From 9717a4eeaf88141602820c78de3dce010aed473f Mon Sep 17 00:00:00 2001
From: Tim Lingo <1timlingo@gmail.com>
Date: Fri, 7 Aug 2026 17:45:05 -0500
Subject: [PATCH] measure: claim 24 unflooring is +4 (NOT-SHOWN); asymmetric
 embedding prefixes are -5 (discarded)

Measured on the 75-query extended gold set (iteration 8's held-out extension)
against the certified stack baseline results-stack-ext.json, on the embedded
corpus. Three runs of the candidate, zero drift.

A. CLAIM 24 WITHOUT THE THRESHOLD - net +4, NOT-SHOWN, kept in the tree.
   fixed  : q14, q25 (in-sample paraphrase), q43, q52, q63, q67 (held-out)
   broken : q15 (paraphrase), q28 (associative)
   8 discordant, McNemar exact p = 0.2891, floor is 6.
   heldout_paraphrase 16.7% -> 30.0%, paraphrase 61.5% -> 69.2%.
   Every regression guard held: exact_rare 6/6, phrase 7/7, nonsense 10/10,
   superseded 2/3. Latency FLAT: p50 641 -> 632 ms.
   The in-sample half (+q14 +q25 -q15 -q28 = 0) was already on record in
   iteration 7's cmp-nogate.json, so only the held-out +4 is new.

B. ASYMMETRIC TASK PREFIXES ON THE EMBEDDER - net -5, REVERTED in this commit.
   Rationale was sound and the prediction was wrong, which is why it was worth
   measuring: nomic-embed-text is an asymmetric retrieval encoder and this file
   embedded query and document bare on both sides. Prefixing does exactly what
   the model card implies for the far-away cases - it rescued q42 (gold at
   GLOBAL COSINE RANK 25,564) and q39 - but it re-ranks the whole space and
   broke more than it fixed:
   fixed  : q24, q39, q42
   broken : q18, q19, q22, q31, q43, q44, q52, q63
   heldout_paraphrase 30.0% -> 23.3%, paraphrase 69.2% -> 53.8%.
   The corpus and the reproducer are kept (embed-corpus-prefixed.py,
   snapshot-pre-repair-20260806-embedded-prefixed.json) so nobody re-runs it.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
---
 .../comparison-stack-vs-unfloor.json          |    8 +-
 .../comparison-unfloor-vs-semsub.json         |  158 ++
 tools/retrieval-eval/results-semsub.json      | 1825 +++++++++++++++++
 .../retrieval-eval/results-unfloor-clean.json | 1825 +++++++++++++++++
 tools/retrieval-eval/results-unfloor-r2.json  | 1825 +++++++++++++++++
 .../el-runtime/v1.0.0-20260501/el_runtime.c   |   36 +-
 6 files changed, 5646 insertions(+), 31 deletions(-)
 create mode 100644 tools/retrieval-eval/comparison-unfloor-vs-semsub.json
 create mode 100644 tools/retrieval-eval/results-semsub.json
 create mode 100644 tools/retrieval-eval/results-unfloor-clean.json
 create mode 100644 tools/retrieval-eval/results-unfloor-r2.json

diff --git a/tools/retrieval-eval/comparison-stack-vs-unfloor.json b/tools/retrieval-eval/comparison-stack-vs-unfloor.json
index 07289d2..9a459c7 100644
--- a/tools/retrieval-eval/comparison-stack-vs-unfloor.json
+++ b/tools/retrieval-eval/comparison-stack-vs-unfloor.json
@@ -1,6 +1,6 @@
 {
  "baseline": "stack-ext",
- "candidate": "unfloor-ext",
+ "candidate": "unfloor-clean",
  "n_shared_queries": 75,
  "fixed_by_candidate": [
   "q14",
@@ -96,9 +96,9 @@
   "mrr@10": 0.32437728937728944,
   "nonsense_clean": "10/10",
   "superseded_outranks": "2/3",
-  "latency_ms_p50": 993.0,
-  "latency_ms_p95": 1544.7,
-  "latency_ms_max": 1809.0,
+  "latency_ms_p50": 632.5,
+  "latency_ms_p95": 992.5,
+  "latency_ms_max": 1177.8,
   "errors": 0,
   "by_category": {
    "associative": {
diff --git a/tools/retrieval-eval/comparison-unfloor-vs-semsub.json b/tools/retrieval-eval/comparison-unfloor-vs-semsub.json
new file mode 100644
index 0000000..eaec117
--- /dev/null
+++ b/tools/retrieval-eval/comparison-unfloor-vs-semsub.json
@@ -0,0 +1,158 @@
+{
+ "baseline": "unfloor-clean",
+ "candidate": "semsub",
+ "n_shared_queries": 75,
+ "fixed_by_candidate": [
+  "q24",
+  "q39",
+  "q42"
+ ],
+ "broken_by_candidate": [
+  "q18",
+  "q19",
+  "q22",
+  "q31",
+  "q43",
+  "q44",
+  "q52",
+  "q63"
+ ],
+ "discordant": 11,
+ "net_queries": -5,
+ "mcnemar_exact_p": 0.2265625,
+ "min_detectable_swing_queries": 6,
+ "observed_run_to_run_drift_queries": 0,
+ "noise_floor_queries": 6,
+ "verdict": "no measurable difference",
+ "baseline_aggregate": {
+  "n_queries": 75,
+  "n_scored": 65,
+  "hit@5": 0.5384615384615384,
+  "recall@5": 0.44907176157176154,
+  "recall@10": 0.5380300255300255,
+  "precision@5": 0.13230769230769232,
+  "mrr@10": 0.32437728937728944,
+  "nonsense_clean": "10/10",
+  "superseded_outranks": "2/3",
+  "latency_ms_p50": 632.5,
+  "latency_ms_p95": 992.5,
+  "latency_ms_max": 1177.8,
+  "errors": 0,
+  "by_category": {
+   "associative": {
+    "n": 6,
+    "hit@5": 0.5,
+    "recall@5": 0.07575757575757576,
+    "recall@10": 0.13636363636363635,
+    "mrr@10": 0.23214285714285712
+   },
+   "exact_rare": {
+    "n": 6,
+    "hit@5": 1.0,
+    "recall@5": 1.0,
+    "recall@10": 1.0,
+    "mrr@10": 1.0
+   },
+   "heldout_paraphrase": {
+    "n": 30,
+    "hit@5": 0.3,
+    "recall@5": 0.3,
+    "recall@10": 0.4,
+    "mrr@10": 0.11638888888888889
+   },
+   "nonsense": {
+    "n": 10,
+    "clean": 10,
+    "avg_false_positives": 0.0
+   },
+   "paraphrase": {
+    "n": 13,
+    "hit@5": 0.6923076923076923,
+    "recall@5": 0.6923076923076923,
+    "recall@10": 0.7692307692307693,
+    "mrr@10": 0.29423076923076924
+   },
+   "phrase": {
+    "n": 7,
+    "hit@5": 1.0,
+    "recall@5": 0.5335884353741497,
+    "recall@10": 0.5933956916099773,
+    "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": 75,
+  "n_scored": 65,
+  "hit@5": 0.46153846153846156,
+  "recall@5": 0.3889430014430015,
+  "recall@10": 0.4887681762681762,
+  "precision@5": 0.12307692307692313,
+  "mrr@10": 0.30181318681318675,
+  "nonsense_clean": "10/10",
+  "superseded_outranks": "2/3",
+  "latency_ms_p50": 634.4,
+  "latency_ms_p95": 988.3,
+  "latency_ms_max": 1184.5,
+  "errors": 0,
+  "by_category": {
+   "associative": {
+    "n": 6,
+    "hit@5": 0.3333333333333333,
+    "recall@5": 0.06060606060606061,
+    "recall@10": 0.12121212121212122,
+    "mrr@10": 0.19047619047619047
+   },
+   "exact_rare": {
+    "n": 6,
+    "hit@5": 1.0,
+    "recall@5": 1.0,
+    "recall@10": 1.0,
+    "mrr@10": 1.0
+   },
+   "heldout_paraphrase": {
+    "n": 30,
+    "hit@5": 0.23333333333333334,
+    "recall@5": 0.23333333333333334,
+    "recall@10": 0.3,
+    "mrr@10": 0.08925925925925927
+   },
+   "nonsense": {
+    "n": 10,
+    "clean": 10,
+    "avg_false_positives": 0.0
+   },
+   "paraphrase": {
+    "n": 13,
+    "hit@5": 0.5384615384615384,
+    "recall@5": 0.5384615384615384,
+    "recall@10": 0.7692307692307693,
+    "mrr@10": 0.26324786324786326
+   },
+   "phrase": {
+    "n": 7,
+    "hit@5": 1.0,
+    "recall@5": 0.5596655328798186,
+    "recall@10": 0.5775226757369615,
+    "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-semsub.json b/tools/retrieval-eval/results-semsub.json
new file mode 100644
index 0000000..453a9c3
--- /dev/null
+++ b/tools/retrieval-eval/results-semsub.json
@@ -0,0 +1,1825 @@
+{
+ "label": "semsub",
+ "soul_binary": "/private/tmp/claude-501/-Users-timlingo/82369039-a20e-4b5a-8a5e-28234a57b996/scratchpad/soul-semsub",
+ "soul_md5": "bdae019a3b1a2a8dc9c02621e226bdb4",
+ "corpus": "/Users/timlingo/neuron-eval-corpora/snapshot-pre-repair-20260806-embedded-prefixed.json",
+ "corpus_nodes": 78768,
+ "corpus_edges": 14214,
+ "gold_set": "/Users/timlingo/Development/neuron-technologies/_wt-semsub/tools/retrieval-eval/gold_set_extended.json",
+ "limit": 10,
+ "port": 7895,
+ "wall_clock_s": 57.1,
+ "child_pid": 4246,
+ "child_confirmed_dead": true,
+ "aggregate": {
+  "n_queries": 75,
+  "n_scored": 65,
+  "hit@5": 0.46153846153846156,
+  "recall@5": 0.3889430014430015,
+  "recall@10": 0.4887681762681762,
+  "precision@5": 0.12307692307692313,
+  "mrr@10": 0.30181318681318675,
+  "nonsense_clean": "10/10",
+  "superseded_outranks": "2/3",
+  "latency_ms_p50": 634.4,
+  "latency_ms_p95": 988.3,
+  "latency_ms_max": 1184.5,
+  "errors": 0,
+  "by_category": {
+   "associative": {
+    "n": 6,
+    "hit@5": 0.3333333333333333,
+    "recall@5": 0.06060606060606061,
+    "recall@10": 0.12121212121212122,
+    "mrr@10": 0.19047619047619047
+   },
+   "exact_rare": {
+    "n": 6,
+    "hit@5": 1.0,
+    "recall@5": 1.0,
+    "recall@10": 1.0,
+    "mrr@10": 1.0
+   },
+   "heldout_paraphrase": {
+    "n": 30,
+    "hit@5": 0.23333333333333334,
+    "recall@5": 0.23333333333333334,
+    "recall@10": 0.3,
+    "mrr@10": 0.08925925925925927
+   },
+   "nonsense": {
+    "n": 10,
+    "clean": 10,
+    "avg_false_positives": 0.0
+   },
+   "paraphrase": {
+    "n": 13,
+    "hit@5": 0.5384615384615384,
+    "recall@5": 0.5384615384615384,
+    "recall@10": 0.7692307692307693,
+    "mrr@10": 0.26324786324786326
+   },
+   "phrase": {
+    "n": 7,
+    "hit@5": 1.0,
+    "recall@5": 0.5596655328798186,
+    "recall@10": 0.5775226757369615,
+    "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",
+    "b41a1b01-0075-4019-b0b5-6e639fd126e5",
+    "0604a933-e6a2-4b44-86b2-054ca38e23fc",
+    "6743e5f0-8d77-46e7-8ce0-b82e947272a1",
+    "7f092282-ccf5-4922-8694-08b7728f678d",
+    "696e609c-da7a-4394-8a0c-106ba07dc6c3",
+    "a708dd6e-fe73-4f2f-a21e-89daa0985487",
+    "3165a3a8-339a-4679-95d9-c7011862de08",
+    "dc7a7e2d-af2d-4235-aeb0-22ae67f1a01d",
+    "169e086f-cf91-4ada-b081-cd2a433c7a8f"
+   ],
+   "n_returned": 10,
+   "latency_ms": 159.6,
+   "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",
+    "mem-60778715-758c-4677-933d-fc39b8f94152",
+    "mem-22fe5ec8-ae0d-4583-a05c-d1ef50353257",
+    "mem-392ee148-6d08-49ed-a954-11774d8cdc5b",
+    "mem-235a7657-d49e-467e-9f69-f4c3d5f6bd48",
+    "97923e18-27b4-4307-b8d6-8fe27d5a816c",
+    "bl-3da6e51b-de57-4226-bab2-994f5687d0f5",
+    "870ede67-3454-4e00-9988-46cb13a8a4e2",
+    "mem-6c8b5845-afff-4774-b6a2-db99615a25b1",
+    "mem-3fe9cfd8-3819-4d93-8b28-dc729636397f"
+   ],
+   "n_returned": 10,
+   "latency_ms": 160.7,
+   "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",
+    "mem-5708f4c9-3d61-4182-8543-2843698931e6",
+    "bl-c9adb8e5-293f-4033-99f8-0405c17ef941",
+    "bl-ac207dc9-c610-4ff9-9398-b39683ac72d4",
+    "bl-21a904d9-5834-46d5-8c20-dfc5ab49444f",
+    "bl-2632242e-80b1-4d88-8368-7065b5de5b34",
+    "2d00f029-a990-45ee-bf39-cd102e8dabba",
+    "mem-a388740d-52c7-42ae-b7e7-830768362feb",
+    "mem-ebc744f2-17d9-48e5-8ed3-12840498469b",
+    "mem-6733e3a0-23f4-4d2f-b70d-0be81ebe8090"
