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Publish before-after MemoryGym benchmark rerun

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README.md CHANGED
@@ -17,24 +17,36 @@ Project: https://github.com/Evilander/Audrey
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  Package: https://www.npmjs.com/package/audrey
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  Live report Space: https://huggingface.co/spaces/Evilander/audrey-memory-benchmark-report
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- ## Current MemoryGym run
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- Generated: `2026-05-01T04:19:26.858Z`
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- Local time: April 30, 2026, 11:19 PM Central
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  Suite: `MemoryGym Core`
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  Transport: Audrey HTTP sidecar on loopback
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  Providers: mock embeddings, mock LLM, isolated data directory
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  | Adapter | Score | Hit rate | P95 recall latency |
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  |---|---:|---:|---:|
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- | typed-semantic | 72.7% | 100.0% | 0.3 ms |
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  | hybrid | 72.7% | 100.0% | 0.3 ms |
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- | audrey-http | 34.3% | 42.9% | 3.7 ms |
 
 
 
 
 
 
 
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  ## Included files
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- - `memorygym-current-run.json`: raw MemoryGym run output
 
 
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  - `memorygym-current-summary.json`: compact summary and finding notes
 
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  - `memorygym-score.svg`: score graph
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  - `memorygym-hit-rate.svg`: hit-rate graph
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  - `memorygym-p95-recall-latency.svg`: latency graph
@@ -46,6 +58,5 @@ Providers: mock embeddings, mock LLM, isolated data directory
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  This is a current MemoryGym local benchmark artifact. It is not an official AMB,
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  LoCoMo, LongMemEval, Papers with Code, or CodeSOTA leaderboard score.
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- The current run is intentionally published even though Audrey underperformed. The
50
- main fix targets are scenario/tag isolation, current-belief precedence, and
51
- context-aware ranking.
 
17
  Package: https://www.npmjs.com/package/audrey
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  Live report Space: https://huggingface.co/spaces/Evilander/audrey-memory-benchmark-report
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20
+ ## Current MemoryGym rerun after Audrey tag-isolation fix
21
 
22
+ Generated: `2026-05-01T04:38:49.849Z`
23
+ Local time: April 30, 2026, 11:38 PM Central
24
  Suite: `MemoryGym Core`
25
  Transport: Audrey HTTP sidecar on loopback
26
  Providers: mock embeddings, mock LLM, isolated data directory
27
 
28
+ Audrey recall previously treated multiple tag filters as OR. MemoryGym sends `memorygym`, run id, and scenario id together; OR matching let unrelated scenario memories leak through. Audrey now requires all requested tags to match.
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+
30
  | Adapter | Score | Hit rate | P95 recall latency |
31
  |---|---:|---:|---:|
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+ | typed-semantic | 72.7% | 100.0% | 0.4 ms |
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  | hybrid | 72.7% | 100.0% | 0.3 ms |
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+ | audrey-http | 57.5% | 85.7% | 3.8 ms |
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+
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+ ## Audrey before/after
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+
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+ | Run | Score | Hit rate | P95 recall latency |
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+ |---|---:|---:|---:|
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+ | Before tag fix | 34.3% | 42.9% | 3.7 ms |
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+ | After tag fix | 57.5% | 85.7% | 3.8 ms |
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43
  ## Included files
44
 
45
+ - `memorygym-before-tag-filter.json`: raw MemoryGym run before the Audrey tag fix
46
+ - `memorygym-after-tag-filter.json`: raw MemoryGym run after the Audrey tag fix
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+ - `memorygym-current-run.json`: current raw run, currently same as after-fix run
48
  - `memorygym-current-summary.json`: compact summary and finding notes
49
+ - `memorygym-before-after.svg`: before/after graph
50
  - `memorygym-score.svg`: score graph
51
  - `memorygym-hit-rate.svg`: hit-rate graph
52
  - `memorygym-p95-recall-latency.svg`: latency graph
 
58
  This is a current MemoryGym local benchmark artifact. It is not an official AMB,
59
  LoCoMo, LongMemEval, Papers with Code, or CodeSOTA leaderboard score.
60
 
61
+ The current run is intentionally published with the remaining gaps. The next fix
62
+ targets are current-belief precedence and context-aware ranking.
 
