070141f06b
chore(ms-ai-architect): refresh KB medium-bucket — 74 files [skip-docs]
...
KB-currency refresh (medium priority, 2026-06-19) via /architect:kb-update.
74 medium-prioritets filer re-verifisert mot Microsoft Learn (MCP) — delegert
til 15 parallelle Opus-subagenter (3 bølger) gruppert etter delt kilde, med
disjunkte fil-sett. Verifisert i hovedkontekst (scope-sjekk + diff-review av
de faktatunge gruppene + tester).
Hovedendringer (faktuelle korreksjoner + currency):
- Azure AI Search semantic ranker: TILGJENGELIG PÅ ALLE TIERS (også Free/Basic
m/ gratis månedlig kvote) — gammel KB sa feilaktig "kun S1+". Korrigert i
tier-tabell, anti-patterns og beslutningstabell (azure-ai-search-setup).
- APIM score-threshold = DISTANSE (lavere = strengere): tuning-tabellen i
rag-caching-optimization hadde retningen baklengs — invertert til korrekt.
- Agentic retrieval GA/preview-nyanse presisert (hovedkontekst-korreksjon mot
agentic-retrieval-how-to-migrate): GA via REST 2026-04-01 returnerer EKSTRAKTIV
grounding (references + activity), IKKE syntetiserte svar. Answer synthesis,
ikke-minimal reasoning effort (LLM query planning) og multi-turn messages
forblir preview (2026-05-01-preview). Subagent hadde overforenklet til "hele
kjernepipelinen GA"; rettet i agentic-rag-patterns + citation-tracking.
- Copilot Studio modell-tabeller (platforms/copilot-studio): fjernet Claude Opus
4.5 + GPT-5.2 (borte fra kilde), lagt til Claude Sonnet 4.6/Opus 4.6 (GA),
Opus 4.7 + Mistral Medium 3.5 (experimental); GPT-5 Reasoning/Auto = preview;
A2A GA (apr 2026).
- Computer Use (CUA): Copilot Studio GA 2026-05-07; 4 modeller m/ tier/status
(OpenAI CUA + Sonnet 4.5 GA, Sonnet 4.6 + Opus 4.6 experimental); 5 credits/
steg standard, 15 premium; US-only region-krav FJERNET i GA-dok; Cloud PC pool
+ Hosted browser + bring-your-own-machine.
- Azure AI Search REST API-versjoner bumpet: 2025-09-01 -> 2026-04-01 (stabil),
2025-11-01-preview -> 2026-05-01-preview (hybrid-search, rag-security-rbac,
chunking).
- Power Automate-integrasjon: trigger "Run a flow from Copilot" -> "When an agent
calls the flow"; App Service innebygd MCP (preview) lagt til.
- M365 Copilot-manifest v1.26 -> v1.28 (GA, mai) / v1.29 dokumentert (juni);
"Tenant graph grounding" -> "Work IQ".
- Speech fast transcription 2t/300MB -> 5t/500MB; multilingual 14 -> 15 locales
(+ pt-BR). Content Understanding reasoning preview -> GA (v1.0, 2025-11-01).
- Security Copilot E5 -> E5+E7. Død Databricks-URL ci-cd/best-practices ->
ci-cd/flows. Prompt Flow retirement (2027-04-20 -> MAF) notert der den
presenteres som go-forward. Gateway-topologi-tabell-feil rettet.
- Alle 74 Last updated -> 2026-06-19.
Discovery ikke kjørt (historisk kun Databricks-støy) -> 389-telling uendret,
ingen resync. validate 239 PASS, kb-integrity 115/115 (262 orphan-warnings
uendret), gitleaks clean.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01REiKFhP4w6xGXXqWKpPCJJ
2026-06-19 14:02:18 +02:00
25bcb74d9a
chore(ms-ai-architect): refresh KB high-bucket — 49 files [skip-docs]
...
KB-currency refresh (high priority, 2026-06-19) via /architect:kb-update.