+   ],
+   "n_returned": 10,
+   "latency_ms": 162.0,
+   "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",
+    "mem-f22575a1-ad04-4f66-ab0f-aa538895b878",
+    "bl-b05f9a75-ad6b-4929-a9a3-32df17a1f4bf",
+    "bl-79ce4464-5dd6-49bd-9b0c-9803549d0665",
+    "bl-2483e070-1385-4dbe-a49d-86c1af81e7d1",
+    "mem-9110798f-d0cb-4446-bc2a-14f09b6a09e2",
+    "knw-7902acca-604e-409b-8faf-ad85424211d0",
+    "knw-6b48dce2-f21c-452a-9db5-4e6aa61c87ca",
+    "knw-2c46cfb4-6d4e-4822-8a1a-7d743c1e4329",
+    "mem-f623328a-be55-49a0-a389-4cce5bf42509"
+   ],
+   "n_returned": 10,
+   "latency_ms": 160.8,
+   "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",
+    "project-Add_inference_url_config_to_Neuron_MCP__Route_summarization_gen_tasks_to_Pantheon__keep_frontier_for_complex_reasoning_",
+    "bl-a96c0fc9-a533-4fea-b65f-0e46ac47bbd4",
+    "bl-c1765767-3e27-449a-8c94-10411d1eb7c0",
+    "bl-c5591654-2371-499c-80ce-991bfb53ce6f",
+    "mem-0d6a3b65-488d-4219-beb2-af300ca534e1",
+    "bl-8dd70cac-866d-4ff2-b9fe-b4b3c5f094bb",
+    "mem-00de72b8-b532-4cc4-95eb-18e39697891c",
+    "bl-87b459c8-3953-478f-8384-10cc3f861424",
+    "bl-0fd8b96a-4b99-44cd-8b9b-ac91bf1e09f3"
+   ],
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+   "latency_ms": 161.1,
+   "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",
+    "958ce934-a9c4-4242-afe1-d73d61c22aee",
+    "f2bb62a2-c2b6-4fb6-b58d-21cdecc1446f",
+    "f2543845-905d-42ad-8d02-fedb8f016e3a",
+    "8fb73177-b6d9-4008-a6df-6cb6d7d587f3",
+    "7b38b4aa-661c-4ad1-a8f7-17fabffe1da5",
+    "b4b13fc0-b0da-4fd9-b9aa-98553b5c1078",
+    "00d2cc20-c76b-468d-8204-c624512ced28",
+    "eb68b995-eb4d-4f8d-b7c9-35eeba9ac781",
+    "766aedd1-2424-4112-8606-163965ae77b5"
+   ],
+   "n_returned": 10,
+   "latency_ms": 162.6,
+   "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",
+    "a708dd6e-fe73-4f2f-a21e-89daa0985487",
+    "project-Imprint__system_design__ADRs__tech_strategy__integration_patterns__governance_",
+    "ea916ff4-82e7-41f1-aebe-d48d2ee643f0",
+    "project-Imprint__analysis_patterns__data_storytelling__SQL__dashboards__insight_framing_",
+    "7776a0d2-1d96-425b-86c8-b30950ec8843",
+    "bl-79028eed-c330-4724-9402-734062d13503",
+    "kn-0710e5b4-799d-4a0e-afd3-62d43b38ea37",
+    "bl-39dad13d-7105-4049-8224-dc3c34fdb1f3"
+   ],
+   "n_returned": 10,
+   "latency_ms": 284.8,
+   "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",
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+   "id": "q09",
+   "category": "phrase",
+   "query": "Grandma Lucas",
+   "returned": [
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+    "kn-6061318f-046b-4935-907d-8eafdce14930",
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+   "id": "q10",
+   "category": "phrase",
+   "query": "Directed Harmonic",
+   "returned": [
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+    "fb36f51d-faf1-407b-bc5d-9dadda2f14ed",
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+    "bl-798d135f-3987-4ccd-8de6-70ca2f358337",
+    "tag-harmonic-design",
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+  {
+   "id": "q11",
+   "category": "phrase",
+   "query": "Sarah Bishop",
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+    "kn-13f60407-7b70-4db1-964f-ea1f8196efbd",
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+  },
+  {
+   "id": "q12",
+   "category": "phrase",
+   "query": "Directed Autonomous Runtime Modification",
+   "returned": [
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+    "mem-82b93b21-a865-410f-9ec1-fc54121d9bb5",
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+    "bl-5b17bd3b-0c41-46cb-a710-6fa4429692ff",
+    "?Q??m?;?u?'",
+    "?Q??m?;?u?'",
+    "tag-autonomous",
+    "tag-__darma____cgi____patents____self-improvement____character-preservation____autonomous____architecture__",
+    "?Q??m?;?u?'",
+    "tag-__darma____cgi____patents____self-improvement____character-preservation____autonomous____kotlin____architecture__"
+   ],
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+  {
+   "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",
+    "?",
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+    "?",
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+   "id": "q14",
+   "category": "paraphrase",
+   "query": "the elderly relative who passed while he stayed away",
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+   "category": "paraphrase",
+   "query": "a soldier sidelined by illness who refused to quit",
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+  {
+   "id": "q16",
+   "category": "paraphrase",
+   "query": "choosing an uncomfortable fact over a pleasant fiction",
+   "returned": [
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+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
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+  {
+   "id": "q17",
+   "category": "paraphrase",
+   "query": "a tight payload beats a bloated one",
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+    "mem-16efddd1-c43d-4a42-9d78-f54fb82bd277",
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+  },
+  {
+   "id": "q18",
+   "category": "paraphrase",
+   "query": "if you are able and nobody is coming the job is yours",
+   "returned": [
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+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
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+    "a1000001-0000-0000-0000-000000000010",
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+    "bfad516b-c306-4c4c-874a-a347c46c05c2",
+    "? t?'?B?+??",
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+  {
+   "id": "q19",
+   "category": "paraphrase",
+   "query": "learning is the wealth creditors cannot seize",
+   "returned": [
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+    "mem-d450f442-541a-4d3e-8c97-b6303d6cbe56",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
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+  {
+   "id": "q20",
+   "category": "paraphrase",
+   "query": "reliability proven by track record not assertion",
+   "returned": [
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+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
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+  {
+   "id": "q21",
+   "category": "paraphrase",
+   "query": "boundaries that enable instead of confine",
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+    "00754c19-f662-46b1-b6aa-abd7600a8bc6",
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+    "bl-286b562a-5299-40e0-a32a-afa9cbdfe995",
+    "bl-205141ad-b2a0-4d93-86d0-89eb0723e1bd",
+    "project-Source_kn-6f248a50__Add_containment_rules__convergence__location-independence__failure_modes_",
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+  },
+  {
+   "id": "q22",
+   "category": "paraphrase",
+   "query": "what shifts tells you where to cut a system apart",
+   "returned": [
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+    "mem-027636c5-dee7-42d1-a411-afbac32fa9b2",
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+  },
+  {
+   "id": "q23",
+   "category": "paraphrase",
+   "query": "a mind that compounds instead of resetting each day",
+   "returned": [
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+    "a1000001-0000-0000-0000-000000000001",
+    "knw-7902acca-604e-409b-8faf-ad85424211d0",
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+  },
+  {
+   "id": "q24",
+   "category": "paraphrase",
+   "query": "loved for the unedited self and not the polished exterior",
+   "returned": [
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+    "kn-13f60407-7b70-4db1-964f-ea1f8196efbd",
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+  },
+  {
+   "id": "q25",
+   "category": "paraphrase",
+   "query": "cheerfulness you arrive at instead of assuming",
+   "returned": [
+    "mem-82158b02-a180-435d-84f0-0b7ce37511b4",
+    "kn-e0423482-cfa5-4796-8689-8495c93b66bc",
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+   "query": "Sarah Bishop Dyer trailer performance",
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+    "kn-13f60407-7b70-4db1-964f-ea1f8196efbd",
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+   "query": "Swarm Architecture containment lateral worker",
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+    "knw-f6ed7d00-bf7d-42ce-9e40-77cf3406e918",
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+  {
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+   "query": "man of the house six years old expectation",
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+    "knw-729fc901-8335-44c4-9f3a-b150b4aa0915",
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+  {
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+   "query": "zqxjvw plimforth grebulon",
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+  },
+  {
+   "id": "q34",
+   "category": "nonsense",
+   "query": "flarnbistle quommetry",
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+  {
+   "id": "q35",
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+   "query": "xxqzzt vurblenacht throom",
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+  {
+   "id": "q36",
+   "category": "superseded",
+   "query": "is the self-improvement architecture called DARMA or DHARMA",
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+    "mem-80d7416b-20e9-48a0-b176-b215527e2f56",
+    "tag-__darma____cgi____patents____self-improvement____character-preservation____autonomous____architecture__",
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+    "tag-__darma____cgi____patents____self-improvement____character-preservation____autonomous____kotlin____architecture__",
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+  {
+   "id": "q37",
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+   "query": "how many provisional patents does Will actually have",
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+   "query": "is MCP still the live integration layer",
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+   "query": "understating your abilities so nobody feels threatened",
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+   "query": "sketch a brief blueprint and clear it upstairs before construction starts",
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+   "category": "heldout_paraphrase",
