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feat(ms-ai-architect): G5b gull-friskhets-spot-sjekk LUKKET — 4 v3-FP re-adjudert mot live, ALLE stale gull (v3 flagget korrekt), baseline løftet v3 P89.7/R92.1 → P100/R92.9/0FP; v3.1 forfattet (ren recall-hardning, FP-vakt droppet) [skip-docs]

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Kjell Tore Guttormsen 2026-06-30 13:43:52 +02:00
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19
scripts/kb-eval/data/gold-correctness-set.json
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@ -8,7 +8,8 @@
"claim_count": 373,
"reconciliation_log": [
"2026-06-30 Spor 2b: 12 judge-vs-gold-uenigheter adjudert mot live; 4 gull-feil rettet + 1 note-fiks. Logg: docs/ref-kb-gold-reconciliation-2026-06.md.",
"2026-06-30 G5 friskhets-mikropass: 5 omstridte claims (gold=outdated, v3=grounded) re-adjudert mot live MS Learn. 2 stale gull rettet outdated->correct (genaiops-llm-specific-practices.md#2 '1600+' live 1900 tett nedre grense; model-selection-price-performance.md#8 Model Router GA nov 2025). 3 opprettholdt som outdated (judge-feil bekreftet: multi-model-strategy-costs.md#2, token-usage-tracking-attribution.md#3, ai-foundry-disaster-recovery-planning.md#9). Logg: docs/ref-kb-correctness-program-2026-06.md §8 G5."
"2026-06-30 G5 friskhets-mikropass: 5 omstridte claims (gold=outdated, v3=grounded) re-adjudert mot live MS Learn. 2 stale gull rettet outdated->correct (genaiops-llm-specific-practices.md#2 '1600+' live 1900 tett nedre grense; model-selection-price-performance.md#8 Model Router GA nov 2025). 3 opprettholdt som outdated (judge-feil bekreftet: multi-model-strategy-costs.md#2, token-usage-tracking-attribution.md#3, ai-foundry-disaster-recovery-planning.md#9). Logg: docs/ref-kb-correctness-program-2026-06.md §8 G5.",
"2026-06-30 G5b friskhets-spot-sjekk: de 4 v3-FP-claims (gold=correct, v3=not_grounded) re-adjudert mot live MS Learn (4 Opus-subagenter, blinde). ALLE 4 var stale gull (v3 flagget korrekt): adr-template.md#1 correct->wrong (zero permission management motsies, Graph connectors krever ACL); multi-region-azure-openai-deployment.md#2 correct->outdated (gpt-35-turbo retired); network-resilience-patterns-ai.md#4 correct->wrong (obligatorisk vs anbefalt); vector-storage-cost-optimization.md#7 correct->wrong (GA-dato 2024-07-01, ikke 2024-11-01-preview). v3 hadde 0 ekte FP. Logg: docs/ref-kb-correctness-program-2026-06.md §8 G5b."
]
},
"claims": [
@ -344,11 +345,11 @@
"stratum": "volatile",
"claim": "SharePoint Embedded/Graph Connectors: zero permission management, permissions respekteres automatisk",
"claim_type": "status",
"verdict": "correct",
"verdict": "wrong",
"evidence_url": "https://learn.microsoft.com/microsoft-365/copilot/extensibility/data-privacy-security",
"lastmod_changed": false,
"file_last_updated": "2026-06-24",
"notes": "Permission inheritance bekreftet."
"notes": "RECONCILED 2026-06-30 (G5b friskhets-spot-sjekk): correct->wrong. Live (m365/copilot/extensibility/data-privacy-security + graph/connecting-external-content-manage-items): \"You can manage permissions to view external items by associating an access control list (ACL)\"; hver externalItem MA ha ACL (ikke-Entra-brukere ma mappes til Entra). Del B (permissions respekteres automatisk ved grounding) stemmer, men del A \"zero permission management\" motsies - Graph connectors krever ACL-forfatting. Fil-fiks (Spor 0/1): fjern \"zero permission management\", behold permission-honoring. Judge not_grounded var korrekt. Confidence: medium (innsats-overdrivelse pa last-baerende del A)."