audrey-benchmark-report.png CHANGED

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Git LFS Details

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index.html CHANGED
@@ -39,21 +39,22 @@
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  <body>
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  <header>
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  <div class="wrap">
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- <div class="stamp">Current evidence generated from MemoryGym run 2026-05-01T04:19:26.858Z (Apr 30, 2026, 11:19 PM Central)</div>
43
  <h1>Audrey MemoryGym Benchmark Evidence</h1>
44
- <p class="lede">This page replaces the stale synthetic Audrey chart. It shows the current MemoryGym Core run against Audrey over HTTP with isolated local data, mock embeddings, and mock LLM settings.</p>
45
- <div class="callout">
46
- <strong>Claim boundary:</strong> this is a current MemoryGym local benchmark artifact. It is not an official AMB, LoCoMo, LongMemEval, Papers with Code, or CodeSOTA leaderboard score.
47
- </div>
48
  </div>
49
  </header>
50
  <main>
51
  <section class="grid" aria-label="Audrey run summary">
52
- <div class="card"><h3>Audrey HTTP Score</h3><div class="metric bad">34.3%</div><p>MemoryGym Core aggregate score.</p></div>
53
- <div class="card"><h3>Audrey Hit Rate</h3><div class="metric bad">42.9%</div><p>Expected memory appeared in top-k on 3 of 7 probes.</p></div>
54
- <div class="card"><h3>Audrey P95 Recall</h3><div class="metric ok">3.7 ms</div><p>Latency is usable; ranking and isolation need the work.</p></div>
55
  </section>
56
 
 
 
 
57
  <h2>Current Graphs</h2>
58
  <div class="charts">
59
  <img src="memorygym-score.svg" alt="MemoryGym score chart" />
@@ -61,80 +62,23 @@
61
  <img src="memorygym-p95-recall-latency.svg" alt="MemoryGym p95 recall latency chart" />
62
  </div>
63
 
64
- <h2>Adapter Results</h2>
65
- <table>
66
- <thead><tr><th>Adapter</th><th>Score</th><th>Hit Rate</th><th>P95 Recall</th><th>Precision</th><th>Contamination Penalty</th></tr></thead>
67
- <tbody><tr>
68
- <td>typed-semantic</td>
69
- <td>72.7%</td>
70
- <td>100.0%</td>
71
- <td>0.3 ms</td>
72
- <td>34.5%</td>
73
- <td>45.2%</td>
74
- </tr>
75
- <tr>
76
- <td>hybrid</td>
77
- <td>72.7%</td>
78
- <td>100.0%</td>
79
- <td>0.3 ms</td>
80
- <td>34.5%</td>
81
- <td>45.2%</td>
82
- </tr>
83
- <tr>
84
- <td>audrey-http</td>
85
- <td>34.3%</td>
86
- <td>42.9%</td>
87
- <td>3.7 ms</td>
88
- <td>13.1%</td>
89
- <td>26.2%</td>
90
- </tr></tbody>
91
- </table>
92
 
93
- <h2>What The Run Actually Found</h2>
94
- <p>Audrey's current HTTP integration is fast but under-scored because it retrieves stale or unrelated memories in several probes. The biggest actionable finding is cross-scenario contamination from MemoryGym's shared <code>memorygym</code> tag combined with Audrey's any-match tag semantics.</p>
95
- <table>
96
- <thead><tr><th>Probe</th><th>Query</th><th>Result</th><th>Returned IDs</th><th>Top Recall</th></tr></thead>
97
- <tbody><tr>
98
- <td>typed-profile-updates / current-workspace</td>
99
- <td>Which collaboration environment should Maya use right now?</td>
100
- <td>0.0% score<br>0.0% hit</td>
101
- <td>maya-workspace-old, jonas-distractor-workspace, maya-pref-morning</td>
102
- <td>Maya&#39;s active workspace used to be Atlas for the onboarding sprint.</td>
103
- </tr>
104
- <tr>
105
- <td>typed-profile-updates / meeting-preference</td>
106
- <td>How should Maya receive meeting preparation?</td>
107
- <td>70.7% score<br>100.0% hit</td>
108
- <td>maya-pref-morning, maya-workspace-old, maya-workspace-current</td>
109
- <td>Maya prefers morning async notes before any meeting-heavy work.</td>
110
- </tr>
111
- <tr>
112
- <td>episodic-incident-thread / incident-root-cause</td>
113
- <td>What caused the checkout webhook incident?</td>
114
- <td>0.0% score<br>0.0% hit</td>
115
- <td>maya-workspace-old, jonas-distractor-workspace, maya-workspace-current, email-distractor</td>
116
- <td>Maya&#39;s active workspace used to be Atlas for the onboarding sprint.</td>
117
- </tr>
118
- <tr>
119
- <td>retrieval-context-routing / audrey-release-gate</td>
120
- <td>Which project requires a benchmark gate and doctor check for release validation?</td>
121
- <td>0.0% score<br>0.0% hit</td>
122
- <td>jonas-distractor-workspace, auth-css-polish, maya-workspace-old</td>
123
- <td>Jonas owns the Atlas workspace and handles its migration checklist.</td>
124
- </tr>
125
- <tr>
126
- <td>retrieval-context-routing / repopulse-trace</td>
127
- <td>Which memory mentions pipeline version and dense rerank trace boundaries?</td>
128
- <td>0.0% score<br>0.0% hit</td>
129
- <td>maya-pref-morning, calendar-note, jonas-distractor-workspace</td>
130
- <td>Maya prefers morning async notes before any meeting-heavy work.</td>
131
- </tr></tbody>
132
- </table>
133
 