49 high-prioritets governance/security/monitoring-filer re-verifisert mot
Microsoft Learn (MCP) — delegert til 8 parallelle Opus-subagenter gruppert
etter delt kilde, verifisert i hovedkontekst (diff-review + tester).
Hovedendringer (faktuelle korreksjoner + currency):
- MITRE ATLAS-IDer korrigert (supply-chain): AML.T0050 -> AML.T0018.000
(Poison AI Model); AML.T0020 = Poison Training Data; T1195 Supply Chain
Compromise. Gamle IDer var utdaterte (verifisert mot MCSB v2 AI-1).
- OTel-sampling presisert (distributed-tracing): adaptive sampling = klassisk
App Insights SDK; OTel-distroen sampler IKKE by default (fixed-rate/
rate-limited maa konfigureres); Functions parent-based sampling er default.
- MCSB v2 AI-kontroller AI-1 -> AI-7 (risk-taxonomy three-pillar, scoring-
framework, rubrics, red-team, adversarial); Defender for Cloud AI threat
protection + AI-SPM (GA).
- AI gateway (APIM) multi-provider: Anthropic Messages API v2-tiers, Google
Vertex, unified model API (preview), MCP/A2A, Foundry-integrasjon; eksakte
policy-navn (llm-emit-token-metric maks 5 dims, llm-semantic-cache-*,
score-threshold = avstand, MS-eks. 0.15).
- Purview Enterprise AI apps inkl. Anthropic Claude (Enterprise) + ChatGPT
Enterprise; Security Dashboard for AI (Agent 365-inventar, MCP-servere,
tredjepartsmodeller; Security Reader minimumsrolle).
- Entra Agent ID: CA-lisenskrav (Entra ID P1/P2 + Agent 365), CA-scoping per
tilgangsmoenster (on-behalf-of/app-only/agent-as-user), CA-grenser,
connector-permissions som API-permissions.
- Copilot DLP: Block SITs in web search (GA, Performing Web Searches) + Block
external email (preview) som prompt injection-vern.
- Azure AI Language PII: tre feature-typer, GA-API 2026-05-01; NOIdentityNumber
bekreftet dedikert kategori for norske foedselsnummer.
- Foundry Tools-rename forsterket paa tvers; alle 49 Last updated -> 2026-06-19.
Discovery: 500 kandidater (alle Databricks-stoey) -> kun registry-kandidater,
ingen nye skills/-filer -> 389-telling uendret. validate 239 PASS,
kb-integrity 115/115 (262 orphan-warnings uendret), gitleaks clean.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01REiKFhP4w6xGXXqWKpPCJJ
2026-06-19 11:09:54 +02:00
41b390b38d
chore(ms-ai-architect): refresh KB critical-bucket — 15 files [skip-docs]
...
KB-currency refresh (critical priority, 2026-06-19) via /architect:kb-update.
15 critical cost/arkitektur-filer re-verifisert mot Microsoft Learn (MCP).
Hovedendringer:
- Azure AI Search Serverless (Preview) prismodell (rag-cost, rag-query,
vector-storage, rag-enterprise-scale)
- Agentic retrieval GA-split (2026-04-01 REST GA, portal preview) + Foundry IQ
- AI gateway multi-provider (Anthropic v2 / Google Vertex), unified model API
(preview), Foundry-integrasjon (enterprise-arch, ai-services-cost,
multi-model, cost-tracking)
- FOCUS-skjema + Cost Mgmt -> ADLS Gen2 -> Fabric -> Power BI pipeline
(cost-management, cost-allocation)
- FinOps hub AI-agent via Azure MCP / Copilot Studio (budget-forecasting)
- OTel trace-based sampling for logs (observability)
- Korreksjoner: semantic-cache score-threshold = AVSTAND (0.15, ikke 0.85
cosine-likhet); llm-emit-token-metric maks 5 custom dimensions;
Foundry RBAC-renames (Owner/Contributor = kun mgmt); Researcher/Analyst er
ikke agenter
- Alle 15 Last updated -> 2026-06-19
High-bucket (49 filer) UTSATT til egen sesjon (operatoer-valg).