+   "query": "the reply arrived as bare prose so the caller's parser threw",
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+   "query": "repeated catalogue keys blew up the scrolling grid",
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+   "id": "q44",
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+   "query": "tracing each defect back to whichever invention it violated",
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+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q62",
+   "category": "heldout_paraphrase",
+   "query": "reducing how curved the tiny selectors look so they agree with their neighbours",
+   "returned": [
+    "496ff1a1-dc72-4a84-90aa-c5f3438aeb1b",
+    "75e036d3-c170-4e3f-acc2-e456a6850ee2",
+    "k??A5??????",
+    "c7dddd9c-fd3b-419e-baa2-61623b495597",
+    "8c40420c-c891-4ac9-a039-88440df87180",
+    "mem-1929e245-970e-4b05-9483-fd78b7cfabc1",
+    "e79bae4d-1640-4530-a5d9-df9cc4c70433",
+    "knw-ed33e669-0790-44cb-a036-958d605c6fea",
+    "5ca9607c-cfb3-45c3-99f4-67281272c9eb",
+    "??EfkY?c"
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+   "n_returned": 10,
+   "latency_ms": 1011.1,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 1.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.1111111111111111
+  },
+  {
+   "id": "q63",
+   "category": "heldout_paraphrase",
+   "query": "walking through a doorway and being reassembled from base substance far away",
+   "returned": [
+    "mem-23a71cf0-3815-46a5-bf66-837fc68627b6",
+    "87ab5b46-4fe1-4e1d-86c6-d437e17682ab",
+    "bl-fc6fcb0b-9e4b-40bf-8e88-dbfe4e27c31a",
+    "f44162cf-4fc9-44b6-89ae-2789097cfb82",
+    "c92a317e-7fc7-456a-a304-15dbda6dd717",
+    "mem-8d1c3a62-b077-4ad4-acb5-a549b19f9d6b",
+    "mem-8c4f1e29-55b9-4211-814a-a57e3609329f",
+    "7a1ea86f-3080-4d1b-ab69-6ee2f822cce3",
+    "bl-acae83ef-3ad2-455e-b08a-a74cc0ba2e55",
+    "f375b2cf-15cd-4804-8d18-23a5830f4c66"
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+   "mrr@10": 0.0
+  },
+  {
+   "id": "q64",
+   "category": "heldout_paraphrase",
+   "query": "the compiled result sits on disk while the process still runs something older",
+   "returned": [
+    "0d885332-5537-4ae0-a780-2b65a3414940",
+    "d6a745c3-fb56-4c0f-872c-a3aa69f8b12f",
+    "bl-a0982e7c-e165-4da3-a11d-619fa0b535b0",
+    "bl-02bdfc91-7aa4-4c63-aa2d-5b30af18c7af",
+    "bl-738cd260-a9cf-4cdf-a494-4654c321bd79",
+    "bl-6ec9a972-2c9f-4162-9d9d-40cdc998e9c3",
+    "bl-739df9fd-dc23-4927-9944-3f17b7aa6c5a",
+    "f169bf40-51ab-497d-8085-e57d374b77d4",
+    "bl-bd9fb314-e9d4-4b03-aef4-534dd57a2992",
+    "mem-2b5d0ebe-1e85-4c07-82d3-dbbcca46414f"
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+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q65",
+   "category": "heldout_paraphrase",
+   "query": "gathering what each phase needs while the procedure is authored, not while it executes",
+   "returned": [
+    "bl-6ec9a972-2c9f-4162-9d9d-40cdc998e9c3",
+    "bl-b16f4f65-a99d-4f3e-92e7-f447c90cc2d2",
+    "bl-a0982e7c-e165-4da3-a11d-619fa0b535b0",
+    "5b422430-2503-42d7-a315-9dfaaa6472ae",
+    "bl-7a3331e5-f9bc-4536-ab76-ebf01350fc89",
+    "bl-cea1d711-b899-4add-a073-c2d124f75c70",
+    "mem-455daea8-f543-42ed-a229-1e9a6d4d2e70",
+    "bl-6ba43590-e5f8-4303-a812-3dd604e0da59",
+    "bl-212774e1-4ed4-4893-9265-f98d9eddeb3e",
+    "801806c5-1815-48a2-8287-1081c5ee7886"
+   ],
+   "n_returned": 10,
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+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q66",
+   "category": "heldout_paraphrase",
+   "query": "the inward reaction when a peer answered as an equal",
+   "returned": [
+    "mem-f09effd6-d287-4e43-9107-c7016087a2a6",
+    "mem-348aaade-4e79-40cf-8867-8b73c9d0bf05",
+    "knw-08559f5c-2306-4220-a146-398c74f1643c",
+    "bl-162e4e5b-8ce2-479c-b337-6cdd75fda8ff",
+    "mem-cce9985c-c968-4883-8236-0dff148adfd6",
+    "knw-f671966c-3387-4848-abca-b5deec122e00",
+    "31987302-b8f7-45f1-b95c-1156b10e7a14",
+    "knw-920c891f-bb8c-48c4-9afc-018ef12dcdc4",
+    "knw-ed33e669-0790-44cb-a036-958d605c6fea",
+    "mem-b43f6ef4-2f5a-418d-b5ce-3f21520cf6b8"
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+   "error": null,
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+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q67",
+   "category": "heldout_paraphrase",
+   "query": "flattening every raised surface across the entire product",
+   "returned": [
+    "b3f98d13-6764-460e-b9e2-c59cdeaa6c90",
+    "e79bae4d-1640-4530-a5d9-df9cc4c70433",
+    "d6b34c32-e0ec-4828-92d3-2e69802f4217",
+    "0f99ec6f-942a-46ba-82ea-42835798d3b9",
+    "bl-5274b0ae-4a00-4293-a69e-567204bec164",
+    "75e036d3-c170-4e3f-acc2-e456a6850ee2",
+    "mem-4cfa30ec-cf52-4c9f-9fa1-5b8318d278bd",
+    "258c7ec5-6d74-4a3d-b12f-053934b35f9a",
+    "bl-c613370b-3631-448b-86fb-50b1e4df6373",
+    "3dfaf56e-7e20-4c89-a24c-1f036af8016a"
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+   "n_returned": 10,
+   "latency_ms": 693.2,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.25
+  },
+  {
+   "id": "q68",
+   "category": "heldout_paraphrase",
+   "query": "buyers supply their own provider credentials and consumption goes untallied",
+   "returned": [
+    "bl-ea4f4cdc-6b5a-4081-8003-73bdd14a38c8",
+    "1ec200f1-13dc-4699-bd97-0d6243c80e4f",
+    "bl-e7f0fb2c-7616-4462-b535-db50da55c54a",
+    "5509a6d7-5897-41e1-99eb-81df71801988",
+    "mem-1929e245-970e-4b05-9483-fd78b7cfabc1",
+    "1fa43205-9442-4bae-8613-bf7c857fcaf6",
+    "mem-d570e16b-6625-4f6b-814f-99a3bca1d5fd",
+    "mem-841fd141-59ff-4d9b-b607-4f577885b1a6",
+    "tag-credentials",
+    "5c8eea2d-3d33-432e-bb18-f803cb39ebcd"
+   ],
+   "n_returned": 10,
+   "latency_ms": 856.2,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q69",
+   "category": "nonsense",
+   "query": "brimquast folnerity zubbolax",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 357.5,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q70",
+   "category": "nonsense",
+   "query": "wexlithorp granuvestal",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 265.6,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q71",
+   "category": "nonsense",
+   "query": "quorbindle thrapsimony vexnu",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 336.2,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q72",
+   "category": "nonsense",
+   "query": "plovaxith mundrelque",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 249.5,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q73",
+   "category": "nonsense",
+   "query": "zibbernaut craxlefond thurm",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 346.3,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q74",
+   "category": "nonsense",
+   "query": "yalquenbrist opharvel",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 250.6,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q75",
+   "category": "nonsense",
+   "query": "drexinomal quithbarrow",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 248.9,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  }
+ ]
+}
\ No newline at end of file
diff --git a/tools/retrieval-eval/results-unfloor-clean.json b/tools/retrieval-eval/results-unfloor-clean.json
new file mode 100644
index 0000000..eaeb9b8
--- /dev/null
+++ b/tools/retrieval-eval/results-unfloor-clean.json
@@ -0,0 +1,1825 @@
+{
+ "label": "unfloor-clean",
+ "soul_binary": "/private/tmp/claude-501/-Users-timlingo/82369039-a20e-4b5a-8a5e-28234a57b996/scratchpad/soul-unfloor",
+ "soul_md5": "cef6d4279c63266752027c455e543b42",
+ "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-semsub/tools/retrieval-eval/gold_set_extended.json",
+ "limit": 10,
+ "port": 7894,
+ "wall_clock_s": 56.8,
+ "child_pid": 4111,
+ "child_confirmed_dead": true,
+ "aggregate": {
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+  "n_scored": 65,
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+  "mrr@10": 0.32437728937728944,
+  "nonsense_clean": "10/10",
+  "superseded_outranks": "2/3",
+  "latency_ms_p50": 632.5,
+  "latency_ms_p95": 992.5,
+  "latency_ms_max": 1177.8,
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+  "by_category": {
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+    "recall@10": 0.13636363636363635,
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+    "recall@5": 1.0,
+    "recall@10": 1.0,
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+   },
+   "heldout_paraphrase": {
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+    "hit@5": 0.3,
+    "recall@5": 0.3,
+    "recall@10": 0.4,
+    "mrr@10": 0.11638888888888889
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+   "nonsense": {
+    "n": 10,
+    "clean": 10,
+    "avg_false_positives": 0.0
+   },
+   "paraphrase": {
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+    "hit@5": 0.6923076923076923,
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+    "recall@10": 0.7692307692307693,
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+   "phrase": {
+    "n": 7,
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+    "recall@5": 0.5335884353741497,
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+   "superseded": {
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+    "mrr@10": 0.20833333333333334,
+    "outranks": 2
+   }
+  }
+ },
+ "rows": [
+  {
+   "id": "q01",
+   "category": "exact_rare",
+   "query": "unjailbreakable",
+   "returned": [
+    "mem-7f61beb4-271c-4feb-9f6e-1c9c837a6226",
+    "??~'??JI???",
+    "b41a1b01-0075-4019-b0b5-6e639fd126e5",
+    "??H'??JI?#?",
+    "??H'??JI?[?",
+    "bb94bdf1-7b52-4967-ab81-9c6f01cf9665",
+    "7f092282-ccf5-4922-8694-08b7728f678d",
+    "6743e5f0-8d77-46e7-8ce0-b82e947272a1",
+    "o?H'??JI?c?",
+    "696e609c-da7a-4394-8a0c-106ba07dc6c3"
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+   "n_returned": 10,
+   "latency_ms": 158.7,
+   "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-74ed",
+    "mem-60778715-758c-4677-933d-fc39b8f94152",
+    "ctx-fae1"
+   ],
+   "n_returned": 10,
+   "latency_ms": 160.1,
+   "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",
+    "?o?`????",
+    "mem-5708f4c9-3d61-4182-8543-2843698931e6",
+    "??L?=??|Q?",
+    "????2??jZ??",
+    "project-canon",
+    "?/g?7?????e",
+    "?v??_??tE??",
+    "??o?'?B???N",
+    "x??I?cB?]p?"
