ddce43d8b2
feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs]
...
Steg 9 (R4): unified migrate-corpus.mjs --write over engineering/governance/
infrastructure/security. 327 filer mutert, verified=null, prosa byte-identisk
(fra første ## seksjon), advisor urørt (0 endringer).
To applier-fixes oppdaget under kjøring (TDD, RED→GREEN):
- insertHeaderFields: anker faller nå tilbake når en meta-linje selv passerer
500B (2 filer pakket et avsnitt i **Status:** → Type/Source landet utenfor
scan-vinduet, applierens post-write-assertion fanget + restaurerte).
- normalizeStaleVerified: fjerner nå ALLE stale non-date **Verified:** i
500B-vinduet, inkl. stray body-dup rett under --- (9 mlops-genaiops-filer var
ellers falskt "verified"/fresh, droppet fra worklist). Operatør-godkjent
utvidelse av carve-out; kun stray metadata-linjer, aldri prosa.
test-transform-criterion: precondition oppdatert til post-migrasjons-sannhet
(fila bærer nå Source). Suite 728/728 grønn.
2026-07-04 10:19:11 +02:00
83fd9b58d3
fix(ms-ai-architect): ✅ Verified → ✅ Documented (tillit-hygiene)
...
Markøren over-påsto ekstern verifisering; faktisk semantikk (per legend i
m365-copilot-plugins-ecosystem.md) er «hentet fra MS Learn via MCP» = Documented.
Smal scope (operatør-besluttet A): de 101 ✅ Verified-konfidens-cellene i 13 filer
+ 5 kolonne-overskrifter (ptu, agent-memory) + skill-gen-taksonomien
(Verified/Baseline/Assumed → Documented/Baseline/Assumed) + licensing-seksjonstittel.
La de 137 plain «Verified»-cellene i 31 kilde-attribusjons-tabeller stå — de peker
på en faktisk kilde i nabokolonnen (proveniens bevart). Suite 509/509.
2026-06-26 12:31:45 +02:00
8739f8e8e5
docs(ms-ai-architect): KB-refresh MEDIUM 29/33 — agent-memory: procedural memory (3. type) + TTL/CRUD + Norway East-region (VNet ikke støttet)
2026-06-24 11:38:26 +02:00
7a42701f2c
docs(ms-ai-architect): KB-refresh MEDIUM 28/33 — agent-evaluation: nye agent-evaluatorer (Task Completion/Tool Selection m.fl.) + FoundryEvals + 4.1-mini judge
2026-06-24 11:38:25 +02:00
477c808744
docs(ms-ai-architect): KB-refresh HIGH 11/11 — agent-autonomy: Task Adherence (preview) lagt til risk-kategorier
2026-06-24 10:44:37 +02:00
e78fb2f698
docs(ms-ai-architect): KB-refresh RBAC-rolle-renavn — Azure AI User→Foundry User (1 fil)
...
Microsoft har omdøpt Foundry RBAC-rollene (visningsnavn) — rolle-IDer og
kjernepermisjoner UENDRET. Verifisert mot offisiell MS-doc (juni 2026,
konsistent «Important»-note på tvers av kilder):
- Azure AI User → Foundry User
- Azure AI Owner → Foundry Owner
- Azure AI Account Owner → Foundry Account Owner
- Azure AI Project Manager → Foundry Project Manager
Kun ÉN genuin bruks-forekomst i korpuset (RBAC-krav for publisert
Agent Application-endepunkt). Renavnet med parentes «(tidligere Azure AI
User — rolle-ID og kjernepermisjoner uendret)» ved nevningen, konsistent
med at gamle navn fortsatt vises under utrullingen.
BEVART: azure-ai-foundry-cost-governance.md:109 dokumenterer hele
renavn-mappingen som forklarende ref (tema b) — ikke rørt.