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01REiKFhP4w6xGXXqWKpPCJJ
2026-06-19 06:22:48 +02:00
dc55ffa902
feat(ms-ai-architect): #9 v1.16.0 — currency + privat-sektor-paritets-release
...
Siste audit-item (#9 ). Versjonsbump + telling-/konsistens-synk for hele
audit-syklusen (#5–#8 currency + #7 routing/privat-sektor-paritet). Ingen
ny funksjonalitet i denne commiten — kun release-deklarasjoner og
count-konsistens. Innholdet ble levert i e406ef3https://claude.ai/code/session_01REiKFhP4w6xGXXqWKpPCJJ
2026-06-18 20:52:54 +02:00
e406ef395e
feat(ms-ai-architect): #8b currency M-items — Defender AI threat protection + OWASP LLM04/06/08/09 + M365 E7/Agent 365 + Foundry Local air-gapped
...
Phase B (M-items) av #8 currency-rest. Nytt innhold, verifisert mot
Microsoft Learn + OWASP GenAI 2026-06-18 (tre research-subagenter).
Begge nye KB-filer wiret i SKILL.md (de-orphan bekreftet: kb-integrity
115/115, orphan-warnings uendret 262).
Nye KB-filer (ms-ai-security/references/ai-security-engineering/):
- owasp-llm-top10-azure-mitigations.md — konsolidert dekning av de fire
OWASP 2025-kategoriene som manglet referanse i SKILL.md-mappingen
(LLM04 Data/Model Poisoning, LLM06 Excessive Agency, LLM08 Vector/
Embedding Weaknesses, LLM09 Misinformation) med verifiserte Azure-tiltak.
OWASP-side 404 for LLM06/08/09 → definisjoner kryssverifisert, merket.
- defender-threat-protection-ai-services.md — Defender for Cloud «AI threat
protection» (gjeldende navn; plan «Defender for AI Services»). GA for
AI applications, Preview for AI agents (fra 2026-02-02). Varselliste m/
Alert ID + MITRE-taktikk, Prompt Shields-integrasjon, prising (75B-token
trial). KRITISK: ikke tilgjengelig i Azure Government (norsk off. sektor).
SKILL.md (ms-ai-security):
- Fylte de 4 «—»-radene LLM04/06/08/09 → owasp-llm-top10-azure-mitigations.md.
- La til Defender-referanse (kjøretids-trusseldeteksjon) + Government-forbehold.
- Fil-telling ai-security-engineering 17→22 (17 var stale; faktisk 20 + 2 nye).
licensing-matrix.md (ms-ai-advisor):
- Ny rad «Microsoft 365 E7» i master-matrisen + dedikert E7/Agent 365-seksjon.
E7 (GA 2026-05-01) bundler E5 + M365 Copilot + Agent 365 + Entra Suite.
Agent 365 = IT-admin kontrollplan (registry/Entra Agent ID/Defender/Purview).
VERIFISERT at begge er reelle SKU-er. Priser (~$99 E7 / ~$15 Agent 365) er
community-/partnerkilder → eksplisitt merket uverifisert.
disconnected-ai-scenarios.md (ms-ai-infrastructure):
- Ny seksjon «Foundry Local — generativt lokalt og air-gapped». To produkter:
on-device (offline etter nedlasting, ingen Azure-sub) + on Azure Local
(Arc/Kubernetes, Preview). Air-gapped/disconnected støttet fra juni 2026
(Preview): edgeartifacts-registry, expansion packs, lokal AD, ingen
telemetri. Del av Microsoft Sovereign Private Cloud — relevant for norsk
suverenitet.