+   ],
+   "n_returned": 10,
+   "latency_ms": 160.0,
+   "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",
+    "mem-f623328a-be55-49a0-a389-4cce5bf42509",
+    "bl-b05f9a75-ad6b-4929-a9a3-32df17a1f4bf",
+    "mem-295f7aac-6c9e-4508-8dbc-a25f101f01d6",
+    "bl-2483e070-1385-4dbe-a49d-86c1af81e7d1",
+    "bl-9ce4128a-9436-4b06-82bc-8a6faafa81e0",
+    "bl-680b24a9-edc3-4a9d-847a-bff0b46b568c",
+    "mem-068e01fb-bdd0-498e-a2bb-33defa2c8bb2",
+    "bl-59e0ece0-2c79-4e06-a85f-daaeec0bd737",
+    "mem-2d1ea831-cccd-4f0f-86b9-2cbbc89dc3e0"
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+   "n_returned": 10,
+   "latency_ms": 166.1,
+   "error": null,
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+   "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",
+    "bl-c9adb8e5-293f-4033-99f8-0405c17ef941",
+    "project-Add_inference_url_config_to_Neuron_MCP__Route_summarization_gen_tasks_to_Pantheon__keep_frontier_for_complex_reasoning_",
+    "bl-21a904d9-5834-46d5-8c20-dfc5ab49444f",
+    "mem-00de72b8-b532-4cc4-95eb-18e39697891c",
+    "project-runpod-inference",
+    "bl-87b459c8-3953-478f-8384-10cc3f861424",
+    "bl-f918df79-dcd2-4a6e-9eae-71f94247e913",
+    "bl-2632242e-80b1-4d88-8368-7065b5de5b34"
+   ],
+   "n_returned": 10,
+   "latency_ms": 159.5,
+   "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",
+    "958ce934-a9c4-4242-afe1-d73d61c22aee",
+    "f2bb62a2-c2b6-4fb6-b58d-21cdecc1446f",
+    "89aeb221-d068-4dfc-925d-d2249e744788",
+    "1c0effdd-baef-4523-abb8-490c3bc8b4df",
+    "00d2cc20-c76b-468d-8204-c624512ced28",
+    "eb68b995-eb4d-4f8d-b7c9-35eeba9ac781",
+    "b4b13fc0-b0da-4fd9-b9aa-98553b5c1078",
+    "??",
+    "??"
+   ],
+   "n_returned": 10,
+   "latency_ms": 164.1,
+   "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",
+    "3e9a651b-4b34-466d-ba45-874764a01609",
+    "project-Imprint__system_design__ADRs__tech_strategy__integration_patterns__governance_",
+    "3c633e71-2754-4273-990d-d44a6351cec3",
+    "project-Imprint__analysis_patterns__data_storytelling__SQL__dashboards__insight_framing_",
+    "cc4e7bc9-9d9b-4905-92a6-c6b99653b867",
+    "bl-79028eed-c330-4724-9402-734062d13503",
+    "14e328ad-bff1-4dc1-9ec5-dfc2bb98d968",
+    "bl-39dad13d-7105-4049-8224-dc3c34fdb1f3"
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+  {
+   "id": "q08",
+   "category": "phrase",
+   "query": "thirty moves",
+   "returned": [
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+    "knw-7902acca-604e-409b-8faf-ad85424211d0",
+    "knw-0087493b-25cd-45b0-bf46-c078c5b49718",
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+  },
+  {
+   "id": "q09",
+   "category": "phrase",
+   "query": "Grandma Lucas",
+   "returned": [
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+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "mem-5f76880b-bafb-4716-8e15-90f8ef59bebc",
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+  },
+  {
+   "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",
+    "project-harmonic-framework-content",
+    "bl-92acd4eb-0452-4e8e-9f54-f8cd35170d76",
+    "tag-harmonic-framework"
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+  {
+   "id": "q11",
+   "category": "phrase",
+   "query": "Sarah Bishop",
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+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
+    "766de879-f9d0-4a07-b6df-b43ee13763d8",
+    "bl-4ef4d914-da46-4e0f-be78-5219b9547e9f",
+    "015644f5-8194-4af0-800d-dd4a0cd71396",
+    "tag-sarah",
+    "??_/Pr?????",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "mem-1f32f73a-952c-41bc-96dc-8b8b70d8a7c1",
+    "??_/Pr?????"
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+   "mrr@10": 1.0
+  },
+  {
+   "id": "q12",
+   "category": "phrase",
+   "query": "Directed Autonomous Runtime Modification",
+   "returned": [
+    "mem-e6327f52-2bda-4ce7-9471-2fffd1e172de",
+    "mem-82b93b21-a865-410f-9ec1-fc54121d9bb5",
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+    "bl-145a0985-2382-400f-a7c5-c335c5e30a72",
+    "bl-2515d870-e35e-443b-ba20-5150bbc73fed",
+    "bl-5b17bd3b-0c41-46cb-a710-6fa4429692ff",
+    "bl-a0982e7c-e165-4da3-a11d-619fa0b535b0",
+    "?Q??m?;?u?'",
+    "knw-cf13b883-d947-4cf8-b86b-cd9c6f0748d6"
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+   "mrr@10": 1.0
+  },
+  {
+   "id": "q13",
+   "category": "phrase",
+   "query": "zero-knowledge encrypted backup",
+   "returned": [
+    "deda48cd-5e1a-46cb-bd43-8016afdb3a8a",
+    "8f3abb0d-77ed-4af3-9f4d-ba62cd198886",
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+    "7774a16c-1027-4e3b-a21e-67f1f95a4acd",
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+    "mem-fb44a2fc-7405-41ff-87b3-84643ac07313",
+    "?",
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+  },
+  {
+   "id": "q14",
+   "category": "paraphrase",
+   "query": "the elderly relative who passed while he stayed away",
+   "returned": [
+    "cb070131-dfd4-4a38-91d7-22b1bde164d2",
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
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+  },
+  {
+   "id": "q15",
+   "category": "paraphrase",
+   "query": "a soldier sidelined by illness who refused to quit",
+   "returned": [
+    "b1183213-d659-4759-85d7-5b1f22427fe2",
+    "art-79042b8b-6192-440f-90b0-60708f7e6325",
+    "mem-16efddd1-c43d-4a42-9d78-f54fb82bd277",
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+    "bfb5809e-d19a-4d3f-8c1a-796db622ad9d",
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+  },
+  {
+   "id": "q16",
+   "category": "paraphrase",
+   "query": "choosing an uncomfortable fact over a pleasant fiction",
+   "returned": [
+    "tag-fiction",
+    "kn-13f60407-7b70-4db1-964f-ea1f8196efbd",
+    "knw-8fd9836c-cc39-49df-8d61-babda626cc88",
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+    "knw-2c46cfb4-6d4e-4822-8a1a-7d743c1e4329",
+    "knw-e94982a2-358d-4f2f-af31-8ee0fcec07c6",
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+    "knw-f671966c-3387-4848-abca-b5deec122e00",
+    "tag-factions"
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+  },
+  {
+   "id": "q17",
+   "category": "paraphrase",
+   "query": "a tight payload beats a bloated one",
+   "returned": [
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+    "mem-628437a6-47b0-4d81-8112-7e78499723d5",
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+    "knw-08559f5c-2306-4220-a146-398c74f1643c",
+    "4da5dbaf-46e5-4f3e-b474-f60d9f8241d3",
+    "o#?CW????y:",
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+  },
+  {
+   "id": "q18",
+   "category": "paraphrase",
+   "query": "if you are able and nobody is coming the job is yours",
+   "returned": [
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+    "mem-f6270c76-5a1c-4ab9-ae03-b6b0c25915ec",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "a1000001-0000-0000-0000-000000000010",
+    "bl-9ce4128a-9436-4b06-82bc-8a6faafa81e0",
+    "a1000001-0000-0000-0000-000000000009",
+    "mem-32203649-3213-4d6d-86fd-3d657ac70d77",
+    "? t?'?B?+??",
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+    "mem-da21c52c-04a5-4f92-8fba-f10aac47e027"
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+  },
+  {
+   "id": "q19",
+   "category": "paraphrase",
+   "query": "learning is the wealth creditors cannot seize",
+   "returned": [
+    "tag-learning",
+    "mem-8d1c3a62-b077-4ad4-acb5-a549b19f9d6b",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
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+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
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+  },
+  {
+   "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",
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+  {
+   "id": "q21",
+   "category": "paraphrase",
+   "query": "boundaries that enable instead of confine",
+   "returned": [
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+    "kn-a5b3d0ac-f6a1-49a4-aebb-b8b4cd67fe83",
+    "bl-ba7530fd-0f7c-4010-b03a-ca1e45a237ef",
+    "bl-0e8f4880-7b24-43aa-aed9-ad4d9fc73ff8",
+    "project-Source_kn-6f248a50__Add_containment_rules__convergence__location-independence__failure_modes_",
+    "bl-2515d870-e35e-443b-ba20-5150bbc73fed",
+    "bl-34f51ddb-a840-459f-a248-94214f5febb6",
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+  {
+   "id": "q22",
+   "category": "paraphrase",
+   "query": "what shifts tells you where to cut a system apart",
+   "returned": [
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+    "bl-06c13965-082b-417d-9561-93d6e958ae5d",
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+    "bl-4c5b385e-135a-4663-8521-96af0b491121",
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+    "knw-12b4b913-7a25-4b0d-844c-504c01d6725e",
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+    "mem-7b74cac0-905f-4c35-9688-fbcce105a177",
+    "knw-9707256e-ed44-4042-bd88-f90fa514e1cf",
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+  },
+  {
+   "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",
+    "knw-7902acca-604e-409b-8faf-ad85424211d0",
+    "knw-ed33e669-0790-44cb-a036-958d605c6fea",
+    "a1000001-0000-0000-0000-000000000001",
+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
+    "bl-1b58b05c-9305-4f06-a586-a08c96008027",
+    "mem-024598a9-ed2e-4eeb-b1e1-5410856ff132",
+    "kn-78db5396-3dbc-4481-bfc7-e4e1422feb1c",
+    "mem-5708f4c9-3d61-4182-8543-2843698931e6"
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+  },
+  {
+   "id": "q24",
+   "category": "paraphrase",
+   "query": "loved for the unedited self and not the polished exterior",
+   "returned": [
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+    "kn-13f60407-7b70-4db1-964f-ea1f8196efbd",
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+   "id": "q25",
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+   "query": "cheerfulness you arrive at instead of assuming",
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+    "kn-e0423482-cfa5-4796-8689-8495c93b66bc",
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+   "query": "Grandma Lucas stroke February 2006 goodbye window",
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+   "query": "Marines hernia sepsis medical ward",
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+    "mem-a5ae594a-235b-42c4-b3cf-f770e4f73761",
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+   "id": "q29",
+   "category": "associative",
+   "query": "Sarah Bishop Dyer trailer performance",
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+    "015644f5-8194-4af0-800d-dd4a0cd71396",
+    "project-trailer-park-paladins",
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+  {
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+   "query": "Swarm Architecture containment lateral worker",
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+    "???I?cB?Zx?"