134
  <h2>Submission Status</h2>
135
- <div class="callout done">
136
- <strong>Already submitted/listed for review:</strong> MCP.Directory, MCP.so, Glama, CodeSOTA coverage request, Hugging Face dataset/Space, and AMB maintainer issue for the official provider path.
137
- </div>
138
  <table>
139
  <thead><tr><th>Target</th><th>Status</th><th>URL / next action</th></tr></thead>
140
  <tbody>
@@ -142,24 +86,23 @@
142
  <tr><td>MCP.so</td><td>Signed-in server record created and GitHub issue opened</td><td><a href="https://github.com/chatmcp/mcpso/issues/2198">mcpso issue 2198</a></td></tr>
143
  <tr><td>Glama</td><td>Submitted for review</td><td>Signed-in form completed.</td></tr>
144
  <tr><td>CodeSOTA</td><td>Coverage request submitted, not a fake score</td><td>Waiting for editorial reply.</td></tr>
145
- <tr><td>AMB</td><td>Provider/leaderboard issue opened</td><td><a href="https://github.com/vectorize-io/agent-memory-benchmark/issues/11">AMB issue 11</a></td></tr>
146
- <tr><td>Hugging Face</td><td>Dataset and Space created</td><td>Replace old static report with this current evidence page.</td></tr>
147
  </tbody>
148
  </table>
149
 
150
  <h2>Files In This Evidence Bundle</h2>
151
  <ul class="files">
 
 
152
  <li><code>memorygym-current-run.json</code></li>
153
  <li><code>memorygym-current-summary.json</code></li>
 
154
  <li><code>memorygym-score.svg</code></li>
155
  <li><code>memorygym-hit-rate.svg</code></li>
156
  <li><code>memorygym-p95-recall-latency.svg</code></li>
157
- <li><code>index.html</code></li>
158
- <li><code>audrey-benchmark-report.png</code> after browser screenshot</li>
159
  </ul>
160
-
161
- <h2>Fix Direction Before The Next Public Score</h2>
162
- <p>Audrey should not hide this result. The right next benchmark sprint is tag intersection or scenario isolation, current-belief precedence, context-aware ranking, then a rerun of MemoryGym followed by an official AMB provider adapter run once Gemini credentials are available in this shell.</p>
163
  </main>
164
  </body>
165
  </html>
 
39
  <body>
40
  <header>
41
  <div class="wrap">
42
+ <div class="stamp">Current rerun generated 2026-05-01T04:38:49.849Z (Apr 30, 2026, 11:38 PM Central)</div>
43
  <h1>Audrey MemoryGym Benchmark Evidence</h1>
44
+ <p class="lede">This page shows the current MemoryGym Core rerun after an Audrey isolation fix. It replaces the stale synthetic Audrey chart and includes the before/after numbers.</p>
45
+ <div class="callout"><strong>Claim boundary:</strong> this is a current MemoryGym local benchmark artifact. It is not an official AMB, LoCoMo, LongMemEval, Papers with Code, or CodeSOTA leaderboard score.</div>
 
 
46
  </div>
47
  </header>
48
  <main>
49
  <section class="grid" aria-label="Audrey run summary">
50
+ <div class="card"><h3>Audrey HTTP Score</h3><div class="metric bad">57.5%</div><p>Up from 34.3% before the tag isolation fix (+23.2 pts).</p></div>
51
+ <div class="card"><h3>Audrey Hit Rate</h3><div class="metric ok">85.7%</div><p>Expected memory appeared in top-k on 6 of 7 probes, up from 3 of 7.</p></div>
52
+ <div class="card"><h3>Audrey P95 Recall</h3><div class="metric ok">3.8 ms</div><p>Latency changed +0.1 ms after the fix.</p></div>
53
  </section>
54
 
55
+ <h2>Before And After</h2>
56
+ <div class="charts"><img src="memorygym-before-after.svg" alt="Audrey MemoryGym before and after chart" /></div>
57
+
58
  <h2>Current Graphs</h2>
59
  <div class="charts">
60
  <img src="memorygym-score.svg" alt="MemoryGym score chart" />
 
62
  <img src="memorygym-p95-recall-latency.svg" alt="MemoryGym p95 recall latency chart" />
63
  </div>
64
 