Tester: validate-plugin 239 PASS / 0 FAIL / 0 WARN · kb-integrity 115/115
(262 pre-eksisterende orphan-warnings, uendret) · run-e2e alle suiter PASS.
#8 nå komplett (S-bannere #8a + M-items #8b). Neste: #9 v1.16.0 release.
FLAGG: `/architect:kb-update` apply forblir UTSATT (krever egen bekreftelse).
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01REiKFhP4w6xGXXqWKpPCJJ
2026-06-18 20:32:43 +02:00
20c1be6531
fix(ms-ai-architect): #7c wire foreldreløse deliverable-KB — nye kommandoer businesscase + anskaffelse (I)
...
Audit P2 I. 6 foreldreløse deliverable-KB-er surfaces nå (var skrevet/betalt for, ikke nåbare).
Operatørvalg: dedikerte kommandoer (audit-primær), ikke kun dokumentasjon. Telling 25→27 kommandoer.
Nye kommandoer:
- businesscase.md → samfunnsokonomisk-analyse-nnv.md + gevinstrealisering-dfo-methodology.md (NNV + DFØ 5-stegs gevinst)
- anskaffelse.md → anskaffelser-ai-procurement-framework.md (kravspec, leverandørevaluering, terskelverdi)
Utvidet eksisterende:
- compare.md: weighted multi-kriterie-modus (alternativanalyse-methodology.md) ved 3+ alternativer / --weighted
- cost.md: kapasitet-/gjennomførbarhetssteg (gpu-compute-sizing.md + capacity-feasibility-benchmarks.md) ved --capacity
De-orphaning (kb-integrity måler orphan via SKILL.md/agents, ikke kommandofiler):
- ms-ai-governance/SKILL.md: ny seksjon 1.4 Beslutningsgrunnlag (3 referanser)
- ms-ai-advisor/SKILL.md: alternativanalyse + capacity-feasibility
- ms-ai-security/SKILL.md: gpu-compute-sizing
→ alle 6 de-orphaned (kb-integrity warnings 268→262)
Registrering/docs: help.md + README + CLAUDE.md-tabell + playground-katalog (2 produces_report:false-
oppføringer, gjenbruker ikke 14-parser/17-renderer-kanonen) + docs/playground.md (25→27) + test 25→27.
validate 231 PASS · playground v3 221 PASS · e2e alle suiter · kb-integrity 115/115 — 0 FAIL overalt.
NB: README:358/418/427 har pre-eksisterende «24 commands»-drift (uavhengig av denne endringen) — flagget for #8 .
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01REiKFhP4w6xGXXqWKpPCJJ
2026-06-18 17:50:06 +02:00
89dce4ab7d
fix(ms-ai-architect): korriger Norway East-dataresidens + modernisér modellkatalog ( #5 del 3/3 modellspor)
...
Verifisert mot Microsoft Learn region-tabeller 2026-06-18 (alle deployment-pivoter):
KUN gpt-4o/gpt-4o-mini er Norge-resident (Standard/Regional PTU) i Norway East.
gpt-4.1, o3/o4-mini/o3-mini/o1 og HELE GPT-5-familien er IKKE regionale der — kun Global.
Reverserer feilaktig baseline fra del 2/3 (8f9fe8bhttps://claude.ai/code/session_01REiKFhP4w6xGXXqWKpPCJJ
2026-06-18 15:32:25 +02:00
8f9fe8b894
fix(ms-ai-architect): korriger GPT-5-datasuverenitet i Norway East (task #5 del 2/3, B-kjerne)
...
Audit-hypotesen («GPT-5 data-resident via Regional PTU/Data-Zone der streng
residens kreves») er MOTBEVIST mot live Microsoft Learn (hentet 4 doc-sider,
2026-06-18). GPT-5 har INGEN regional/PTU-deployment i Norway East — kan ikke
gjøres Norge-resident. Hadde planen blitt fulgt blindt, ville en falsk
compliance-påstand blitt skrevet inn i KB. STATEs verifiseringsplikt-advarsel
fanget dette.