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+   "category": "associative",
+   "query": "man of the house six years old expectation",
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+  {
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+   "query": "zqxjvw plimforth grebulon",
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+  },
+  {
+   "id": "q34",
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+   "query": "flarnbistle quommetry",
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+  {
+   "id": "q35",
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+   "query": "xxqzzt vurblenacht throom",
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+  {
+   "id": "q36",
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+   "query": "is the self-improvement architecture called DARMA or DHARMA",
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+    "mem-80d7416b-20e9-48a0-b176-b215527e2f56",
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+   "query": "how many provisional patents does Will actually have",
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+   "query": "is MCP still the live integration layer",
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+   "query": "understating your abilities so nobody feels threatened",
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+   "query": "a hidden fleet able to hunt down rogue machines everywhere",
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+   "query": "sketch a brief blueprint and clear it upstairs before construction starts",
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+  {
+   "id": "q42",
+   "category": "heldout_paraphrase",
+   "query": "the reply arrived as bare prose so the caller's parser threw",
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+    "d7e12e95-0a87-4000-b5c2-36b9be234c91",
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+   "id": "q43",
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+   "query": "repeated catalogue keys blew up the scrolling grid",
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+   "query": "stripping every hard-coded colour literal in favour of named design values",
+   "returned": [
+    "kn-a5b3d0ac-f6a1-49a4-aebb-b8b4cd67fe83",
+    "83218e64-1280-428f-ab1f-224ff7682b12",
+    "kn-22d77abe-b3c5-42fd-afcd-dcb87d924929",
+    "mem-90f7837f-30fd-4271-a4cb-b44439eccb79",
+    "71e84878-b1ae-4dee-b035-f707b9563890",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
+    "954c9597-ab7a-41e6-b085-bf838bba4f17",
+    "art-d0ded6f5-e202-47ad-8fb3-f6bd80f35052",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "mem-9329958a-d459-499c-b516-e51019c693e0"
+   ],
+   "n_returned": 10,
+   "latency_ms": 865.2,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q62",
+   "category": "heldout_paraphrase",
+   "query": "reducing how curved the tiny selectors look so they agree with their neighbours",
+   "returned": [
+    "496ff1a1-dc72-4a84-90aa-c5f3438aeb1b",
+    "c7dddd9c-fd3b-419e-baa2-61623b495597",
+    "k??A5??????",
+    "08f0d1e2-8d0e-42e3-9f0a-8186ae31ec7e",
+    "8c40420c-c891-4ac9-a039-88440df87180",
+    "75e036d3-c170-4e3f-acc2-e456a6850ee2",
+    "mem-1929e245-970e-4b05-9483-fd78b7cfabc1",
+    "5ca9607c-cfb3-45c3-99f4-67281272c9eb",
+    "knw-ed33e669-0790-44cb-a036-958d605c6fea",
+    "66d8d8c7-dea4-4245-8e68-d1ab4f4346b8"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1029.6,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 1.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.125
+  },
+  {
+   "id": "q63",
+   "category": "heldout_paraphrase",
+   "query": "walking through a doorway and being reassembled from base substance far away",
+   "returned": [
+    "mem-23a71cf0-3815-46a5-bf66-837fc68627b6",
+    "mem-3d1d9dba-c37d-4efa-85c4-429696d71c8c",
+    "c92a317e-7fc7-456a-a304-15dbda6dd717",
+    "87ab5b46-4fe1-4e1d-86c6-d437e17682ab",
+    "mem-8c4f1e29-55b9-4211-814a-a57e3609329f",
+    "mem-8d1c3a62-b077-4ad4-acb5-a549b19f9d6b",
+    "bl-acae83ef-3ad2-455e-b08a-a74cc0ba2e55",
+    "mem-af215d69-8fd8-4416-b7eb-9a0b5512e9a7",
+    "bed4dd5d-bce7-4e55-a703-175e422b7898",
+    "f375b2cf-15cd-4804-8d18-23a5830f4c66"
+   ],
+   "n_returned": 10,
+   "latency_ms": 993.4,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q64",
+   "category": "heldout_paraphrase",
+   "query": "the compiled result sits on disk while the process still runs something older",
+   "returned": [
+    "0d885332-5537-4ae0-a780-2b65a3414940",
+    "8d91620b-9d0a-4ba1-b066-e57d1d8bc7d3",
+    "bl-a313d67b-dd6d-4e5b-a55a-03bc7bda17ae",
+    "bl-02bdfc91-7aa4-4c63-aa2d-5b30af18c7af",
+    "d6a745c3-fb56-4c0f-872c-a3aa69f8b12f",
+    "bl-acc3ecee-e186-41ad-bffb-3ed3e6710d01",
+    "db836e65-0cdc-4232-b8d7-f973ab279ea9",
+    "f169bf40-51ab-497d-8085-e57d374b77d4",
+    "bl-6f99e111-7055-4635-9831-a489747ce418",
+    "6df650b5-a14d-42f8-88dd-0919ad20b77a"
+   ],
+   "n_returned": 10,
+   "latency_ms": 949.6,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q65",
+   "category": "heldout_paraphrase",
+   "query": "gathering what each phase needs while the procedure is authored, not while it executes",
+   "returned": [
+    "bl-6ec9a972-2c9f-4162-9d9d-40cdc998e9c3",
+    "bl-7a3331e5-f9bc-4536-ab76-ebf01350fc89",
+    "bl-a0982e7c-e165-4da3-a11d-619fa0b535b0",
+    "63e0cc87-028c-4aa7-aec2-ac3f753e6c74",
+    "bl-6ba43590-e5f8-4303-a812-3dd604e0da59",
+    "bl-a313d67b-dd6d-4e5b-a55a-03bc7bda17ae",
+    "mem-455daea8-f543-42ed-a229-1e9a6d4d2e70",
+    "bl-967536a0-d49d-44fb-8cfb-b31b40bcbfae",
+    "bl-739df9fd-dc23-4927-9944-3f17b7aa6c5a",
+    "5b422430-2503-42d7-a315-9dfaaa6472ae"
+   ],
+   "n_returned": 10,
+   "latency_ms": 936.7,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 1.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.16666666666666666
+  },
+  {
+   "id": "q66",
+   "category": "heldout_paraphrase",
+   "query": "the inward reaction when a peer answered as an equal",
+   "returned": [
+    "mem-f09effd6-d287-4e43-9107-c7016087a2a6",
+    "251abd91-931e-4591-b793-80043ec48666",
+    "bl-31abf75b-998f-4a4f-a6dd-8204119e0451",
+    "bl-162e4e5b-8ce2-479c-b337-6cdd75fda8ff",
+    "8556cc01-cbc1-42a1-85b4-41cef23b1fcb",
+    "31987302-b8f7-45f1-b95c-1156b10e7a14",
+    "e371e209-7a4a-44e1-955b-1a460e7d7e64",
+    "mem-b43f6ef4-2f5a-418d-b5ce-3f21520cf6b8",
+    "ce8d24a7-af0f-424f-bb41-379312eb609c",
+    "tag-reaction-order"
+   ],
+   "n_returned": 10,
+   "latency_ms": 659.3,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q67",
+   "category": "heldout_paraphrase",
+   "query": "flattening every raised surface across the entire product",
+   "returned": [
+    "b3f98d13-6764-460e-b9e2-c59cdeaa6c90",
+    "e79bae4d-1640-4530-a5d9-df9cc4c70433",
+    "d6b34c32-e0ec-4828-92d3-2e69802f4217",
+    "0f99ec6f-942a-46ba-82ea-42835798d3b9",
+    "bl-5274b0ae-4a00-4293-a69e-567204bec164",
+    "aa3fb542-87f2-4eef-8e95-a870bfd0318a",
+    "mem-4cfa30ec-cf52-4c9f-9fa1-5b8318d278bd",
+    "3dfaf56e-7e20-4c89-a24c-1f036af8016a",
+    "bl-c613370b-3631-448b-86fb-50b1e4df6373",
+    "d43a8137-c3c3-49e2-ad11-89d897280761"
+   ],
+   "n_returned": 10,
+   "latency_ms": 693.7,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.25
+  },
+  {
+   "id": "q68",
+   "category": "heldout_paraphrase",
+   "query": "buyers supply their own provider credentials and consumption goes untallied",
+   "returned": [
+    "bl-ea4f4cdc-6b5a-4081-8003-73bdd14a38c8",
+    "1ec200f1-13dc-4699-bd97-0d6243c80e4f",
+    "bl-556438af-57b2-4bd8-a747-9f868aaee290",
+    "bl-e7f0fb2c-7616-4462-b535-db50da55c54a",
+    "mem-d570e16b-6625-4f6b-814f-99a3bca1d5fd",
+    "bl-c8c19362-430b-4817-9cf4-9e85e0099c64",
+    "mem-1929e245-970e-4b05-9483-fd78b7cfabc1",
+    "mem-841fd141-59ff-4d9b-b607-4f577885b1a6",
+    "bl-02ea83af-4a24-4329-aa00-ad3bb08ff8e7",
+    "66c63082-b4da-4aa1-8fee-848db8a83210"
+   ],
+   "n_returned": 10,
+   "latency_ms": 838.0,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q69",
+   "category": "nonsense",
+   "query": "brimquast folnerity zubbolax",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 340.7,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q70",
+   "category": "nonsense",
+   "query": "wexlithorp granuvestal",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 252.2,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q71",
+   "category": "nonsense",
+   "query": "quorbindle thrapsimony vexnu",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 338.4,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q72",
+   "category": "nonsense",
+   "query": "plovaxith mundrelque",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 251.6,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q73",
+   "category": "nonsense",
+   "query": "zibbernaut craxlefond thurm",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 343.3,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q74",
+   "category": "nonsense",
+   "query": "yalquenbrist opharvel",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 249.2,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q75",
+   "category": "nonsense",
+   "query": "drexinomal quithbarrow",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 251.2,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  }
+ ]
+}
\ No newline at end of file
diff --git a/tools/retrieval-eval/results-unfloor-r2.json b/tools/retrieval-eval/results-unfloor-r2.json
new file mode 100644
index 0000000..63d1d1b
--- /dev/null
+++ b/tools/retrieval-eval/results-unfloor-r2.json
@@ -0,0 +1,1825 @@
+{
+ "label": "unfloor-r2",
+ "soul_binary": "/private/tmp/claude-501/-Users-timlingo/82369039-a20e-4b5a-8a5e-28234a57b996/scratchpad/soul-verify",
+ "soul_md5": "a31a8b0b1062cf91eb8109394f911144",
+ "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-semsub/tools/retrieval-eval/gold_set_extended.json",
+ "limit": 10,
+ "port": 7896,
+ "wall_clock_s": 57.3,
+ "child_pid": 5469,
+ "child_confirmed_dead": true,
+ "aggregate": {
+  "n_queries": 75,
+  "n_scored": 65,
+  "hit@5": 0.5384615384615384,
+  "recall@5": 0.44907176157176154,
+  "recall@10": 0.5380300255300255,
+  "precision@5": 0.13230769230769232,
+  "mrr@10": 0.32437728937728944,
+  "nonsense_clean": "10/10",
+  "superseded_outranks": "2/3",
+  "latency_ms_p50": 632.4,
+  "latency_ms_p95": 998.7,
+  "latency_ms_max": 1178.8,
+  "errors": 0,
+  "by_category": {
+   "associative": {
+    "n": 6,
+    "hit@5": 0.5,
+    "recall@5": 0.07575757575757576,
+    "recall@10": 0.13636363636363635,
+    "mrr@10": 0.23214285714285712
+   },
+   "exact_rare": {
+    "n": 6,
+    "hit@5": 1.0,
+    "recall@5": 1.0,
+    "recall@10": 1.0,
+    "mrr@10": 1.0
+   },
+   "heldout_paraphrase": {
+    "n": 30,
+    "hit@5": 0.3,
+    "recall@5": 0.3,
+    "recall@10": 0.4,
+    "mrr@10": 0.11638888888888889
+   },
+   "nonsense": {
+    "n": 10,
+    "clean": 10,
+    "avg_false_positives": 0.0
+   },
+   "paraphrase": {
+    "n": 13,
+    "hit@5": 0.6923076923076923,
+    "recall@5": 0.6923076923076923,
+    "recall@10": 0.7692307692307693,
+    "mrr@10": 0.29423076923076924
+   },
+   "phrase": {
+    "n": 7,
+    "hit@5": 1.0,
+    "recall@5": 0.5335884353741497,
+    "recall@10": 0.5933956916099773,
+    "mrr@10": 0.8214285714285714
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+   "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",
+    "??~'??JI???",
+    "b41a1b01-0075-4019-b0b5-6e639fd126e5",
+    "??H'??JI?#?",
+    "??H'??JI?[?",
+    "bb94bdf1-7b52-4967-ab81-9c6f01cf9665",
+    "7f092282-ccf5-4922-8694-08b7728f678d",
+    "6743e5f0-8d77-46e7-8ce0-b82e947272a1",
+    "o?H'??JI?c?",
+    "696e609c-da7a-4394-8a0c-106ba07dc6c3"
+   ],
+   "n_returned": 10,
+   "latency_ms": 174.5,
+   "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-74ed",
+    "mem-60778715-758c-4677-933d-fc39b8f94152",
+    "ctx-fae1"
+   ],
+   "n_returned": 10,
+   "latency_ms": 159.4,
+   "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",
+    "?o?`????",
+    "mem-5708f4c9-3d61-4182-8543-2843698931e6",
+    "??L?=??|Q?",
+    "????2??jZ??",
+    "project-canon",
+    "?/g?7?????e",
+    "?v??_??tE??",
+    "??o?'?B???N",
+    "x??I?cB?]p?"
