Commit graph

14 commits

Author SHA1 Message Date
a583599ab1 feat(ms-ai-architect): R20 — Category-backfill på 25 kategorisløse ref-filer via insertMetaField [skip-docs]
Ny testet primitiv transform.insertMetaField (anker + 500B-back-off som insertHeaderFields, idempotent på eksakt label, body byte-identisk; 6 tester) + backfill-category.mjs (deterministisk folder->category-regel, hard per-fil-invariant, insert-only, aborterer for skriving ved avvik).

Fordeling: 14 Solution Architecture & Advisory (architecture/), 6 Microsoft AI Platforms (platforms/+development/), 4 Responsible AI & Governance, 1 MLOps & GenAIOps. Label = engelsk Category (322 vs 42 Kategori). Eksisterende recommended-mcp-servers/rag-maturity-model urort.

Roadmap: R20 done + R21 (Status/Last-updated not-due) encoded. Verifisering: 0 kategorislose filer (var 25); diff +25/-0; idempotent re-run; suite 764/764 exit 0.
2026-07-06 07:39:54 +02:00
2c54f0d5a0 fix(ms-ai-architect): Spor 0 — 37 kilde-verifiserte KB-feil fikset (25 ref-filer), 1 avvist [skip-docs]
Per-kilde verifiserings-agenter (Opus xhigh, live microsoft_docs_fetch) bekreftet
hver verdi mot kilden FOER endring; alle forekomster av samme gale fakta fikset
fil-vidt (ikke bare sitert linje).

- 37/38 confirm-fix anvendt; #8 (model-selection «Model Router GA») AVVIST: fila var
  allerede korrekt (Model Router GA siden 2025-11-18); den siterte model-choice-guide
  har utdatert «(preview)»-etikett. AA «fikse» ville innfoert en feil.
- Tverteklynger reconciled til kilde-sann verdi: AI Search storage (S1 160/S2 512/S3
  1024/L1 2048/L2 4096 GB; vektor 5/35/150/300), Quota Tiers (erstatter
  Default/Enterprise + «1 Unit Capacity»).
- Hoey-innsats: realtime Schrems II omskrevet (global deployment != EU-residens,
  selv-verifisert mot kilde); Data Zone Norway East = gpt-5.4 OG gpt-5.5 (ikke kun
  5.5); computer-use = gpt-5.4 + computer-tool (region flagget for verifisering).
- Suite 552/552 groenn. Manifest oppdatert (fixed/verdict/verified per fiks).

Spor 1-froe (cross-fil-gjentakelser i UBEROERTE filer): «DDoS Protection Standard» i
ros-ai-threat-library.md + zero-trust-ai-services.md. Tilstoetende funn (ikke i de 38):
se docs / STATE.
2026-06-29 09:39:20 +02:00
40a7e61a5d docs(ms-ai-architect): KB-refresh MEDIUM 33/33 — azure-ai-foundry: Deep Research + Connected agents deprecated, Prompt Flow-retirement, A2A Java, Guardrails, Models sold by Azure 2026-06-24 11:38:26 +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
20b522ab10 docs(ms-ai-architect): KB-refresh tema-a steg 2 — modellkatalog GPT-5.1→5.5 i azure-ai-foundry.md
Tema (a) sveip av 27 GPT-5-filer fullført (triage). Korpuset er overveiende
allerede current eller pedagogisk: 9 filer kjenner allerede 5.x-generasjonen
(gpt5-gpt41-pricing, reasoning-models, structured-output, token-per-second,
m365-copilot, copilot-studio, cost-models, deterministic-cost, multimodal),
~14 har kun pedagogiske/passing mentions ("GPT-4→GPT-5", generisk "GPT-5-serien").

Eneste genuine drift: azure-ai-foundry.md — GPT-5 GA-tabell + intro-enumerering
var én generasjon bak (kun aug-2025-settet), tross delvise 2026-06-18 residens-edits.

- GPT-5-tabell utvidet med gpt-5.1->5.5 (GA-datoer, kontekst, kontekstsprang ~1M
  for 5.4/5.5, gpt-5.5 Data Zone EU i Norway East) — speilet eksakt mot katalogen.
- Intro-enum: "GPT-5-serien (...)" -> "GPT-5-generasjonen (... utvidet med 5.1->5.5)";
  o3/o4-mini -> full o-serie.
- Header->2026-06 + Source + pointer til kanonisk model-catalog-2026.md.

