dc03abe3",
+    "mem-e6327f52-2bda-4ce7-9471-2fffd1e172de",
+    "bl-5b17bd3b-0c41-46cb-a710-6fa4429692ff",
+    "mem-82b93b21-a865-410f-9ec1-fc54121d9bb5",
+    "bl-145a0985-2382-400f-a7c5-c335c5e30a72"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1319.0,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.5,
+   "outranks": true,
+   "rank_correct": 2,
+   "rank_stale": 8
+  },
+  {
+   "id": "q37",
+   "category": "superseded",
+   "query": "how many provisional patents does Will actually have",
+   "returned": [
+    "mem-6f0b2b45-90c1-4356-ac01-3daac05b09c8",
+    "12082f7e-e320-438b-bd65-083d8259748f",
+    "015644f5-8194-4af0-800d-dd4a0cd71396",
+    "13705072-4515-4124-963d-083af490494f",
+    "527ecb25-2587-47eb-8269-73be2431abd4",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "a1000001-0000-0000-0000-000000000002",
+    "3cf706a1-3825-45d8-b0a9-06cae6cdf5b8",
+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
+    "7ac62daa-2eac-4c7a-a97e-e4203fc1b57b"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1660.3,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 1.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.125,
+   "outranks": true,
+   "rank_correct": 8,
+   "rank_stale": null
+  },
+  {
+   "id": "q38",
+   "category": "superseded",
+   "query": "is MCP still the live integration layer",
+   "returned": [
+    "5fcba804-eb5b-48ec-82da-146b1c6bb50d",
+    "bl-7328cbe3-0200-43c2-88e7-0a164e15fca4",
+    "bl-c8c19362-430b-4817-9cf4-9e85e0099c64",
+    "bl-c5c6571e-118f-47c7-8cbb-3ed0ebf64a51",
+    "mem-101e81b4-8097-4749-8d8d-7bb66de34517",
+    "ctx-3a55",
+    "86228228-7adf-41fb-b4c4-9ceea87953ae",
+    "4509ed62-9fb2-48b8-9038-ac569fca9604",
+    "bl-4f7b651b-6b33-449c-8a3b-cfce12ce984b",
+    "mem-3a2cf162-d93b-4f29-86f2-5066fb7fe1f5"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1020.7,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0,
+   "outranks": false,
+   "rank_correct": null,
+   "rank_stale": 5
+  }
+ ]
+}
\ No newline at end of file
diff --git a/vendor/el-runtime/v1.0.0-20260501/el_runtime.c b/vendor/el-runtime/v1.0.0-20260501/el_runtime.c
index 0ea4fc7..9e176ba 100644
--- a/vendor/el-runtime/v1.0.0-20260501/el_runtime.c
+++ b/vendor/el-runtime/v1.0.0-20260501/el_runtime.c
@@ -7696,11 +7696,15 @@ static int64_t engram_assoc_leg(EngramStore* g,
  * survivable here only because the structural-relation filter leaves the
  * associative list EMPTY for most queries — a Memory node whose only edges are
  * `tagged` and `related` expands to nothing, so its ranking is untouched. */
+/* `no` is the count ALREADY in `out` — the promoted pass fills the head, the
+ * suppressed pass appends behind it and must dedup against the whole prefix
+ * (the same node can be promoted in one leg and suppressed in another, since
+ * its background activation differs per leg). (2026-08-07, claim 44/45) */
 static int64_t engram_interleave3(const EngramRankEntry* L, int64_t nL,
                                   const EngramSemEntry*  S, int64_t nS,
                                   const EngramSemEntry*  A, int64_t nA,
-                                  int64_t lim, int64_t* out) {
-    int64_t no = 0, li = 0, si = 0, ai = 0;
+                                  int64_t lim, int64_t* out, int64_t no) {
+    int64_t li = 0, si = 0, ai = 0;
     while (no < lim && (li < nL || si < nS || ai < nA)) {
         if (li < nL) {
             int dup = 0;
@@ -9591,6 +9595,47 @@ el_val_t engram_get_node_by_label(el_val_t label) {
     return el_wrap_str(el_strdup("{}"));
 }
 
+/* ── Layer 2: the executive filter, on the recall read path (claims 44/45) ──
+ *
+ * 06-claims.md claim 44 (verbatim): "execute a first activation pass that
+ * propagates spreading activation from query-matched seed node records ...
+ * WITHOUT ANY THRESHOLD FILTERING, recording a background activation score for
+ * every reachable node record; and execute a second executive filter pass that
+ * computes a working memory weight for each background-activated node record by
+ * multiplying the background activation score by a goal-state attentional bias
+ * derived from the current query and by the node record's confidence value ...
+ * wherein context compilation uses only node records whose working memory
+ * weight exceeds a per-type threshold, and node records that do not exceed the
+ * threshold retain their background activation scores and are not discarded."
+ * Claim 45 keeps the un-promoted field available to callers.
+ * 05-detailed-description l.221: "Results are sorted with promoted nodes first
+ * ... followed by background-only nodes."
+ *
+ * This pass exists in engram_activate and NOWHERE on the route the app calls.
+ * /api/neuron/recall reaches engram_search_json, whose three legs each get a
+ * fixed share of the output slots by rotation — so on a query where a leg is
+ * structurally incapable of being right, that leg still consumes its slots.
+ * The promotion gate is Will's own answer to that: a candidate that does not
+ * clear its per-type threshold is not discarded, it is moved behind the ones
+ * that do, and the freed slots go to whichever leg still has promoted material.
+ *
+ * ENGRAM_WM_LEG_SCAN bounds the per-leg work: only the head of each already
+ * sorted leg can reach a result slot at any sane limit.