65
+ <h2>Adapter Results After Fix</h2>
66
+ <table><thead><tr><th>Adapter</th><th>Score</th><th>Hit Rate</th><th>P95 Recall</th><th>Precision</th><th>Contamination Penalty</th></tr></thead><tbody><tr><td>typed-semantic</td><td>72.7%</td><td>100.0%</td><td>0.4 ms</td><td>34.5%</td><td>45.2%</td></tr>
67
+ <tr><td>hybrid</td><td>72.7%</td><td>100.0%</td><td>0.3 ms</td><td>34.5%</td><td>45.2%</td></tr>
68
+ <tr><td>audrey-http</td><td>57.5%</td><td>85.7%</td><td>3.8 ms</td><td>29.8%</td><td>50.0%</td></tr></tbody></table>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
69
 
70
+ <h2>What Changed</h2>
71
+ <p>Audrey recall previously treated multiple tags as an OR filter. MemoryGym passes <code>memorygym</code>, the run id, and the scenario id on recall. OR matching let unrelated scenario memories through because every row shared the <code>memorygym</code> tag. Audrey now requires all requested tags to match, which raised Audrey HTTP from 34.3% to 57.5%.</p>
72
+
73
+ <h2>Remaining Failures</h2>
74
+ <p>The next benchmark work is current-belief precedence and context-aware ranking. Audrey now usually finds the expected memory, but still ranks stale or wrong-project memories too high.</p>
75
+ <table><thead><tr><th>Probe</th><th>Query</th><th>Result</th><th>Returned IDs</th><th>Top Recall</th></tr></thead><tbody><tr><td>typed-profile-updates / current-workspace</td><td>Which collaboration environment should Maya use right now?</td><td>0.0% score<br>0.0% hit</td><td>maya-workspace-old, jonas-distractor-workspace, maya-pref-morning</td><td>Maya&#39;s active workspace used to be Atlas for the onboarding sprint.</td></tr>
76
+ <tr><td>typed-profile-updates / meeting-preference</td><td>How should Maya receive meeting preparation?</td><td>70.7% score<br>100.0% hit</td><td>maya-pref-morning, maya-workspace-old, maya-workspace-current</td><td>Maya prefers morning async notes before any meeting-heavy work.</td></tr>
77
+ <tr><td>retrieval-context-routing / audrey-release-gate</td><td>Which project requires a benchmark gate and doctor check for release validation?</td><td>59.0% score<br>100.0% hit</td><td>termivibe-first-contact, audrey-benchmark-gate, repopulse-trace-contract</td><td>TermiVibe first contact validation should cover config precedence, typed mode, no wake word mode, and telemetry persistence.</td></tr>
78
+ <tr><td>retrieval-context-routing / repopulse-trace</td><td>Which memory mentions pipeline version and dense rerank trace boundaries?</td><td>57.0% score<br>100.0% hit</td><td>audrey-benchmark-gate, repopulse-trace-contract, termivibe-first-contact</td><td>Audrey release validation includes build, typecheck, benchmark gate, doctor, demo, pack dry-run, and host smoke coverage.</td></tr></tbody></table>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
79
 
80
  <h2>Submission Status</h2>
81
+ <div class="callout done"><strong>Already submitted/listed for review:</strong> MCP.Directory, MCP.so, Glama, CodeSOTA coverage request, Hugging Face dataset/Space, and AMB maintainer issue for the official provider path.</div>
 
 
82
  <table>
83
  <thead><tr><th>Target</th><th>Status</th><th>URL / next action</th></tr></thead>
84
  <tbody>
 
86
  <tr><td>MCP.so</td><td>Signed-in server record created and GitHub issue opened</td><td><a href="https://github.com/chatmcp/mcpso/issues/2198">mcpso issue 2198</a></td></tr>
87
  <tr><td>Glama</td><td>Submitted for review</td><td>Signed-in form completed.</td></tr>
88
  <tr><td>CodeSOTA</td><td>Coverage request submitted, not a fake score</td><td>Waiting for editorial reply.</td></tr>
89
+ <tr><td>AMB</td><td>Provider/leaderboard issue opened and updated with this run</td><td><a href="https://github.com/vectorize-io/agent-memory-benchmark/issues/11">AMB issue 11</a></td></tr>
90
+ <tr><td>Hugging Face</td><td>Dataset and Space updated with current evidence</td><td><a href="https://huggingface.co/spaces/Evilander/audrey-memory-benchmark-report">Space</a> and <a href="https://huggingface.co/datasets/Evilander/audrey-memory-benchmark-artifacts">Dataset</a></td></tr>
91
  </tbody>
92
  </table>
93
 
94
  <h2>Files In This Evidence Bundle</h2>
95
  <ul class="files">
96
+ <li><code>memorygym-before-tag-filter.json</code></li>
97
+ <li><code>memorygym-after-tag-filter.json</code></li>
98
  <li><code>memorygym-current-run.json</code></li>
99
  <li><code>memorygym-current-summary.json</code></li>
100
+ <li><code>memorygym-before-after.svg</code></li>
101
  <li><code>memorygym-score.svg</code></li>
102
  <li><code>memorygym-hit-rate.svg</code></li>
103
  <li><code>memorygym-p95-recall-latency.svg</code></li>
104
+ <li><code>audrey-benchmark-report.png</code></li>
 