},
{
"id": "ms-ai-advisor/architecture/adr-template.md#2",
@ -3165,11 +3166,11 @@
"stratum": "volatile",
"claim": "Sweden Central sekundær, bred (gpt-4o, o1, gpt-35-turbo)",
"claim_type": "region",
"verdict": "correct",
"verdict": "outdated",
"evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-region-availability",
"lastmod_changed": false,
"file_last_updated": "2026-06-24",
"notes": "Sweden Central bred støtte bekreftet."
"notes": "RECONCILED 2026-06-30 (G5b friskhets-spot-sjekk): correct->outdated. Live (models-sold-directly-by-azure-region-availability + retirements): gpt-4o og o1 tilgjengelig i Sweden Central, men gpt-35-turbo er RETIRED (0301/0613 feb 2025; 0125/1106 fra sep 2025) og finnes ikke lenger i katalogen. Claim listet gpt-35-turbo som tilgjengelig - var sant, na utdatert. Fil-fiks (Spor 0/1): bytt gpt-35-turbo med gjeldende modell (gpt-4.1-mini/gpt-4o-mini). Judge not_grounded (R2 entitet-fravaer) var korrekt. Confidence: high."
},
{
"id": "ms-ai-infrastructure/bcdr/multi-region-azure-openai-deployment.md#3",
@ -3399,11 +3400,11 @@
"stratum": "volatile",
"claim": "Circuit Breaker + Retry exponential backoff obligatorisk for alle Azure AI API-kall",
"claim_type": "status",
"verdict": "correct",
"verdict": "wrong",
"evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/quota",
"lastmod_changed": false,
"file_last_updated": "2026-06-24",
"notes": "Retry m/backoff + circuit breaker offisielt anbefalt; 'obligatorisk' sterk formulering."
"notes": "RECONCILED 2026-06-30 (G5b friskhets-spot-sjekk): correct->wrong. Live (foundry-classic/openai/how-to/quota): MS rammer dette som \"Rate limit best practices\" / \"recommended\", ikke obligatorisk; circuit breaker nevnes kun som valgfritt avansert Polly-monster. Claim \"obligatorisk for alle Azure AI API-kall\" overdriver modaliteten (anbefalt -> palagt) og omfanget (alle kall). Monstrene er reelle MS-anbefalinger, men \"obligatorisk\" er ikke grunnet. Fil-fiks (Spor 0/1): bytt \"obligatorisk\" med \"anbefalt\". Judge not_grounded (R6) var korrekt. Confidence: medium (modalitets-overdrivelse)."
},
{
"id": "ms-ai-infrastructure/bcdr/service-level-documentation-dr.md#1",
@ -4533,11 +4534,11 @@
"stratum": "volatile",
"claim": "Vector quantization GA siden 2024-11-01",
"claim_type": "status",
"verdict": "correct",
"verdict": "wrong",
"evidence_url": "https://learn.microsoft.com/azure/search/vector-search-index-size",
"lastmod_changed": false,
"file_last_updated": "2026-06-19",
"notes": "GA-status bekreftet."
"notes": "RECONCILED 2026-06-30 (G5b friskhets-spot-sjekk): correct->wrong. Live (search-api-migration + vector-search-index-size): vector quantization ER GA, MEN GA-dato var 2024-07-01 (stable release), ikke 2024-11-01. \"2024-11-01\" finnes kun som preview-API-versjon (2024-11-01-preview). Last-baerende dato er feil. Fil-fiks (Spor 0/1): rett GA-dato til 2024-07-01. Judge not_grounded var korrekt. Confidence: high."