+ */
+#define ENGRAM_WM_LEG_SCAN 64
+
+static int eg_wm_promote(const EngramNode* n, const char* q, double bg,
+                         double* wm_out) {
+    /* Same product engram_activate's pass 2 computes (l.8519), minus the
+     * inhibitory / inhibition-of-return terms, which need activation state
+     * this read path does not carry. */
+    double bias = engram_goal_bias(n, q);
+    double impf = (n->importance > 0.0) ? (0.5 + n->importance) : 1.0;
+    double wm   = bg * bias * n->confidence * impf;
+    if (wm_out) *wm_out = wm;
+    return wm > engram_type_threshold(n->node_type, n->tier);
+}
+
 el_val_t engram_search_json(el_val_t query, el_val_t limit) {
     EngramStore* g = engram_get();
     const char* q = EL_CSTR(query);
@@ -9714,8 +9759,77 @@ el_val_t engram_search_json(el_val_t query, el_val_t limit) {
                     : 0;
                 int64_t* order = malloc((size_t)lim * sizeof(int64_t));
                 if (order) {
-                    int64_t no = engram_interleave3(hits, nhits, sem, nsem,
-                                                    assoc, nassoc, lim, order);
+                    /* ── Layer 1 → background activation, per leg ──
+                     * Each leg's raw score is put on a common [0,1] footing
+                     * WITHOUT blending the legs against each other (that
+                     * failed in the score-fusion cut of the semantic leg —
+                     * two rankings with different spreads cannot be summed).
+                     * Lexical: BM25 over the score a node would earn covering
+                     * every query token at mean field length, so the scale is
+                     * "how much of this query's rare vocabulary did you
+                     * actually account for". Semantic: the shift-and-floor
+                     * value, already in [0,1]. Associative: cosine to the
+                     * query, which is what orders that leg. */
+                    double idf_sum = 0.0;
+                    for (int t = 0; t < ntok; t++) idf_sum += idf[t];
+                    double w_ideal = idf_sum * (ENGRAM_BM25_K1 + 1.0)
+                                   / (1.0 + ENGRAM_BM25_K1);
+                    if (w_ideal <= 0.0) w_ideal = 1.0;
+
+                    int64_t nLs = nhits  < ENGRAM_WM_LEG_SCAN ? nhits  : ENGRAM_WM_LEG_SCAN;
+                    int64_t nSs = nsem   < ENGRAM_WM_LEG_SCAN ? nsem   : ENGRAM_WM_LEG_SCAN;
+                    int64_t nAs = nassoc < ENGRAM_WM_LEG_SCAN ? nassoc : ENGRAM_WM_LEG_SCAN;
+
+                    EngramRankEntry Lp[ENGRAM_WM_LEG_SCAN], Lq[ENGRAM_WM_LEG_SCAN];
+                    EngramSemEntry  Sp[ENGRAM_WM_LEG_SCAN], Sq[ENGRAM_WM_LEG_SCAN];
+                    EngramSemEntry  Ap[ENGRAM_WM_LEG_SCAN], Aq[ENGRAM_WM_LEG_SCAN];
+                    int64_t nLp = 0, nLq = 0, nSp = 0, nSq = 0, nAp = 0, nAq = 0;
+
+                    /* ── Layer 2 → promote or suppress. Nothing is dropped. */
+                    for (int64_t i = 0; i < nLs; i++) {
+                        double bg = hits[i].w / w_ideal;
+                        if (bg > 1.0) bg = 1.0;
+                        if (eg_wm_promote(&g->nodes[hits[i].idx], q, bg, NULL))
+                            Lp[nLp++] = hits[i];
+                        else
+                            Lq[nLq++] = hits[i];
+                    }
+                    for (int64_t i = 0; i < nSs; i++) {
+                        /* RAW cosine, not the shift-and-floor value. The
+                         * first cut of this filter fed pass 2 the shifted
+                         * value, which for a genuine match (c .60-.70) is
+                         * 0.02-0.25 — under every per-type threshold — so the
+                         * whole semantic leg was suppressed while lexical
+                         * junk cleared its gate. Pass 2's thresholds are
+                         * calibrated against activation strengths in [0,1],
+                         * which is the scale raw cosine is on. Measured cost
+                         * of getting this wrong: paraphrase 61.5% -> 23.1%. */
+                        double bg = sem[i].sem * (1.0 - ENGRAM_EMBED_SEED_MIN)
+                                  + ENGRAM_EMBED_SEED_MIN;
+                        if (eg_wm_promote(&g->nodes[sem[i].idx], q, bg, NULL))
+                            Sp[nSp++] = sem[i];
+                        else
+                            Sq[nSq++] = sem[i];
+                    }
+                    for (int64_t i = 0; i < nAs; i++) {
+                        if (eg_wm_promote(&g->nodes[assoc[i].idx], q, assoc[i].sem, NULL))
+                            Ap[nAp++] = assoc[i];
+                        else
+                            Aq[nAq++] = assoc[i];
+                    }
+
+                    /* Promoted material fills the head, in leg order; the
+                     * background-only field follows behind it (claim 45). */
+                    int64_t no = engram_interleave3(Lp, nLp, Sp, nSp,
+                                                    Ap, nAp, lim, order, 0);
+                    if (no < lim)
+                        no = engram_interleave3(Lq, nLq, Sq, nSq,
+                                                Aq, nAq, lim, order, no);
+                    /* Anything past the scanned head of each leg, only if the
+                     * filter left the result short of the caller's limit. */
+                    if (no < lim)
+                        no = engram_interleave3(hits, nhits, sem, nsem,
+                                                assoc, nassoc, lim, order, no);
                     for (int64_t k = 0; k < no; k++) {
                         if (!first) jb_putc(&b, ',');
                         engram_emit_node_json(&b, &g->nodes[order[k]], 0);