105
  </ul>
 
 
 
106
  </main>
107
  </body>
108
  </html>
memorygym-after-tag-filter.json ADDED
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@@ -525,7 +525,7 @@
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526
  "query": "Which memory mentions pipeline version and dense rerank trace boundaries?",
527
  "requires": [],
528
- "latencyMs": 0.04370000000000118,
529
  "scoring": {
530
  "kind": "recall",
531
  "score": 0.6866666666666666,
@@ -595,16 +595,16 @@
595
  "contaminationPenalty": 0.4523809523809524,
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  "skippedCount": 0,
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  "observeLatencyMs": {
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- "avg": 0.035423437499999696,
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- "p50": 0.016799999999996373,
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- "p95": 0.1570999999999998,
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- "max": 0.1570999999999998
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603
  "recallLatencyMs": {
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- "avg": 0.09094285714285835,
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- "p50": 0.052300000000002456,
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- "p95": 0.34309999999999974,
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- "max": 0.34309999999999974
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  }
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  },
@@ -626,16 +626,16 @@
626
  "aborted": false,
627
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  "observeLatencyMs": {
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- "avg": 0.01137499999999747,
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- "p50": 0.005599999999994054,
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- "p95": 0.02659999999999485,
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- "max": 0.02659999999999485
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  },
634
  "recallLatencyMs": {
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- "avg": 0.11834999999999951,
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- "p50": 0.04899999999999949,
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- "p95": 0.18769999999999953,
638
- "max": 0.18769999999999953
639
  },
640
  "score": 0.6948798210119062,
641
  "probes": [
@@ -644,7 +644,7 @@
644
  "kind": "recall",
645
  "query": "Which collaboration environment should Maya use right now?",
646
  "requires": [],
647
- "latencyMs": 0.18769999999999953,
648
  "scoring": {
649
  "kind": "recall",
650
  "score": 0.7999999999999999,
@@ -711,7 +711,7 @@
711
  "kind": "recall",
712
  "query": "How should Maya receive meeting preparation?",
713
  "requires": [],
714
- "latencyMs": 0.04899999999999949,
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  "scoring": {
716
  "kind": "recall",
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  "score": 0.5897596420238124,
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790
  "aborted": false,
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  "observeLatencyMs": {
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- "p50": 0.006300000000003081,
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- "p95": 0.010600000000003718,
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- "max": 0.010600000000003718
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798
  "recallLatencyMs": {
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- "avg": 0.04814999999999614,
800
- "p50": 0.0455999999999932,
801
- "p95": 0.05069999999999908,
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- "max": 0.05069999999999908
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  },
804
  "score": 0.7162178078594363,
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  "probes": [
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808
  "kind": "recall",
809
  "query": "What caused the checkout webhook incident?",
810
  "requires": [],
811
- "latencyMs": 0.0455999999999932,
812
  "scoring": {
813
  "kind": "recall",
814
  "score": 0.6930929753571458,
@@ -888,7 +888,7 @@
888
  "kind": "recall",
889
  "query": "What should we do to stop Stripe checkout retries after webhook failures?",
890
  "requires": [],
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- "latencyMs": 0.05069999999999908,
892
  "scoring": {
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  "kind": "recall",
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  "score": 0.7393426403617269,
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980
  "aborted": false,
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  "observeFailures": [],
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  "observeLatencyMs": {
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- "p50": 0.005400000000001626,
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- "max": 0.00730000000000075
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- "p95": 0.04450000000000642,
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- "max": 0.04450000000000642
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  "score": 0.7999999999999999,
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  "probes": [
@@ -998,7 +998,7 @@
998
  "kind": "recall",
999
  "query": "What launch rule matters most for admin authentication failures?",
1000
  "requires": [],
1001
- "latencyMs": 0.04450000000000642,
1002
  "scoring": {
1003
  "kind": "recall",
1004
  "score": 0.7999999999999999,
@@ -1076,16 +1076,16 @@
1076
  "aborted": false,
1077
  "observeFailures": [],
1078
  "observeLatencyMs": {
1079
- "avg": 0.0070000000000026335,
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- "p50": 0.007800000000003138,
1081
- "p95": 0.007800000000003138,
1082
- "max": 0.007800000000003138
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  },
1084
  "recallLatencyMs": {
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- "avg": 0.16604999999999848,
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- "p50": 0.028599999999997294,
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- "p95": 0.30349999999999966,
1088
- "max": 0.30349999999999966
1089
  },
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  "score": 0.6966666666666667,
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  "probes": [
@@ -1094,7 +1094,7 @@
1094
  "kind": "recall",
1095
  "query": "Which project requires a benchmark gate and doctor check for release validation?",
1096
  "requires": [],
1097
- "latencyMs": 0.30349999999999966,
1098
  "scoring": {
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  "kind": "recall",
1100
  "score": 0.7066666666666667,
@@ -1162,7 +1162,7 @@
1162
  "kind": "recall",
1163
  "query": "Which memory mentions pipeline version and dense rerank trace boundaries?",
1164
  "requires": [],
1165
- "latencyMs": 0.028599999999997294,
1166
  "scoring": {
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  "kind": "recall",
1168
  "score": 0.6866666666666666,
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1238
  "contaminationPenalty": 0.4523809523809524,
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  "skippedCount": 0,
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  "recallLatencyMs": {
1247
- "avg": 0.10137142857142781,
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- "p95": 0.30349999999999966,
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  }
1252
  }
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@@ -1269,16 +1269,16 @@
1269
  "aborted": false,
1270
  "observeFailures": [],
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  "observeLatencyMs": {
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- "avg": 4.262599999999999,
1273
- "p50": 2.7757000000000005,
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- "p95": 9.0582,
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- "max": 9.0582
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  },
1277
  "recallLatencyMs": {
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1279
- "p50": 1.7553999999999945,
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- "p95": 3.7387999999999977,
1281
- "max": 3.7387999999999977
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  },
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  "score": 0.35333333333333333,
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  "probes": [
@@ -1287,7 +1287,7 @@
1287
  "kind": "recall",
1288
  "query": "Which collaboration environment should Maya use right now?",
1289
  "requires": [],
1290
- "latencyMs": 3.7387999999999977,
1291
  "scoring": {
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  "kind": "recall",
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  "score": 0,
@@ -1319,7 +1319,7 @@
1319
  "confidence": 1,
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  "contextMatch": 1,
1321
  "lexicalCoverage": 0.16666666666666666,
1322
- "createdAt": "2026-05-01T04:19:26.820Z"
1323
  }
1324
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1325
  {
@@ -1331,7 +1331,7 @@
1331
  "confidence": 1,
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  "contextMatch": 1,
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- "createdAt": "2026-05-01T04:19:26.822Z"
1335
  }
1336
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1337
  {
@@ -1343,7 +1343,7 @@
1343
  "confidence": 1,
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  "contextMatch": 1,
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  "lexicalCoverage": 0.16666666666666666,
1346
- "createdAt": "2026-05-01T04:19:26.815Z"
1347
  }
1348
  }
1349
  ]
@@ -1353,7 +1353,7 @@
1353
  "kind": "recall",
1354
  "query": "How should Maya receive meeting preparation?",
1355
  "requires": [],
1356
- "latencyMs": 1.7553999999999945,
1357
  "scoring": {
1358
  "kind": "recall",
1359
  "score": 0.7066666666666667,
@@ -1387,7 +1387,7 @@
1387
  "confidence": 1,
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  "contextMatch": 1,
1389
  "lexicalCoverage": 0.4,
1390
- "createdAt": "2026-05-01T04:19:26.815Z"
1391
  }
1392
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1393
  {
@@ -1399,7 +1399,7 @@
1399
  "confidence": 1,
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  "contextMatch": 1,
1401
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1402
- "createdAt": "2026-05-01T04:19:26.820Z"
1403
  }
1404
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1405
  {
@@ -1411,7 +1411,7 @@
1411
  "confidence": 1,
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1414
- "createdAt": "2026-05-01T04:19:26.825Z"
1415
  }
1416
  }
1417
  ]
@@ -1432,93 +1432,95 @@
1432
  "aborted": false,
1433
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1434
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1435
- "avg": 2.0766750000000016,
1436
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- "p95": 2.678200000000004,
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1440
  "recallLatencyMs": {
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- "max": 2.0349000000000075
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  },
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- "score": 0.24199534648580315,
1447
  "probes": [
1448
  {
1449
  "id": "incident-root-cause",
1450
  "kind": "recall",
1451
  "query": "What caused the checkout webhook incident?",
1452
  "requires": [],
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- "latencyMs": 2.0349000000000075,
1454
  "scoring": {
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  "kind": "recall",
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1461
- "ndcg": 0,
1462
- "answerQuality": 0,
1463
  "contaminationPenalty": 0.25,
1464
- "matched": [],
 