},
{
"id": "ms-ai-security/cost-optimization/vector-storage-cost-optimization.md#8",

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scripts/kb-eval/data/judge-bakeoff-report-v2-g5bgold.json Normal file
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@ -0,0 +1,234 @@
{
"_meta": {
"source": "gold-correctness-set.json + judge-bakeoff-results.json",
"thresholds": {
"minRecall": 0.7,
"minPrecision": 0.6
},
"judged": 255
},
"population": {
"total": 255,
"verifiable": 240,
"positives": 42,
"negatives": 198,
"unsourcedInP": 15
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"arms": {
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"judge": {
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"sourceSilent": {
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"disagreesWithUnsourced": 10
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"byClaimType": {
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"taxonomy": {
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"gate": {
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"thresholds": {
"minRecall": 0.7,
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"reasons": [
"all criteria met"
]
}
}

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scripts/kb-eval/data/judge-bakeoff-report-v2-g5bgold.md Normal file
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# Judge bake-off-rapport — S1 (Fase 3 de-risk)
_Generert deterministisk av `run-judge-bakeoff.mjs` over `gold-correctness-set.json` + `judge-bakeoff-results.json`. Tall fra testet `lib/judge-bakeoff.mjs`. Ikke rediger for hånd — regenerer._
**Forhåndsregistrert gate (låst FØR fan-out):** recall ≥ 0.7, presisjon ≥ 0.6, OG judge-recall > staleness-recall.
## Evaluerings-populasjon (P)
Volatil stratum + fetchbare claim_types (price ekskludert) — der feilene bor; unngår «invertert leverage».
| metrikk | verdi |
|---|---|
| P totalt | 255 |
| Verifiserbare (correct/outdated/wrong) | 240 |
| Positive (reelle feil å fange) | 42 |
| Negative (correct) | 198 |
| Unsourced i P (kjørt, men utenfor P/R) | 15 |
## Arm-sammenligning (detektering over de 240 verifiserbare)
| arm | TP | FP | FN | TN | presisjon | recall | recall Wilson 95% | F1 |
|---|---|---|---|---|---|---|---|---|
| staleness (billig baseline) | 0 | 0 | 42 | 198 | n/a | 0.0% | [0.0%, 8.4%] | n/a |
| judge (per-påstand groundedness) | 33 | 5 | 9 | 193 | 86.8% | 78.6% | [64.1%, 88.3%] | 0.825 |
| hybrid (union) | 33 | 5 | 9 | 193 | 86.8% | 78.6% | [64.1%, 88.3%] | 0.825 |
## Judge per claim_type (verifiserbar delmengde)
| claim_type | positive | TP | FP | FN | presisjon | recall |
|---|---|---|---|---|---|---|
| taxonomy | 11 | 11 | 3 | 0 | 78.6% | 100.0% |
| status | 10 | 6 | 1 | 4 | 85.7% | 60.0% |
| version | 7 | 6 | 0 | 1 | 100.0% | 85.7% |
| sku | 7 | 5 | 1 | 2 | 83.3% | 71.4% |
| tpm | 5 | 4 | 0 | 1 | 100.0% | 80.0% |
| region | 2 | 1 | 0 | 1 | 100.0% | 50.0% |
## source_silent-diagnostikk
Judgen hentet siden men fant ikke verdien. Diagnostisk, ikke et flagg.