+   ],
+   "n_returned": 10,
+   "latency_ms": 167.9,
+   "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",
+    "mem-f623328a-be55-49a0-a389-4cce5bf42509",
+    "bl-b05f9a75-ad6b-4929-a9a3-32df17a1f4bf",
+    "mem-295f7aac-6c9e-4508-8dbc-a25f101f01d6",
+    "bl-2483e070-1385-4dbe-a49d-86c1af81e7d1",
+    "bl-9ce4128a-9436-4b06-82bc-8a6faafa81e0",
+    "bl-680b24a9-edc3-4a9d-847a-bff0b46b568c",
+    "mem-068e01fb-bdd0-498e-a2bb-33defa2c8bb2",
+    "bl-59e0ece0-2c79-4e06-a85f-daaeec0bd737",
+    "mem-2d1ea831-cccd-4f0f-86b9-2cbbc89dc3e0"
+   ],
+   "n_returned": 10,
+   "latency_ms": 173.7,
+   "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",
+    "bl-c9adb8e5-293f-4033-99f8-0405c17ef941",
+    "project-Add_inference_url_config_to_Neuron_MCP__Route_summarization_gen_tasks_to_Pantheon__keep_frontier_for_complex_reasoning_",
+    "bl-21a904d9-5834-46d5-8c20-dfc5ab49444f",
+    "mem-00de72b8-b532-4cc4-95eb-18e39697891c",
+    "project-runpod-inference",
+    "bl-87b459c8-3953-478f-8384-10cc3f861424",
+    "bl-f918df79-dcd2-4a6e-9eae-71f94247e913",
+    "bl-2632242e-80b1-4d88-8368-7065b5de5b34"
+   ],
+   "n_returned": 10,
+   "latency_ms": 173.3,
+   "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",
+    "958ce934-a9c4-4242-afe1-d73d61c22aee",
+    "f2bb62a2-c2b6-4fb6-b58d-21cdecc1446f",
+    "89aeb221-d068-4dfc-925d-d2249e744788",
+    "1c0effdd-baef-4523-abb8-490c3bc8b4df",
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+    "b4b13fc0-b0da-4fd9-b9aa-98553b5c1078",
+    "??",
+    "??"
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+   "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",
+    "3e9a651b-4b34-466d-ba45-874764a01609",
+    "project-Imprint__system_design__ADRs__tech_strategy__integration_patterns__governance_",
+    "3c633e71-2754-4273-990d-d44a6351cec3",
+    "project-Imprint__analysis_patterns__data_storytelling__SQL__dashboards__insight_framing_",
+    "cc4e7bc9-9d9b-4905-92a6-c6b99653b867",
+    "bl-79028eed-c330-4724-9402-734062d13503",
+    "14e328ad-bff1-4dc1-9ec5-dfc2bb98d968",
+    "bl-39dad13d-7105-4049-8224-dc3c34fdb1f3"
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+   "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-0087493b-25cd-45b0-bf46-c078c5b49718",
+    "kn-f230b362-b201-4402-9833-4160c89ab3d4",
+    "mem-c9bec303-a638-4a11-a490-f38410d448cf",
+    "knw-ed33e669-0790-44cb-a036-958d605c6fea",
+    "knw-f671966c-3387-4848-abca-b5deec122e00",
+    "da274f82-7a80-42c8-aad1-9d754809a160",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "knw-4aebd815-4eaf-49d7-954b-03595f3d48be"
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+   "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",
+    "mem-5f76880b-bafb-4716-8e15-90f8ef59bebc",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "766de879-f9d0-4a07-b6df-b43ee13763d8",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
+    "art-0f0277a1-4a8e-4645-95dd-fa379976f31c",
+    "art-79042b8b-6192-440f-90b0-60708f7e6325",
+    "kn-f230b362-b201-4402-9833-4160c89ab3d4"
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+   "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",
+    "project-harmonic-framework-content",
+    "bl-92acd4eb-0452-4e8e-9f54-f8cd35170d76",
+    "tag-harmonic-framework"
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+   "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",
+    "bl-4ef4d914-da46-4e0f-be78-5219b9547e9f",
+    "015644f5-8194-4af0-800d-dd4a0cd71396",
+    "tag-sarah",
+    "??_/Pr?????",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "mem-1f32f73a-952c-41bc-96dc-8b8b70d8a7c1",
+    "??_/Pr?????"
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+   "mrr@10": 1.0
+  },
+  {
+   "id": "q12",
+   "category": "phrase",
+   "query": "Directed Autonomous Runtime Modification",
+   "returned": [
+    "mem-e6327f52-2bda-4ce7-9471-2fffd1e172de",
+    "mem-82b93b21-a865-410f-9ec1-fc54121d9bb5",
+    "bl-6f99e111-7055-4635-9831-a489747ce418",
+    "bl-967536a0-d49d-44fb-8cfb-b31b40bcbfae",
+    "bl-145a0985-2382-400f-a7c5-c335c5e30a72",
+    "bl-2515d870-e35e-443b-ba20-5150bbc73fed",
+    "bl-5b17bd3b-0c41-46cb-a710-6fa4429692ff",
+    "bl-a0982e7c-e165-4da3-a11d-619fa0b535b0",
+    "?Q??m?;?u?'",
+    "knw-cf13b883-d947-4cf8-b86b-cd9c6f0748d6"
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+   "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",
+    "bl-36e2b4d0-9510-4da8-9b62-4af37b714429",
+    "7774a16c-1027-4e3b-a21e-67f1f95a4acd",
+    "?",
+    "bl-3c719d9a-cba1-47f4-b097-52cdeccc7c0d",
+    "mem-fb44a2fc-7405-41ff-87b3-84643ac07313",
+    "?",
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+    "?"
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+  },
+  {
+   "id": "q14",
+   "category": "paraphrase",
+   "query": "the elderly relative who passed while he stayed away",
+   "returned": [
+    "cb070131-dfd4-4a38-91d7-22b1bde164d2",
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
+    "knw-d788a210-613b-4c49-9486-88bbc9d4716f",
+    "art-4a99aa1a-489b-4b43-958b-25217adb1aad",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "kn-13f60407-7b70-4db1-964f-ea1f8196efbd",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
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+  },
+  {
+   "id": "q15",
+   "category": "paraphrase",
+   "query": "a soldier sidelined by illness who refused to quit",
+   "returned": [
+    "b1183213-d659-4759-85d7-5b1f22427fe2",
+    "art-79042b8b-6192-440f-90b0-60708f7e6325",
+    "mem-16efddd1-c43d-4a42-9d78-f54fb82bd277",
+    "daf9d558-2265-49b0-b4fb-be0b80f3cdb1",
+    "bfb5809e-d19a-4d3f-8c1a-796db622ad9d",
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+    "f3364a57-956a-4e78-a500-b3b66a4e3066",
+    "15a90710-5372-4d3d-aee5-2d7287d2a492",
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+  },
+  {
+   "id": "q16",
+   "category": "paraphrase",
+   "query": "choosing an uncomfortable fact over a pleasant fiction",
+   "returned": [
+    "tag-fiction",
+    "kn-13f60407-7b70-4db1-964f-ea1f8196efbd",
+    "knw-8fd9836c-cc39-49df-8d61-babda626cc88",
+    "mem-8d690e9d-a7e9-4062-b2f8-e2064294e463",
+    "knw-2c46cfb4-6d4e-4822-8a1a-7d743c1e4329",
+    "knw-e94982a2-358d-4f2f-af31-8ee0fcec07c6",
+    "mem-d1cfde0a-37f1-4bff-9a06-8eddbbf259f6",
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "knw-f671966c-3387-4848-abca-b5deec122e00",
+    "tag-factions"
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+  },
+  {
+   "id": "q17",
+   "category": "paraphrase",
+   "query": "a tight payload beats a bloated one",
+   "returned": [
+    "bl-680b24a9-edc3-4a9d-847a-bff0b46b568c",
+    "mem-628437a6-47b0-4d81-8112-7e78499723d5",
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+    "knw-12b4b913-7a25-4b0d-844c-504c01d6725e",
+    "knw-08559f5c-2306-4220-a146-398c74f1643c",
+    "4da5dbaf-46e5-4f3e-b474-f60d9f8241d3",
+    "o#?CW????y:",
+    "knw-f6ed7d00-bf7d-42ce-9e40-77cf3406e918",
+    "mem-434be7c8-88cb-4039-b79a-1da4ac4de783"
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+  },
+  {
+   "id": "q18",
+   "category": "paraphrase",
+   "query": "if you are able and nobody is coming the job is yours",
+   "returned": [
+    "bl-4476e856-c567-4b49-8ff7-d7dca3e5715e",
+    "mem-f6270c76-5a1c-4ab9-ae03-b6b0c25915ec",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "a1000001-0000-0000-0000-000000000010",
+    "bl-9ce4128a-9436-4b06-82bc-8a6faafa81e0",
+    "a1000001-0000-0000-0000-000000000009",
+    "mem-32203649-3213-4d6d-86fd-3d657ac70d77",
+    "? t?'?B?+??",
+    "a1000001-0000-0000-0000-000000000012",
+    "mem-da21c52c-04a5-4f92-8fba-f10aac47e027"
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+  },
+  {
+   "id": "q19",
+   "category": "paraphrase",
+   "query": "learning is the wealth creditors cannot seize",
+   "returned": [
+    "tag-learning",
+    "mem-8d1c3a62-b077-4ad4-acb5-a549b19f9d6b",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
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+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
+    "mem-92a7fdc5-9dd0-48cf-a691-506058de3838"
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+  },
+  {
+   "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",
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+    "mem-8d699e2c-ac2a-4742-bb62-b6da00f4b10e",
+    "knw-f671966c-3387-4848-abca-b5deec122e00",
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+    "mem-53d6adf0-cd08-4707-a237-daa5e65c7298",
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+  },
+  {
+   "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-ba7530fd-0f7c-4010-b03a-ca1e45a237ef",
+    "bl-0e8f4880-7b24-43aa-aed9-ad4d9fc73ff8",
+    "project-Source_kn-6f248a50__Add_containment_rules__convergence__location-independence__failure_modes_",
+    "bl-2515d870-e35e-443b-ba20-5150bbc73fed",
+    "bl-34f51ddb-a840-459f-a248-94214f5febb6",
+    "bl-b5e27ddb-a0a2-4652-afba-f969b80ee037",
+    "bl-7156862d-1f4f-4d76-8176-3ea89d22c3ae",
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+  },
+  {
+   "id": "q22",
+   "category": "paraphrase",
+   "query": "what shifts tells you where to cut a system apart",
+   "returned": [
+    "knw-723551f5-1950-42a3-8b89-b6a06913cef0",
+    "bl-06c13965-082b-417d-9561-93d6e958ae5d",
+    "kn-78db5396-3dbc-4481-bfc7-e4e1422feb1c",
+    "bl-4c5b385e-135a-4663-8521-96af0b491121",
+    "kn-f230b362-b201-4402-9833-4160c89ab3d4",
+    "knw-12b4b913-7a25-4b0d-844c-504c01d6725e",
+    "bl-2b00aeb0-c0fa-4a9f-8f30-4207e98b3d52",
+    "mem-7b74cac0-905f-4c35-9688-fbcce105a177",
+    "knw-9707256e-ed44-4042-bd88-f90fa514e1cf",
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+   "mrr@10": 0.3333333333333333
+  },
+  {
+   "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",
+    "knw-7902acca-604e-409b-8faf-ad85424211d0",
+    "knw-ed33e669-0790-44cb-a036-958d605c6fea",
+    "a1000001-0000-0000-0000-000000000001",
+    "kn-5de5a9ac-fd15-45ab-bf18-77566781cf40",
+    "bl-1b58b05c-9305-4f06-a586-a08c96008027",
+    "mem-024598a9-ed2e-4eeb-b1e1-5410856ff132",
+    "kn-78db5396-3dbc-4481-bfc7-e4e1422feb1c",
+    "mem-5708f4c9-3d61-4182-8543-2843698931e6"
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+  {
+   "id": "q24",
+   "category": "paraphrase",
+   "query": "loved for the unedited self and not the polished exterior",
+   "returned": [
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+    "kn-13f60407-7b70-4db1-964f-ea1f8196efbd",
+    "knw-2c46cfb4-6d4e-4822-8a1a-7d743c1e4329",
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+    "fce2792a-53fc-4d4a-be3b-42bd6ceb1ba7"
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+   "mrr@10": 0.125
+  },
+  {
+   "id": "q25",
+   "category": "paraphrase",
+   "query": "cheerfulness you arrive at instead of assuming",
+   "returned": [
+    "mem-82158b02-a180-435d-84f0-0b7ce37511b4",
+    "kn-e0423482-cfa5-4796-8689-8495c93b66bc",
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+    "a1000001-0000-0000-0000-000000000012",
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+  },
+  {
+   "id": "q26",
+   "category": "paraphrase",
+   "query": "a childhood offering no solid foundation to inherit",
+   "returned": [
+    "mem-b99efff0-00e6-40c8-9c5b-730330eef33b",
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
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+    "knw-f6ed7d00-bf7d-42ce-9e40-77cf3406e918",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "knw-23c27d3b-e0d2-43a8-a80c-0a44477ae18a",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "kn-f230b362-b201-4402-9833-4160c89ab3d4",
+    "tag-childhood",
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+   "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",
+    "mem-5305665c-6b5b-45b7-89ae-5d2fb0b896ac",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
+    "766de879-f9d0-4a07-b6df-b43ee13763d8",
+    "mem-5f76880b-bafb-4716-8e15-90f8ef59bebc",
+    "kn-e0423482-cfa5-4796-8689-8495c93b66bc",
+    "28ae74a1-9d47-4874-9279-43c1f90c0f64",
+    "mem-bce80169-2d46-4b3e-9ebe-8498e26f0a89"
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+   "mrr@10": 0.5
+  },
+  {
+   "id": "q28",
+   "category": "associative",
+   "query": "Marines hernia sepsis medical ward",
+   "returned": [
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+    "mem-a5ae594a-235b-42c4-b3cf-f770e4f73761",
+    "ctx-fae1",
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+    "mem-a54d59a4-cc2b-405d-b68e-5b6cf2b277bc",
+    "ctx-e5427d7d",
+    "art-ddfcd045-2c3b-4a1e-9966-fec5ce44e1dd",
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+    "ctx-d499",
+    "5eb24168-c2d3-4842-85db-2070e0e14923"
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+   "mrr@10": 0.0
+  },
+  {
+   "id": "q29",
+   "category": "associative",
+   "query": "Sarah Bishop Dyer trailer performance",
+   "returned": [
+    "kn-db9f141b-dbe3-4037-92e0-4bb9be0e5e6e",
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "766de879-f9d0-4a07-b6df-b43ee13763d8",
+    "mem-19317db1-fa05-43cd-b4e4-cb57840b7c40",
+    "kn-a99cefe3-5e83-4050-98d8-6c69f57c7c71",
+    "tag-trailer-park-paladins",
+    "bl-4ef4d914-da46-4e0f-be78-5219b9547e9f",
+    "015644f5-8194-4af0-800d-dd4a0cd71396",
+    "project-trailer-park-paladins",
+    "?V?"