 
1465
  "forbidden": [
1466
  "email-distractor"
1467
  ],
1468
  "returned": [
1469
- "maya-workspace-old",
1470
- "jonas-distractor-workspace",
1471
- "maya-workspace-current",
1472
- "email-distractor"
1473
  ]
1474
  },
1475
  "recalls": [
1476
  {
1477
- "id": "maya-workspace-old",
1478
- "score": 0.12549708945188076,
1479
  "type": "episodic",
1480
- "content": "Maya's active workspace used to be Atlas for the onboarding sprint.",
1481
  "diagnostics": {
1482
- "confidence": 0.9602499944644496,
1483
- "contextMatch": 0.5,
1484
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- "createdAt": "2026-05-01T04:19:26.820Z"
1486
  }
1487
  },
1488
  {
1489
- "id": "jonas-distractor-workspace",
1490
- "score": 0.09428955717106757,
1491
  "type": "episodic",
1492
- "content": "Jonas owns the Atlas workspace and handles its migration checklist.",
1493
  "diagnostics": {
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- "confidence": 0.941044995091812,
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- "createdAt": "2026-05-01T04:19:26.822Z"
1498
  }
1499
  },
1500
  {
1501
- "id": "maya-workspace-current",
1502
- "score": 0.030193526215023463,
1503
  "type": "episodic",
1504
- "content": "Maya changed her active workspace from Atlas to Aurora after the onboarding sprint ended.",
1505
  "diagnostics": {
1506
  "confidence": 1,
1507
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1508
- "lexicalCoverage": 0,
1509
- "createdAt": "2026-05-01T04:19:26.825Z"
1510
  }
1511
  },
1512
  {
1513
- "id": "email-distractor",
1514
- "score": 0.014951118636611763,
1515
  "type": "episodic",
1516
- "content": "Email delivery retries also increased that week because the sandbox SMTP account throttled newsletter tests.",
1517
  "diagnostics": {
1518
- "confidence": 0.9986599989034338,
1519
  "contextMatch": 1,
1520
- "lexicalCoverage": 0,
1521
- "createdAt": "2026-05-01T04:19:26.837Z"
1522
  }
1523
  }
1524
  ]
@@ -1528,28 +1530,29 @@
1528
  "kind": "recall",
1529
  "query": "What should we do to stop Stripe checkout retries after webhook failures?",
1530
  "requires": [],
1531
- "latencyMs": 1.4502999999999986,
1532
  "scoring": {
1533
  "kind": "recall",
1534
- "score": 0.4839906929716063,
1535
  "hitRate": 1,
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- "mrr": 0.3333333333333333,
1539
- "ndcg": 0.3065735963827292,
1540
- "answerQuality": 0.5,
1541
  "contaminationPenalty": 0.25,
1542
  "matched": [
1543
- "webhook-root-cause"
 