| signal | antall | tolkning |
|---|---|---|
| På verifiserbar feil | 4 | judge-bom: reell feil oversett via «kan ikke verifisere» |
| På verifiserbar correct | 1 | judge reproduserte ikke et korrekt faktum mennesket fant |
| Enig med unsourced | 5 | judge reproduserer den uverifiserbare grensen (godt) |
| Uenig med unsourced | 10 | judge hevdet grunnet/ugrunnet der mennesket ikke fant kilde |
## GATE: ✅ PASS — bygg S3
- recall 0.786 ≥ 0.7? **ja**
- presisjon 0.868 ≥ 0.6? **ja**
- slår staleness (recall 0.000)? **ja**
- begrunnelse: all criteria met

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{
"_meta": {
"source": "gold-correctness-set.json + judge-bakeoff-results.json",
"thresholds": {
"minRecall": 0.7,
"minPrecision": 0.6
},
"judged": 255
},
"population": {
"total": 255,
"verifiable": 240,
"positives": 42,
"negatives": 198,
"unsourcedInP": 15
},
"arms": {
"staleness": {
"tp": 0,
"fp": 0,
"fn": 42,
"tn": 198,
"positives": 42,
"negatives": 198,
"flagged": 0,
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"recallWilson": {
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"judge": {
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"sourceSilent": {
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"byClaimType": {
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"sku": {
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"gate": {
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"beatsStaleness": true,
"thresholds": {
"minRecall": 0.7,
"minPrecision": 0.6
},
"reasons": [
"all criteria met"
]
}
}

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# Judge bake-off-rapport — S1 (Fase 3 de-risk)
_Generert deterministisk av `run-judge-bakeoff.mjs` over `gold-correctness-set.json` + `judge-bakeoff-results.json`. Tall fra testet `lib/judge-bakeoff.mjs`. Ikke rediger for hånd — regenerer._
**Forhåndsregistrert gate (låst FØR fan-out):** recall ≥ 0.7, presisjon ≥ 0.6, OG judge-recall > staleness-recall.
## Evaluerings-populasjon (P)
Volatil stratum + fetchbare claim_types (price ekskludert) — der feilene bor; unngår «invertert leverage».
| metrikk | verdi |
|---|---|
| P totalt | 255 |
| Verifiserbare (correct/outdated/wrong) | 240 |
| Positive (reelle feil å fange) | 42 |
| Negative (correct) | 198 |
| Unsourced i P (kjørt, men utenfor P/R) | 15 |
## Arm-sammenligning (detektering over de 240 verifiserbare)
| arm | TP | FP | FN | TN | presisjon | recall | recall Wilson 95% | F1 |
|---|---|---|---|---|---|---|---|---|
| staleness (billig baseline) | 0 | 0 | 42 | 198 | n/a | 0.0% | [0.0%, 8.4%] | n/a |
| judge (per-påstand groundedness) | 39 | 0 | 3 | 198 | 100.0% | 92.9% | [81.0%, 97.5%] | 0.963 |
| hybrid (union) | 39 | 0 | 3 | 198 | 100.0% | 92.9% | [81.0%, 97.5%] | 0.963 |
## Judge per claim_type (verifiserbar delmengde)
| claim_type | positive | TP | FP | FN | presisjon | recall |
|---|---|---|---|---|---|---|
| taxonomy | 11 | 9 | 0 | 2 | 100.0% | 81.8% |
| status | 10 | 9 | 0 | 1 | 100.0% | 90.0% |
| version | 7 | 7 | 0 | 0 | 100.0% | 100.0% |
| sku | 7 | 7 | 0 | 0 | 100.0% | 100.0% |
| tpm | 5 | 5 | 0 | 0 | 100.0% | 100.0% |
| region | 2 | 2 | 0 | 0 | 100.0% | 100.0% |
## source_silent-diagnostikk
Judgen hentet siden men fant ikke verdien. Diagnostisk, ikke et flagg.
| signal | antall | tolkning |
|---|---|---|
| På verifiserbar feil | 0 | judge-bom: reell feil oversett via «kan ikke verifisere» |
| På verifiserbar correct | 0 | judge reproduserte ikke et korrekt faktum mennesket fant |
| Enig med unsourced | 2 | judge reproduserer den uverifiserbare grensen (godt) |
| Uenig med unsourced | 13 | judge hevdet grunnet/ugrunnet der mennesket ikke fant kilde |
## GATE: ✅ PASS — bygg S3
- recall 0.929 ≥ 0.7? **ja**
- presisjon 1.000 ≥ 0.6? **ja**
- slår staleness (recall 0.000)? **ja**
- begrunnelse: all criteria met