Ref-fil-edit (ikke SKILL.md) → judge-cache gyldig. Deterministisk re-score:
advisor 91, eng/gov/infra/sec 96 (alle ≥90, uendret). validate 239/0.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-23 21:23:09 +02:00
03d596e4ec
docs(ms-ai-architect): KB-refresh tema-b — Foundry-navnesveip «Azure AI Foundry»→«Microsoft Foundry» (233 filer)
...
Verifisert mot offisiell MS-doc (juni 2026): «Microsoft Foundry» er det
gjeldende produkt-/portalnavnet; «Foundry (classic)» = gamle «Azure AI Foundry»
(/azure/foundry/ vs /azure/foundry-classic/). Premiss bekreftet før sveip.
Multi-regel, IKKE naiv s/Azure AI Foundry/Microsoft Foundry/ — MS dropper
«Azure AI» (legger IKKE til «Microsoft») for to produktvarianter:
- «Azure AI Foundry Agent[ Service|s]» → «Foundry Agent Service/Agents» (MS-form)
- «Azure AI Foundry Models» → «Foundry Models» (i «Azure OpenAI in Foundry Models»)
- «Azure AI Foundry SDK» → «Microsoft Foundry SDK» (operatør-valg)
- «Azure AI Foundry portal/project» + generisk → «Microsoft Foundry»
- Pre-eksisterende «Microsoft Foundry Models» (4) normalisert → «Foundry Models»
Bevart: «Azure OpenAI», «Azure AI Inference SDK», «Azure AI Search»,
«Azure AI Services», kode-IDer. Historisk ref «(tidligere Azure AI Foundry)»
i model-catalog-2026.md beskyttet via lookbehind. URL /azure/ai-foundry/→
/azure/foundry/ kun i owasp-llm-top10 (KB-ref); docs/-filer deferred.
Scope: skills (inkl. 3 SKILL.md) + commands + agents + README + CLAUDE.
Ekskludert: docs/ (interne), playground/+tests/ fixtures (testdata),
CHANGELOG.md (historisk logg), STATE.md (gitignored).
3 SKILL.md endret (advisor/engineering/security) → judge-cache teknisk
invalidert for disse, men scorer uendret: advisor 91, eng/gov/infra/sec 96
(alle ≥90). validate 239/0. 0 «Azure AI Foundry» igjen (utenom bevart ref).
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-23 21:00:27 +02:00
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
2067c1e802
fix(ms-ai-architect): currency — Connected Agents deprecated, ny GA-modell Prompt/Hosted agents + Responses API ( #5 del 3/3 agentspor)
...
Verifisert 2026-06-18 mot learn.microsoft.com/azure/foundry/agents/overview + classic-deprecation-bannere:
Connected Agents tilhører Foundry (classic), er DEPRECATED og pensjoneres 2027-03-31 — finnes IKKE i nye
Foundry Agent Service. Multi-agent skjer nå via Workflows (2025-11-15-preview) + A2A-tool (preview).
Ny GA-modell = Prompt agents (GA) + Hosted agents (preview), med Responses API som single entry point.
- foundry-agent-service-ga.md: deprecation-banner i header, reframet GA-feature-tabell, markert
Connected Agents-seksjon + beslutningstre/modenhet som classic-bane
- multi-agent-orchestration-patterns.md: 2 Connected Agents-referanser markert classic/deprecated
validate-plugin: 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 15:36:31 +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
68d29f60f0
fix(ms-ai-architect): MAF 1.0 GA + A2A v1.0 + Agent 365-pris (orkestrering currency)
...
- MAF 1.0 GA 2026-04-03: orkestreringsmonstre Experimental -> GA; SK+AutoGen konvergert (vedlikehold).
- A2A: protokoll v1.0 stabil, MEN A2A-SDK/MAF-pakker fortsatt preview (nyanse bevart).
- Agent 365: rettet feilaktig 'ingen ekstra kostnad' -> separat SKU ~$15/bruker/mnd (GA 2026-05-01); kilde MS Community Hub + uavh. analyse (ikke pa learn.microsoft.com).
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01REiKFhP4w6xGXXqWKpPCJJ
2026-06-18 12:09:43 +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
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