Verifisert matrise (GPT-5 × Norway East × deployment-type):
- Standard (regional) / Regional Provisioned (= Norge-residens): INGEN GPT-5-variant
- Data Zone Standard (= EU-residens): kun gpt-5.5; ikke 5/mini/nano/5.1/5.2
- Data Zone Provisioned: norwayeast finnes ikke som region
- Global Standard (global): gpt-5/mini/nano/5.1/5.2 (ikke 5.5)
- Global Provisioned (global): gpt-5/mini/5.1/5.2/5.5
KB-ens nåværende forsiktighet («data kan forlate Norway East») var altså
RIKTIG for de deployment-typene som finnes. De reelle gapene var:
1. Manglende Data Zone-mellomtier (gpt-5.5 = EU-residens)
2. Upresist «kun via Agent Service» (er Global Standard + Global Provisioned)
3. Falsk implisert «GPT-5 + Regional PTU Norway East»-prising
Endringer (3 filer):
- model-catalog-2026.md: regional-tabell (GPT-5-celler), nordisk oppsummering
(fjernet «(regional PTU)»-merkelapp), beslutningstre (tre-tier residens:
Norge/EU-sone/global), hurtigguide (+ EU-residens-rad), Norway East-råd.
- azure-ai-foundry.md: Norway East-modellliste + Norway East-råd (GPT-5-residens).
- gpt5-gpt41-pricing-models.md: fjernet falsk «Norway East Regional ~10-20%»
for gpt-5; modelltilgjengelighet-merknad på offentlig-sektor-tabellen.
For streng Norge-residens forblir svaret gpt-4.1/o3/o4-mini/gpt-4o — IKKE GPT-5.
Kilder: learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-region-availability
+ .../azure/ai-foundry/openai/how-to/deployment-types
Verifisert: validate-plugin.sh 219 PASS, test-kb-integrity.sh 117/117.
Scope: tilgjengelighetstabell-utvidelse (gpt-5.2/5.5-rader, kolonner) utsatt til del 3/3.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-18 14:29:35 +02:00
dd1036ab8a
fix(ms-ai-architect): Foundry URL-navnerom-migrering (ai-foundry → foundry/foundry-classic, 141 filer)
...
Task #5 del 1/3 (URL-migrering). Verifiseringen motbeviste STATE.md-premisset om ren prefix-swap: rebrand er per-URL, ikke mekanisk. En blind sed ai-foundry→foundry ville lagd 56 nye 404-er (classic-stiene finnes ikke under nytt foundry/-prefiks — bekreftet empirisk).
Metode: resolverte alle 237 unike KB-URLer mot live redirects (curl -L), bygde full-URL→full-URL-mapping fra faktisk url_effective. Bevarer locale-form, query (?view=) og #fragment per lenke.
- 231 navnerom-erstatninger over 141 filer (408 forekomster):
- 161 → azure/foundry/ (98 ren prefix-swap + 10 sti-reorg + reorg-tilfeller)
- 69 → azure/foundry-classic/ (eldre hub-spor: assistants, hub-DR, on-your-data; faktisk redirect-mål per operatorvalg)
- 1 → azure/foundry-local/
- 2 døde lenker (404) fikset til verifiserte mål:
- agent-service → azure/foundry/agents/overview
- concepts/evaluation-evaluators/ → azure/foundry/how-to/evaluate-generative-ai-app
- 5 path-/display-referanser (uten https://, i backticks/lenketekst) rettet manuelt.
- 6 slug-baserte ai-foundry-treff urørt (scope-grense): managed-grafana-dashboard, security-baseline, power-platform prompt-builder, architecture baseline-chat (sistnevnte slug-rebrand i annet navnerom — mulig fremtidig funn).
- Parkert til task #5 del 2/3: Norway East GPT-5-datasuverenitet-fiks + modellkatalog-utvidelse (5.3/5.4/5.5, gpt-oss, sora-2).