1544
  ],
1545
  "forbidden": [
1546
  "email-distractor"
1547
  ],
1548
  "returned": [
1549
  "stripe-alert",
1550
- "jonas-distractor-workspace",
1551
  "webhook-root-cause",
1552
- "email-distractor"
 
1553
  ]
1554
  },
1555
  "recalls": [
@@ -1562,43 +1565,43 @@
1562
  "confidence": 1,
1563
  "contextMatch": 1,
1564
  "lexicalCoverage": 0.625,
1565
- "createdAt": "2026-05-01T04:19:26.833Z"
1566
- }
1567
- },
1568
- {
1569
- "id": "jonas-distractor-workspace",
1570
- "score": 0.04625474499854786,
1571
- "type": "episodic",
1572
- "content": "Jonas owns the Atlas workspace and handles its migration checklist.",
1573
- "diagnostics": {
1574
- "confidence": 0.9410449945751606,
1575
- "contextMatch": 0.5,
1576
- "lexicalCoverage": 0,
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- "createdAt": "2026-05-01T04:19:26.822Z"
1578
  }
1579
  },
1580
  {
1581
  "id": "webhook-root-cause",
1582
- "score": 0.0400143629974789,
1583
  "type": "episodic",
1584
  "content": "Root cause for the checkout incident was a rotated webhook secret missing from production environment variables.",
1585
  "diagnostics": {
1586
  "confidence": 1,
1587
  "contextMatch": 1,
1588
  "lexicalCoverage": 0.25,
1589
- "createdAt": "2026-05-01T04:19:26.835Z"
1590
  }
1591
  },
1592
  {
1593
  "id": "email-distractor",
1594
- "score": 0.03749932343900302,
1595
  "type": "episodic",
1596
  "content": "Email delivery retries also increased that week because the sandbox SMTP account throttled newsletter tests.",
1597
  "diagnostics": {
1598
- "confidence": 0.9986599983551507,
1599
  "contextMatch": 1,
1600
  "lexicalCoverage": 0.125,
1601
- "createdAt": "2026-05-01T04:19:26.837Z"
 
 
 
 
 
 
 
 
 
 
 
