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{
"version": 1,
"last_updated": "2026-01-06T12:00:00",
"items": {
"str-00001": {
"id": "str-00001",
"category": "str",
"content": "Use TPE sampler for single-objective optimization with <4 design variables",
"helpful_count": 5,
"harmful_count": 0,
"created_at": "2026-01-06T12:00:00",
"last_used": null,
"source_trials": [],
"tags": ["optimization", "sampler"]
},
"str-00002": {
"id": "str-00002",
"category": "str",
"content": "Use CMA-ES for continuous optimization with 4+ design variables",
"helpful_count": 3,
"harmful_count": 0,
"created_at": "2026-01-06T12:00:00",
"last_used": null,
"source_trials": [],
"tags": ["optimization", "sampler"]
},
"mis-00001": {
"id": "mis-00001",
"category": "mis",
"content": "Always close NX process when done to avoid zombie processes consuming resources",
"helpful_count": 10,
"harmful_count": 0,
"created_at": "2026-01-06T12:00:00",
"last_used": null,
"source_trials": [],
"tags": ["nx", "process", "critical"]
},
"mis-00002": {
"id": "mis-00002",
"category": "mis",
"content": "Never trust surrogate predictions with confidence < 0.7 for production trials",
"helpful_count": 5,
"harmful_count": 0,
"created_at": "2026-01-06T12:00:00",
"last_used": null,
"source_trials": [],
"tags": ["surrogate", "validation"]
},
"cal-00001": {
"id": "cal-00001",
"category": "cal",
"content": "Relative WFE = (WFE_current - WFE_baseline) / WFE_baseline, NOT WFE_baseline / WFE_current",
"helpful_count": 3,
"harmful_count": 0,
"created_at": "2026-01-06T12:00:00",
"last_used": null,
"source_trials": [],
"tags": ["zernike", "calculation", "critical"]
},
"tool-00001": {
"id": "tool-00001",
"category": "tool",
"content": "Use extract_zernike_figure for surface figure analysis (E20), extract_zernike_opd for optical path difference (E21)",
"helpful_count": 4,
"harmful_count": 0,
"created_at": "2026-01-06T12:00:00",
"last_used": null,
"source_trials": [],
"tags": ["extractor", "zernike"]
},
"dom-00001": {
"id": "dom-00001",
"category": "dom",
"content": "For mirror optimization: WFE = 2 * surface figure RMS (reflection doubles error)",
"helpful_count": 3,
"harmful_count": 0,
"created_at": "2026-01-06T12:00:00",
"last_used": null,
"source_trials": [],
"tags": ["mirror", "optics", "fundamental"]
},
"wf-00001": {
"id": "wf-00001",
"category": "wf",
"content": "Always run 5-10 initial FEA trials before enabling surrogate to establish baseline",
"helpful_count": 4,
"harmful_count": 0,
"created_at": "2026-01-06T12:00:00",
"last_used": null,
"source_trials": [],
"tags": ["surrogate", "workflow"]
}
}
}