Verifisert: 0 gjenværende azure/ai-foundry/-navnerom i skills/. validate-plugin.sh 219 PASS. test-kb-integrity.sh 117/117 passed.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01REiKFhP4w6xGXXqWKpPCJJ
2026-06-18 13:37:06 +02:00
84e3cfaa03
fix(ms-ai-architect): re-baseline kostnadslaget (GPT-5 $1.25/$10, én prissannhet, 10 filer)
...
Audit-funn Tema B + action-items 149/150. Verifiseringen avdekket at kostnadslag-råten var bredere enn auditens 3 navngitte filer (10 filer totalt).
- GPT-5 flagship $10-15/$40-60 -> $1.25/$10.00 (verifisert juni 2026, 8-12x for hoy). gpt-5-mini $0.25/$2.00, gpt-5-nano $0.05/$0.40. Fjernet falske "Verified MCP"-stempel pa estimat-band.
- deterministic-cost-calculation-model.md gjort til ENESTE kanoniske prissannhet (§1.1). Strippet duplikat pris-tabell fra cost-models.md (rotarsak til GPT-4o $10/$30-motsetning) -> peker til registeret.
- Reconcile-funn utover audit: deterministic hadde GPT-4.1-serien HALVERT ($1/$4 og $0.20/$0.80) -> verifisert $2.00/$8.00 og $0.40/$1.60. multi-model-strategy-costs.md NOK-tabell var fabrikkert 10-47x for hoy (gpt-4o 250/1000 NOK -> 26/105). model-selection (GPT-5 $3/$12), reasoning-models (GPT-5 $20-30/$80-100), token-counting (gpt-4.1 cached $1->$0.50), small-language-models (GPT-4o output 60->105 NOK) rettet.
- Recalk alle NOK-scenarioer reproduserbart: gpt-5 ~= gpt-4.1 i kost (ikke 30-55x dyrere som gammel tekst pasto) - billigere input ($1.25 vs $2.00), dyrere output. Reell kostnadsdriver = resonnerings-tokens (fakturert som output).
- Fjernet GPT-3.5 Turbo-anbefaling (utfaset). Alignet kurs 11->10.5 NOK/USD i cost-kommando. Cost-agent eksempel: legacy GPT-4 -> GPT-4o-mini, fjernet falskt Verified-stempel.
- kb-update apply cost-bucket deferret til task #8 (kommando-feature, ikke tall-justering).
Verifisert mot OpenAI API pricing + Azure OpenAI pricing via WebSearch 2026-06-18. validate-plugin.sh 219 PASS.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01REiKFhP4w6xGXXqWKpPCJJ
2026-06-18 12:45:21 +02:00
b03fcd8880
chore: WIP marketplace doc adjustments across plugins
...
Pre-trekexecute snapshot of in-progress CLAUDE.md/SKILL.md edits and
extracted docs/ files. Captured as one commit so /trekexecute claude-design
can run against a clean working tree.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
2026-05-18 12:04:02 +02:00
53ea2cd716
chore(ms-ai-architect): KB refresh complete — 23 files (high batch 2) [skip-docs]
...
Last batch in HIGH bucket. Combined with d60bbd4
2026-05-05 14:52:42 +02:00
d60bbd4bff
chore(ms-ai-architect): KB checkpoint refresh — 30 files (critical 9 + high batch 1) [skip-docs]
...
- Critical bucket (9 files): substantive content updates basert på MCP-fetch
- enterprise-governance: DSPM front door, AI-app-kategorier (3), single-tenant Entra ID
- rag-cost-optimization, observability, ai-services-enterprise, multi-model-strategy: dato-bump
- deterministic-cost: Copilot Credits offisiell common currency (2025-09-01), CCCU prepurchase
- gpt5-gpt41-pricing: utvidet Copilot Studio modell-lineup (GPT-5.2, GPT-5.3, Claude 4.6, Grok 4.1)
- vector-storage, request-batching: dato-bump (DS allerede dekkende)
- High batch 1 (21 files, 10-30): Last updated 2026-04→2026-05 dato-bump
Substantive Microsoft Learn-endringer var marginale per fetch — kosmetiske oppdateringer.