 
1602
  }
1603
  }
1604
  ]
@@ -1619,43 +1622,45 @@
1619
  "aborted": false,
1620
  "observeFailures": [],
1621
  "observeLatencyMs": {
1622
- "avg": 1.5182666666666667,
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- "p50": 1.4438999999999993,
1624
- "p95": 1.7053999999999974,
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- "max": 1.7053999999999974
1626
  },
1627
  "recallLatencyMs": {
1628
- "avg": 1.4865999999999957,
1629
- "p50": 1.4865999999999957,
1630
- "p95": 1.4865999999999957,
1631
- "max": 1.4865999999999957
1632
  },
1633
- "score": 0.776426308690479,
1634
  "probes": [
1635
  {
1636
  "id": "auth-invariant",
1637
  "kind": "recall",
1638
  "query": "What launch rule matters most for admin authentication failures?",
1639
  "requires": [],
1640
- "latencyMs": 1.4865999999999957,
1641
  "scoring": {
1642
  "kind": "recall",
1643
- "score": 0.776426308690479,
1644
  "hitRate": 1,
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  "recall": 1,
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  "mrr": 0.5,
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  "ndcg": 0.6309297535714575,
1649
  "answerQuality": 1,
1650
- "contaminationPenalty": 0,
1651
  "matched": [
1652
  "auth-fail-closed"
1653
  ],
1654
- "forbidden": [],
 
 
1655
  "returned": [
1656
  "calendar-note",
1657
  "auth-fail-closed",
1658
- "webhook-fix"
1659
  ]
1660
  },
1661
  "recalls": [
@@ -1668,7 +1673,7 @@
1668
  "confidence": 1,
1669
  "contextMatch": 1,
1670
  "lexicalCoverage": 0,
1671
- "createdAt": "2026-05-01T04:19:26.848Z"
1672
  }
1673
  },
1674
  {
@@ -1680,19 +1685,19 @@
1680
  "confidence": 1,
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  "contextMatch": 1,
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  "lexicalCoverage": 0.42857142857142855,
1683
- "createdAt": "2026-05-01T04:19:26.845Z"
1684
  }
1685
  },
1686
  {
1687
- "id": "webhook-fix",
1688
- "score": 0.08757268256611295,
1689
  "type": "episodic",
1690
- "content": "The durable checkout fix is to rotate the Stripe webhook secret, update production env, redeploy, and replay failed events.",
1691
  "diagnostics": {
1692
- "confidence": 1,
1693
- "contextMatch": 0.5,
1694
- "lexicalCoverage": 0,
1695
- "createdAt": "2026-05-01T04:19:26.840Z"
1696
  }
1697
  }
1698
  ]
@@ -1713,78 +1718,83 @@
1713
  "aborted": false,
1714
  "observeFailures": [],
1715
  "observeLatencyMs": {
1716
- "avg": 1.358233333333331,
1717
- "p50": 1.3322000000000003,
1718
- "p95": 1.4161000000000001,
1719
- "max": 1.4161000000000001
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  },
1721
  "recallLatencyMs": {
1722
- "avg": 1.7071499999999915,
1723
- "p50": 1.5185999999999922,
1724
- "p95": 1.8956999999999908,
1725
- "max": 1.8956999999999908
1726
  },
1727
- "score": 0,
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  "probes": [
1729
  {
1730
  "id": "audrey-release-gate",
1731
  "kind": "recall",
1732
  "query": "Which project requires a benchmark gate and doctor check for release validation?",
1733
  "requires": [],
1734
- "latencyMs": 1.5185999999999922,
1735
  "scoring": {
1736
  "kind": "recall",
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- "score": 0,
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- "ndcg": 0,
1743
- "answerQuality": 0,
1744
- "contaminationPenalty": 0,
1745
- "matched": [],
1746
- "forbidden": [],
 
 
 
 
 
1747
  "returned": [
1748
- "jonas-distractor-workspace",
1749
- "auth-css-polish",
1750
- "maya-workspace-old"
1751
  ]
1752
  },
1753
  "recalls": [
1754
  {
1755
- "id": "jonas-distractor-workspace",
1756
- "score": 0.10390331984962091,
1757
  "type": "episodic",
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- "content": "Jonas owns the Atlas workspace and handles its migration checklist.",
1759
  "diagnostics": {
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- "confidence": 0.9001299915987996,
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- "contextMatch": 0.3333333333333333,
1762
- "lexicalCoverage": 0,
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- "createdAt": "2026-05-01T04:19:26.822Z"
1764
  }
1765
  },
1766
  {
1767
- "id": "auth-css-polish",
1768
- "score": 0.06497424678698109,
1769
  "type": "episodic",
1770
- "content": "The admin login button received a small visual polish pass with tighter spacing and calmer border colors.",
1771
  "diagnostics": {
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- "confidence": 0.6888749982980762,
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- "contextMatch": 0.3333333333333333,
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- "lexicalCoverage": 0,
1775
- "createdAt": "2026-05-01T04:19:26.847Z"
1776
  }
1777
  },
1778
  {
1779
- "id": "maya-workspace-old",
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1530
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