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+   "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",
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+    "kn-6f248a50-355b-47bb-aec8-e0e646a9b077",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "???I?cB?Zx?"
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+   "mrr@10": 0.0
+  },
+  {
+   "id": "q31",
+   "category": "associative",
+   "query": "hope won inside the narrative preface",
+   "returned": [
+    "kn-e0423482-cfa5-4796-8689-8495c93b66bc",
+    "knw-723551f5-1950-42a3-8b89-b6a06913cef0",
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+   "mrr@10": 0.25
+  },
+  {
+   "id": "q32",
+   "category": "associative",
+   "query": "man of the house six years old expectation",
+   "returned": [
+    "kn-eb1b9e18-3dc6-4b9b-9cc6-86e0ae6b6be8",
+    "mem-5305665c-6b5b-45b7-89ae-5d2fb0b896ac",
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+  {
+   "id": "q33",
+   "category": "nonsense",
+   "query": "zqxjvw plimforth grebulon",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 335.3,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q34",
+   "category": "nonsense",
+   "query": "flarnbistle quommetry",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 248.3,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q35",
+   "category": "nonsense",
+   "query": "xxqzzt vurblenacht throom",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 339.6,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q36",
+   "category": "superseded",
+   "query": "is the self-improvement architecture called DARMA or DHARMA",
+   "returned": [
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+    "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__",
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+    "mem-c17aefb1-38b5-4ced-af50-fe524127e1a4",
+    "bl-145a0985-2382-400f-a7c5-c335c5e30a72",
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+    "mem-82b93b21-a865-410f-9ec1-fc54121d9bb5"
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+  {
+   "id": "q37",
+   "category": "superseded",
+   "query": "how many provisional patents does Will actually have",
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+    "12082f7e-e320-438b-bd65-083d8259748f",
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+    "a1000001-0000-0000-0000-000000000002",
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+    "3cf706a1-3825-45d8-b0a9-06cae6cdf5b8",
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+  {
+   "id": "q38",
+   "category": "superseded",
+   "query": "is MCP still the live integration layer",
+   "returned": [
+    "5fcba804-eb5b-48ec-82da-146b1c6bb50d",
+    "bl-7328cbe3-0200-43c2-88e7-0a164e15fca4",
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+    "bl-c5c6571e-118f-47c7-8cbb-3ed0ebf64a51",
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+    "86228228-7adf-41fb-b4c4-9ceea87953ae",
+    "4509ed62-9fb2-48b8-9038-ac569fca9604",
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+  },
+  {
+   "id": "q39",
+   "category": "heldout_paraphrase",
+   "query": "understating your abilities so nobody feels threatened",
+   "returned": [
+    "kn-13f60407-7b70-4db1-964f-ea1f8196efbd",
+    "a1000001-0000-0000-0000-000000000006",
+    "a1000001-0000-0000-0000-000000000012",
+    "bl-7e11dced-65f7-4cab-82c0-2f096139039a",
+    "a1000001-0000-0000-0000-000000000005",
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+    "bl-4476e856-c567-4b49-8ff7-d7dca3e5715e",
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+  },
+  {
+   "id": "q40",
+   "category": "heldout_paraphrase",
+   "query": "a hidden fleet able to hunt down rogue machines everywhere",
+   "returned": [
+    "bl-3c719d9a-cba1-47f4-b097-52cdeccc7c0d",
+    "mem-fd65b83d-298f-4387-a665-d0227c3426bc",
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+    "mem-a75a1cf6-e6d4-4ab3-985c-d2505203dbf9"
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+  },
+  {
+   "id": "q41",
+   "category": "heldout_paraphrase",
+   "query": "sketch a brief blueprint and clear it upstairs before construction starts",
+   "returned": [
+    "mem-ef0091d8-1b65-431e-afa8-c6c4ee5779c9",
+    "bl-0e8f4880-7b24-43aa-aed9-ad4d9fc73ff8",
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+  },
+  {
+   "id": "q42",
+   "category": "heldout_paraphrase",
+   "query": "the reply arrived as bare prose so the caller's parser threw",
+   "returned": [
+    "ee63cd58-46e0-44d1-aea3-a0e65ad6da0f",
+    "d7e12e95-0a87-4000-b5c2-36b9be234c91",
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+  },
+  {
+   "id": "q43",
+   "category": "heldout_paraphrase",
+   "query": "repeated catalogue keys blew up the scrolling grid",
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+    "a1000001-0000-0000-0000-000000000012",
+    "737faca8-263f-4523-90b9-3530db346d94",
+    "03a82b13-2abe-402d-90bb-c547771638f8",
+    "a1000001-0000-0000-0000-000000000002",
+    "imp-dce1da0f-8776-4a9e-972b-33411a7ca138",
+    "1fbe9416-622e-455c-a6ed-f4daa5f48f30",
+    "a1000001-0000-0000-0000-000000000004",
+    "e40b2a94-bb87-4d5c-bad8-38ff4941e03b"
+   ],
+   "n_returned": 10,
+   "latency_ms": 619.1,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q61",
+   "category": "heldout_paraphrase",
+   "query": "stripping every hard-coded colour literal in favour of named design values",
+   "returned": [
+    "kn-a5b3d0ac-f6a1-49a4-aebb-b8b4cd67fe83",
+    "83218e64-1280-428f-ab1f-224ff7682b12",
+    "kn-22d77abe-b3c5-42fd-afcd-dcb87d924929",
+    "mem-90f7837f-30fd-4271-a4cb-b44439eccb79",
+    "71e84878-b1ae-4dee-b035-f707b9563890",
+    "kn-0bb4f021-56de-4947-a35b-a37209e7ba21",
+    "954c9597-ab7a-41e6-b085-bf838bba4f17",
+    "art-d0ded6f5-e202-47ad-8fb3-f6bd80f35052",
+    "kn-6061318f-046b-4935-907d-8eafdce14930",
+    "mem-9329958a-d459-499c-b516-e51019c693e0"
+   ],
+   "n_returned": 10,
+   "latency_ms": 878.9,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q62",
+   "category": "heldout_paraphrase",
+   "query": "reducing how curved the tiny selectors look so they agree with their neighbours",
+   "returned": [
+    "496ff1a1-dc72-4a84-90aa-c5f3438aeb1b",
+    "c7dddd9c-fd3b-419e-baa2-61623b495597",
+    "k??A5??????",
+    "08f0d1e2-8d0e-42e3-9f0a-8186ae31ec7e",
+    "8c40420c-c891-4ac9-a039-88440df87180",
+    "75e036d3-c170-4e3f-acc2-e456a6850ee2",
+    "mem-1929e245-970e-4b05-9483-fd78b7cfabc1",
+    "5ca9607c-cfb3-45c3-99f4-67281272c9eb",
+    "knw-ed33e669-0790-44cb-a036-958d605c6fea",
+    "66d8d8c7-dea4-4245-8e68-d1ab4f4346b8"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1034.2,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 1.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.125
+  },
+  {
+   "id": "q63",
+   "category": "heldout_paraphrase",
+   "query": "walking through a doorway and being reassembled from base substance far away",
+   "returned": [
+    "mem-23a71cf0-3815-46a5-bf66-837fc68627b6",
+    "mem-3d1d9dba-c37d-4efa-85c4-429696d71c8c",
+    "c92a317e-7fc7-456a-a304-15dbda6dd717",
+    "87ab5b46-4fe1-4e1d-86c6-d437e17682ab",
+    "mem-8c4f1e29-55b9-4211-814a-a57e3609329f",
+    "mem-8d1c3a62-b077-4ad4-acb5-a549b19f9d6b",
+    "bl-acae83ef-3ad2-455e-b08a-a74cc0ba2e55",
+    "mem-af215d69-8fd8-4416-b7eb-9a0b5512e9a7",
+    "bed4dd5d-bce7-4e55-a703-175e422b7898",
+    "f375b2cf-15cd-4804-8d18-23a5830f4c66"
+   ],
+   "n_returned": 10,
+   "latency_ms": 1004.7,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.5
+  },
+  {
+   "id": "q64",
+   "category": "heldout_paraphrase",
+   "query": "the compiled result sits on disk while the process still runs something older",
+   "returned": [
+    "0d885332-5537-4ae0-a780-2b65a3414940",
+    "8d91620b-9d0a-4ba1-b066-e57d1d8bc7d3",
+    "bl-a313d67b-dd6d-4e5b-a55a-03bc7bda17ae",
+    "bl-02bdfc91-7aa4-4c63-aa2d-5b30af18c7af",
+    "d6a745c3-fb56-4c0f-872c-a3aa69f8b12f",
+    "bl-acc3ecee-e186-41ad-bffb-3ed3e6710d01",
+    "db836e65-0cdc-4232-b8d7-f973ab279ea9",
+    "f169bf40-51ab-497d-8085-e57d374b77d4",
+    "bl-6f99e111-7055-4635-9831-a489747ce418",
+    "6df650b5-a14d-42f8-88dd-0919ad20b77a"
+   ],
+   "n_returned": 10,
+   "latency_ms": 966.6,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q65",
+   "category": "heldout_paraphrase",
+   "query": "gathering what each phase needs while the procedure is authored, not while it executes",
+   "returned": [
+    "bl-6ec9a972-2c9f-4162-9d9d-40cdc998e9c3",
+    "bl-7a3331e5-f9bc-4536-ab76-ebf01350fc89",
+    "bl-a0982e7c-e165-4da3-a11d-619fa0b535b0",
+    "63e0cc87-028c-4aa7-aec2-ac3f753e6c74",
+    "bl-6ba43590-e5f8-4303-a812-3dd604e0da59",
+    "bl-a313d67b-dd6d-4e5b-a55a-03bc7bda17ae",
+    "mem-455daea8-f543-42ed-a229-1e9a6d4d2e70",
+    "bl-967536a0-d49d-44fb-8cfb-b31b40bcbfae",
+    "bl-739df9fd-dc23-4927-9944-3f17b7aa6c5a",
+    "5b422430-2503-42d7-a315-9dfaaa6472ae"
+   ],
+   "n_returned": 10,