Naming (Azure AI Foundry->Microsoft Foundry) urørt — egen pass (tema b).
validate 239/0, ms-ai-advisor 91/100 (judge-cache gyldig, kun deterministisk re-score).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-23 20:46:01 +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
52ba6daf67 fix(ms-ai-architect): #8a currency S-bannere — Prompt Flow retirement, CUA GA, agentic retrieval GA-split, EØS + EDPB 28/2024
Phase A av #8 currency-rest. Hver faktapåstand verifisert mot kilde FØR
skriving (Microsoft Learn microsoft_docs_fetch + offisielle EU/norske kilder,
2026-06-18). To research-subagenter brukt til parallell faktaverifisering.

Prompt Flow retirement (banner i 5 filer):
- Verifisert verbatim mot Microsoft Learn: Prompt Flow i BÅDE Microsoft Foundry
  og Azure Machine Learning pensjoneres 2027-04-20; migrer til Microsoft Agent
  Framework (MAF). Container images får ikke lenger oppdateringer.
- Toppbanner: prompt-flow-production-deployment.md, genaiops-llm-specific-practices.md.
- Kontekstuelle inline-flagg: rag-core-patterns.md (bullet + produksjonstabell),
  rag-evaluation-frameworks.md (verktøytabell), azure-ai-search-setup.md (PF-seksjon),
  agentic-rag-patterns.md (Foundry-integrasjonsrad).

Copilot Studio Computer Use / CUA (copilot-studio.md):
- Preview -> GA 7. mai 2026. KORRIGERT fra intern feildato 2026-05-13 (verifisert
  mot Power Platform 2026 wave 1 release plan + What's new).
- Geo presisert: GA i kommersielle miljøer; IKKE GCC/GCC High. Eksakt regionsliste
  ikke offentlig verifiserbar -> merket uverifisert (verifiseringsplikt).
- Fjernet nå-utdatert "Velg RPA når: kun GA-features tillatt"-begrunnelse.

Azure AI Search agentic retrieval (agentic-rag-patterns.md):
- Preview -> DELVIS GA. Minimal/ekstraktiv retrieval er GA (REST 2026-04-01);
  LLM query planning + answer synthesis er fortsatt preview (2026-05-01-preview).
- "Single index"-begrensning -> multi-source via knowledge bases (kun GA-kildetyper:
  searchIndex, azureBlob, indexedOneLake, web; SharePoint/SQL/Fabric/MCP preview).

EU AI Act EØS-status (ai-act-compliance-guide.md):
- Korrigert feilpåstand "direkte gjeldende ... sommeren 2026". AI Act er IKKE
  formelt EØS-innlemmet per juni 2026; KI-loven ikke vedtatt av Stortinget
  (høringsfrist sept. 2025; ikrafttredelse politisk målsatt sensommer 2026).

EDPB Opinion 28/2024 (gdpr-compliance-ai-systems.md, 3 ankre):
- Nyanserer "anonymisert = utenfor GDPR-scope". Må vurderes case-by-case:
  modell er kun anonym når både direkte-ekstraksjon og query-baserte midler gir
  ubetydelig re-identifiseringsrisiko (jf. fortalepunkt 26). Tabellrad endret
  fra "Nei" til "Betinget".

Allerede gjort i tidligere faser (re-verifisert, ingen edit nødvendig):
MAF-banner (semantic-kernel-agents-implementation.md), Omnibus-note
(ai-act-assessor.md), NSM Grunnprinsipper v2.1, A2A v1.0 + Signed Agent Cards
(egen fil agent-to-agent-a2a-protocol.md). A2A v1.0.1 er immateriell patch.

Tester: validate-plugin 239 PASS / 0 FAIL / 0 WARN · kb-integrity 115/115
(262 orphan-warnings er pre-eksisterende ms-ai-security-backlog, urørt).

Gjenstår i #8: M-items (OWASP LLM04/06/08/09, Defender threat protection,
Foundry Local air-gapped, M365 E7+Agent365) + SKILL.md de-orphan -> deretter #9 release.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01REiKFhP4w6xGXXqWKpPCJJ
2026-06-18 18:53:02 +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 (8f9fe8b) som anbefalte gpt-4.1/o3/o4-mini for streng Norge-residens.

- model-catalog-2026.md: ny deployment-type-matrise (seksjon 9), korrigert beslutningstre/
  hurtigguide/Norway East-rad (seksjon 10), nye modeller (gpt-5.2-5.5, gpt-5.3-codex/chat,
  gpt-chat-latest, gpt-oss-120b/20b, sora-2, gpt-image-2), 1.05M kontekst for 5.4/5.5
- azure-ai-foundry.md: residens-presisering (Norway East-seksjon + spesifikke rad)
- gpt5-gpt41-pricing-models.md: korrigert deployment-valg + TCO-premiss (gpt-4o-mini for residens)

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 15:32:25 +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
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
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