Resterende: high batch 2 (filer 31-53, 23 filer) i ny sesjon. Se NEXT-SESSION-PROMPT.local.md.
2026-05-05 14:28:35 +02:00
Kjell Tore Guttormsen
781d98f62f
chore(privacy): scrub real-org references from plugin internals (phase 2)
...
Same bulk replacement applied to plugin-internal KB, examples, fixtures,
tests, and docs. Real organization names, persona names, internal system
identifiers, and domain-specific terms replaced with fictional generic
public-sector entity (DDT) and generic terminology.
Scope:
- okr/ — examples, governance, framework, integrations, sources
- ms-ai-architect/ — KB references (engineering, governance, security,
infrastructure, advisor), tests/fixtures, agents, docs
- linkedin-thought-leadership/ — voice samples, network-builder,
examples (genericized identifying headlines to "[your organization]")
- llm-security/ — research notes, scan report
Manual genericization beyond bulk replace:
- okr SKILL.md "Primary user / Domain" — generic Norwegian public sector
- linkedin-voice SKILL.md headline placeholder
- network-builder.md headline placeholder
- high-engagement-posts.md voice sample employer line + hashtag
Phase 3 (factual-attribution review) remains: a few KB files attribute
publicly known transport-sector docs/datasets (e.g. håndbok V440, NVDB)
to the fictional DDT after bulk replace. Needs manual semantic review
to either remove or restore correct citation without re-introducing
affiliation references.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
2026-05-03 04:28:15 +02:00
Kjell Tore Guttormsen
be4925a8ff
docs(architect): weekly KB update — 52 files refreshed (2026-04)
...
Key content changes:
- MLOps: MLflow 3 scorers expanded (RetrievalRelevance, Fluency, multi-turn judges)
- MLflow 3 A/B eval: mirror_traffic GA confirmed, new scorer catalog
- CI/CD: OIDC auth replaces deprecated --sdk-auth (Azure ML GitHub Actions)
- Agent framework A2A: updated SDK patterns (A2ACardResolver, BearerAuth)
- AG-UI backend tool rendering: accurate TOOL_CALL_* event shapes
- Computer Use agents: US region requirement, credentials patterns
- Purview governance: bulk term edit, expire/delete workflows
- CAF AI Secure: 3-phase structure confirmed current
- Copilot Studio: Claude Sonnet 4.5/4.6 GA, new orchestration controls
- M365 manifest: v1.26 GA (April 2026), copilotAgents node
- Power Platform: agent flow capacity enforcement corrected
- Azure Monitor: Simple Log Alerts GA, AMBA for policy-based alerting
- Security Copilot: SCU capacity model (400 SCU/1000 users)
- EU Data Boundary: all EU + EFTA countries confirmed
- gateway-multi-backend: added 4th topology, subscription-level quota note
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-10 11:31:11 +02:00
Kjell Tore Guttormsen
6645e93205
docs(architect): weekly KB update — 106 files refreshed (2026-04)
...
Updates across all 5 skills: ms-ai-advisor, ms-ai-engineering,
ms-ai-governance, ms-ai-security, ms-ai-infrastructure.