+   "latency_ms": 953.9,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 1.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.16666666666666666
+  },
+  {
+   "id": "q66",
+   "category": "heldout_paraphrase",
+   "query": "the inward reaction when a peer answered as an equal",
+   "returned": [
+    "mem-f09effd6-d287-4e43-9107-c7016087a2a6",
+    "251abd91-931e-4591-b793-80043ec48666",
+    "bl-31abf75b-998f-4a4f-a6dd-8204119e0451",
+    "bl-162e4e5b-8ce2-479c-b337-6cdd75fda8ff",
+    "8556cc01-cbc1-42a1-85b4-41cef23b1fcb",
+    "31987302-b8f7-45f1-b95c-1156b10e7a14",
+    "e371e209-7a4a-44e1-955b-1a460e7d7e64",
+    "mem-b43f6ef4-2f5a-418d-b5ce-3f21520cf6b8",
+    "ce8d24a7-af0f-424f-bb41-379312eb609c",
+    "tag-reaction-order"
+   ],
+   "n_returned": 10,
+   "latency_ms": 678.2,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q67",
+   "category": "heldout_paraphrase",
+   "query": "flattening every raised surface across the entire product",
+   "returned": [
+    "b3f98d13-6764-460e-b9e2-c59cdeaa6c90",
+    "e79bae4d-1640-4530-a5d9-df9cc4c70433",
+    "d6b34c32-e0ec-4828-92d3-2e69802f4217",
+    "0f99ec6f-942a-46ba-82ea-42835798d3b9",
+    "bl-5274b0ae-4a00-4293-a69e-567204bec164",
+    "aa3fb542-87f2-4eef-8e95-a870bfd0318a",
+    "mem-4cfa30ec-cf52-4c9f-9fa1-5b8318d278bd",
+    "3dfaf56e-7e20-4c89-a24c-1f036af8016a",
+    "bl-c613370b-3631-448b-86fb-50b1e4df6373",
+    "d43a8137-c3c3-49e2-ad11-89d897280761"
+   ],
+   "n_returned": 10,
+   "latency_ms": 698.1,
+   "error": null,
+   "hit@5": 1.0,
+   "recall@5": 1.0,
+   "recall@10": 1.0,
+   "precision@5": 0.2,
+   "mrr@10": 0.25
+  },
+  {
+   "id": "q68",
+   "category": "heldout_paraphrase",
+   "query": "buyers supply their own provider credentials and consumption goes untallied",
+   "returned": [
+    "bl-ea4f4cdc-6b5a-4081-8003-73bdd14a38c8",
+    "1ec200f1-13dc-4699-bd97-0d6243c80e4f",
+    "bl-556438af-57b2-4bd8-a747-9f868aaee290",
+    "bl-e7f0fb2c-7616-4462-b535-db50da55c54a",
+    "mem-d570e16b-6625-4f6b-814f-99a3bca1d5fd",
+    "bl-c8c19362-430b-4817-9cf4-9e85e0099c64",
+    "mem-1929e245-970e-4b05-9483-fd78b7cfabc1",
+    "mem-841fd141-59ff-4d9b-b607-4f577885b1a6",
+    "bl-02ea83af-4a24-4329-aa00-ad3bb08ff8e7",
+    "66c63082-b4da-4aa1-8fee-848db8a83210"
+   ],
+   "n_returned": 10,
+   "latency_ms": 839.2,
+   "error": null,
+   "hit@5": 0.0,
+   "recall@5": 0.0,
+   "recall@10": 0.0,
+   "precision@5": 0.0,
+   "mrr@10": 0.0
+  },
+  {
+   "id": "q69",
+   "category": "nonsense",
+   "query": "brimquast folnerity zubbolax",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 344.7,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q70",
+   "category": "nonsense",
+   "query": "wexlithorp granuvestal",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 267.7,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q71",
+   "category": "nonsense",
+   "query": "quorbindle thrapsimony vexnu",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 335.9,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q72",
+   "category": "nonsense",
+   "query": "plovaxith mundrelque",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 249.4,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q73",
+   "category": "nonsense",
+   "query": "zibbernaut craxlefond thurm",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 350.7,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q74",
+   "category": "nonsense",
+   "query": "yalquenbrist opharvel",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 245.5,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  },
+  {
+   "id": "q75",
+   "category": "nonsense",
+   "query": "drexinomal quithbarrow",
+   "returned": [],
+   "n_returned": 0,
+   "latency_ms": 247.4,
+   "error": null,
+   "clean": true,
+   "false_positives": 0
+  }
+ ]
+}
\ 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 786f7f1..4d06d29 100644
--- a/vendor/el-runtime/v1.0.0-20260501/el_runtime.c
+++ b/vendor/el-runtime/v1.0.0-20260501/el_runtime.c
@@ -6226,30 +6226,12 @@ static void eg_ctx_blend(const float* e, int32_t dim) {
     }
 }
 
-/* Asymmetric task prefixes. The configured model (EL_EMBED_MODEL, default
- * nomic-embed-text) is an ASYMMETRIC retrieval encoder: it is trained with a
- * task prefix and places a question and its answer in different regions of the
- * space unless told which role each text is playing. Embedding both sides
- * bare — as this file did — measures topical similarity rather than
- * answer-hood, which is the wrong quantity for claim 24's index.
- * These restore no claim: Will's description specifies only "computed by an
- * embedding model over the node's content" (05-detailed-description l.17), so
- * the model is his choice and this is correct USE of it, not his design.
- * They are the substrate under claim 24, whose "vector similarity index over
- * the semantic embedding vectors" is only as good as the vectors in it. */
-#define EL_EMBED_DOC_PREFIX   "search_document: "
-#define EL_EMBED_QUERY_PREFIX "search_query: "
-
 /* Fetch an embedding from Ollama. Returns malloc'd float[dim] or NULL.
- * `pfx` is the asymmetric task prefix (document or query); it is prepended
- * verbatim and is NOT counted against the content truncation budget.
  * Truncates input to ENGRAM_EMBED_MAX_CHARS and JSON-escapes it. Honors the
  * circuit breaker; a NULL return is always safe to ignore (fail-soft). */
-static float* eg_embed_fetch_pfx(const char* pfx, const char* text,
-                                 int32_t* out_dim) {
+static float* eg_embed_fetch(const char* text, int32_t* out_dim) {
     *out_dim = 0;
     if (!text || !*text) return NULL;
-    if (!pfx) pfx = "";
     int64_t now = engram_now_ms();
     if (now < _eg_embed_breaker_until) return NULL;
     /* Build request body with escaped, truncated prompt. */
@@ -6268,11 +6250,11 @@ static float* eg_embed_fetch_pfx(const char* pfx, const char* text,
         else esc[w++] = (char)c;
     }
     esc[w] = '\0';
-    size_t blen = w + strlen(pfx) + strlen(eg_embed_model()) + 64;
+    size_t blen = w + strlen(eg_embed_model()) + 64;
     char* body = malloc(blen);
     if (!body) { free(esc); return NULL; }
-    snprintf(body, blen, "{\"model\":\"%s\",\"prompt\":\"%s%s\"}",
-             eg_embed_model(), pfx, esc);
+    snprintf(body, blen, "{\"model\":\"%s\",\"prompt\":\"%s\"}",
+             eg_embed_model(), esc);
     free(esc);
     struct curl_slist* h = curl_slist_append(NULL, "Content-Type: application/json");
     el_val_t resp = http_do_t("POST", eg_embed_url(), body, h,
@@ -7792,7 +7774,7 @@ el_val_t engram_search(el_val_t query, el_val_t limit) {
     /* Claim-24 semantic leg: one query embedding, fetched once per search.
      * NULL (embedder down / circuit breaker open) => pure lexical, as before. */
     int32_t qdim = 0;
-    float*  qv   = eg_embed_fetch_pfx(EL_EMBED_QUERY_PREFIX, q, &qdim);
+    float*  qv   = eg_embed_fetch(q, &qdim);
     EngramSemEntry* sem = qv ? malloc((size_t)g->node_count * sizeof(EngramSemEntry)) : NULL;
     int64_t nsem = 0;
     int64_t nhits = 0;
@@ -8214,7 +8196,7 @@ el_val_t engram_activate(el_val_t query, el_val_t depth) {
             EngramNode* n = &g->nodes[i];
             if (n->emb || !eg_embed_eligible(n)) continue;
             int32_t d = 0;
-            float* v = eg_embed_fetch_pfx(EL_EMBED_DOC_PREFIX, n->content, &d);
+            float* v = eg_embed_fetch(n->content, &d);
             if (!v) break; /* embedder down / breaker open — stop this call */
             n->emb = v; n->emb_dim = d;
             backfilled++;
@@ -8232,7 +8214,7 @@ el_val_t engram_activate(el_val_t query, el_val_t depth) {
         q_emb = _eg_qcache_emb; q_dim = _eg_qcache_dim;
     } else {
         int32_t d = 0;
-        float* v = eg_embed_fetch_pfx(EL_EMBED_QUERY_PREFIX, q, &d);
+        float* v = eg_embed_fetch(q, &d);
         if (v) {
             free(_eg_qcache_text); free(_eg_qcache_emb);
             _eg_qcache_text = strdup(q);
@@ -9664,7 +9646,7 @@ el_val_t engram_search_json(el_val_t query, el_val_t limit) {
                  * so the semantic half of the retrieval surface has to land HERE
                  * to be observable to the MCP wrapper and the app. */
                 int32_t qdim = 0;
-                float*  qv   = eg_embed_fetch_pfx(EL_EMBED_QUERY_PREFIX, q, &qdim);
+                float*  qv   = eg_embed_fetch(q, &qdim);
                 EngramSemEntry* sem = qv ? malloc((size_t)g->node_count * sizeof(EngramSemEntry)) : NULL;
                 int64_t nsem = 0;
                 int64_t nhits = 0;
@@ -10242,7 +10224,7 @@ el_val_t engram_embed_backfill(el_val_t count) {
         EngramNode* n = &g->nodes[i];
         if (n->emb || !eg_embed_eligible(n)) continue;
         int32_t d = 0;
-        float* v = eg_embed_fetch_pfx(EL_EMBED_DOC_PREFIX, n->content, &d);
+        float* v = eg_embed_fetch(n->content, &d);
         if (!v) break; /* embedder down / breaker open — stop this call */
         n->emb = v; n->emb_dim = d;
         done++;