Key changes:
- Language Services (Custom Text Classification, Text Analytics, QnA):
retirement warning 2029-03-31, migration guides to Foundry/GPT-4o
- Agentic Retrieval: 50M free reasoning tokens/month (Public Preview)
- Computer Use: Claude Sonnet 4.5 (preview) + OpenAI CUA models
- Agent Registry: Risks column (M365 E7), user-shared/org-published types
- Declarative agents: schema v1.5 → v1.6, Store validation requirements
- MLflow 3: 13 built-in LLM judges, production monitoring, Genie Code
- AG-UI HITL: ApprovalRequiredAIFunction (C#) + @tool(approval_mode) (Python)
- Entra ID Ignite 2025: Agent ID Admin/Developer RBAC roles, Conditional Access
- Security Copilot: 400 SCU/month per 1000 M365 E5 licenses, auto-provisioned
- Fast Transcription API: phrase lists, 14-language multi-lingual transcription
- Azure Monitor Workbooks: Bicep support, RBAC specifics
- Power Platform Copilot: data residency (Norway/Europe → EU DB, Bing → USA)
- RAG security-rbac: 4-approach table (GA + 3 preview access control methods)
- IaC MLOps: Well-Architected OE:05 principles, Bicep/Terraform patterns
- Translator: image file batch translation Preview (JPEG/PNG/BMP/WebP)
All 106 files: Last updated 2026-04 | Verified: MCP 2026-04
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-10 09:13:24 +02:00
Kjell Tore Guttormsen
0eb30fa853
fix(architect): groundedness API — remaining correction→mitigating fixes
...
Apply 3 additional parameter renames missed in main KB update:
- SDK: correction=True → mitigating=True
- SDK: response.corrected_text → response.correction_text
- JSON body: 'correction': false → 'mitigating': false
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-09 22:45:50 +02:00
Kjell Tore Guttormsen
565043dbde
docs(architect): weekly KB update — 66 files refreshed (2026-04)
...
Updated 66 stale knowledge base reference files (10 critical, 56 high)
across all 5 skills using Microsoft Learn MCP research.
Key factual updates:
- Groundedness Detection API: `correction` → `mitigating` param,
`correctedText` → `correctionText` (breaking change)
- Copilot Studio: GPT-4.1 mini now default (was GPT-4o mini);
Claude Sonnet 4.5 + Opus 4.5 added (experimental, 200K ctx)
- Agentic Retrieval: still public preview; 50M free tokens/month
- Azure security baselines: "Cognitive Services" → "Foundry Tools"
- Databricks: Delta Live Tables → Lakeflow Spark Declarative Pipelines
- MLflow 3 GenAI: new Feedback/Expectation data model
- Token tracking doc: "Azure OpenAI in Foundry Models through a gateway"
- Agent Registry: Risks column (M365 E7), Graph API (preview)
- Copilot DLP: new Entra AI Admin + Purview Data Security AI Admin roles
- ISO/IEC 42001: scope expanded to M365 Copilot, Foundry, Security Copilot
- Zero Trust: CAE now via Conditional Access, Strict Location Enforcement
- Purview: new Fabric Copilots/agents governance section
- AG-UI HITL: ApprovalRequiredAIFunction (C#), @tool approval_mode (Python)
All files: Last updated → 2026-04, *(Verified MCP 2026-04)* markers added.
Build registry: 1341 URLs from 387 files (+2 new URLs).
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-09 22:41:26 +02:00
Kjell Tore Guttormsen
baa2d0220b
feat(ultraplan-local): v1.6.0 — /ultraresearch-local deep research command
...
Add /ultraresearch-local for structured research combining local codebase
analysis with external knowledge via parallel agent swarms. Produces research
briefs with triangulation, confidence ratings, and source quality assessment.
New command: /ultraresearch-local with modes --quick, --local, --external, --fg.
New agents: research-orchestrator (opus), docs-researcher, community-researcher,
security-researcher, contrarian-researcher, gemini-bridge (all sonnet).
New template: research-brief-template.md.
Integration: --research flag in /ultraplan-local accepts pre-built research
briefs (up to 3), enriches the interview and exploration phases. Planning
orchestrator cross-references brief findings during synthesis.
Design principle: Context Engineering — right information to right agent at
right time. Research briefs are structured artifacts in the pipeline:
ultraresearch → brief → ultraplan --research → plan → ultraexecute.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-04-08 08:58:35 +02:00
