fix(ms-ai-architect): RX-KB1 strip stale plain-Verified pipe-tails (87) + audit-deteksjon [skip-docs]

De 87 referansefilene bar en plain-text `| Verified: <dato>`-hale på **Last updated:**-linjen i 500B-header-vinduet — usynlig for den bold-only kontrakt-stacken (kb-headers.mjs / audit RE_VERIFIED), og claimet en verifisering judgen aldri gjorde (samme poison-klasse som de 14 bold **Verified:** MCP Spor 1 fjernet). Uhåndtert springer den også dual-Verified-fellen: R7s insertVerifiedFields ville stemplet en bold-verdi ved siden av den plain → to motstridende provenance-claims per fil. - ny driver strip-stale-verified-pipe.mjs: frosset 87-manifest (18 advisor + 45 eng + 8 gov + 16 sec), pure verdi-bevarende strip (kun ` | Verified: …`-halen; **Last updated:**-dato byte-eksakt), hard per-fil-invariant (linjeantall uendret, body byte-identisk, dato bevart), idempotent, atomicWriteSync (RX-OPS2 recovery-kontrakt). - audit-corpus-headers.mjs: ny plain-Verified-deteksjon (RE_PLAIN_VERIFIED + plainVerifiedPipe) — gjør M4-blindheten synlig så en stale plain-hale ikke kan gjenoppstå stille (non-advisor scope). - 87 filer strippet; plain Verified i vinduet 0/389; live-audit plainVerifiedPipe 0. Mekanisme: +15 tester (12 strip + 3 audit). Suite 875→890 exit 0. validate-plugin.sh 250/0. Utsatt → RX-KB1b: footer-dato-avvik + label-whitelist (annen dialekt, flag-to-human).
2026-07-16 20:04:52 +02:00 · 2026-07-16 20:04:52 +02:00 · 712a143e58
commit 712a143e58
parent b3011da017
91 changed files with 478 additions and 87 deletions
--- a/skills/ms-ai-advisor/references/architecture/security.md
+++ b/skills/ms-ai-advisor/references/architecture/security.md
@ -1,6 +1,6 @@
 # Security for Microsoft AI Solutions

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06-24
+**Last updated:** 2026-06-24
 **Category:** Solution Architecture & Advisory
 **Status:** Established Practice

--- a/skills/ms-ai-advisor/references/copilot-extensibility/adaptive-cards-copilot-responses.md
+++ b/skills/ms-ai-advisor/references/copilot-extensibility/adaptive-cards-copilot-responses.md
@ -1,6 +1,6 @@
 # Adaptive Cards for Rich Copilot Responses

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Copilot Extensibility & Integration

--- a/skills/ms-ai-advisor/references/copilot-extensibility/copilot-api-rate-limiting-resilience.md
+++ b/skills/ms-ai-advisor/references/copilot-extensibility/copilot-api-rate-limiting-resilience.md
@ -1,6 +1,6 @@
 # API Rate Limiting and Resilience Patterns

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Copilot Extensibility & Integration

--- a/skills/ms-ai-advisor/references/copilot-extensibility/copilot-connectors-design-patterns.md
+++ b/skills/ms-ai-advisor/references/copilot-extensibility/copilot-connectors-design-patterns.md
@ -1,6 +1,6 @@
 # Copilot Connectors - Implementation Patterns

-**Last updated:** 2026-04 | Verified: MCP 2026-04-10
+**Last updated:** 2026-04
 **Status:** GA (Synced Connectors) / Early Access Preview (Federated Connectors)
 **Category:** Copilot Extensibility & Integration

--- a/skills/ms-ai-advisor/references/copilot-extensibility/copilot-extensibility-security-patterns.md
+++ b/skills/ms-ai-advisor/references/copilot-extensibility/copilot-extensibility-security-patterns.md
@ -1,6 +1,6 @@
 # Security Patterns for Copilot Extensions

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Copilot Extensibility & Integration

--- a/skills/ms-ai-advisor/references/copilot-extensibility/copilot-orchestration-multi-agent.md
+++ b/skills/ms-ai-advisor/references/copilot-extensibility/copilot-orchestration-multi-agent.md
@ -1,6 +1,6 @@
 # Multi-Agent Orchestration in Copilot

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** Generally Available (GA)
 **Category:** Copilot Extensibility & Integration

--- a/skills/ms-ai-advisor/references/copilot-extensibility/copilot-studio-localization-globalization.md
+++ b/skills/ms-ai-advisor/references/copilot-extensibility/copilot-studio-localization-globalization.md
@ -1,6 +1,6 @@
 # Localization and Globalization in Copilot

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Copilot Extensibility & Integration

--- a/skills/ms-ai-advisor/references/copilot-extensibility/declarative-agents-fundamentals.md
+++ b/skills/ms-ai-advisor/references/copilot-extensibility/declarative-agents-fundamentals.md
@ -1,6 +1,6 @@
 # Declarative Agents - Design and Implementation

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Copilot Extensibility & Integration

--- a/skills/ms-ai-advisor/references/copilot-extensibility/declarative-agents-grounding-strategies.md
+++ b/skills/ms-ai-advisor/references/copilot-extensibility/declarative-agents-grounding-strategies.md
@ -1,6 +1,6 @@
 # Grounding Strategies for Declarative Agents

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Copilot Extensibility & Integration

--- a/skills/ms-ai-advisor/references/copilot-extensibility/m365-copilot-plugins-ecosystem.md
+++ b/skills/ms-ai-advisor/references/copilot-extensibility/m365-copilot-plugins-ecosystem.md
@ -1,6 +1,6 @@
 # M365 Copilot Plugins - Ecosystem and Distribution

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Copilot Extensibility & Integration

--- a/skills/ms-ai-advisor/references/copilot-extensibility/mcp-protocol-copilot-studio.md
+++ b/skills/ms-ai-advisor/references/copilot-extensibility/mcp-protocol-copilot-studio.md
@ -1,6 +1,6 @@
 # Model Context Protocol (MCP) in Copilot Studio

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** Generally Available (GA)
 **Category:** Copilot Extensibility & Integration

--- a/skills/ms-ai-advisor/references/copilot-extensibility/power-automate-copilot-integration.md
+++ b/skills/ms-ai-advisor/references/copilot-extensibility/power-automate-copilot-integration.md
@ -1,6 +1,6 @@
 # Power Automate and Copilot Studio Integration

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Copilot Extensibility & Integration

--- a/skills/ms-ai-advisor/references/copilot-extensibility/sharepoint-copilot-agents.md
+++ b/skills/ms-ai-advisor/references/copilot-extensibility/sharepoint-copilot-agents.md
@ -1,6 +1,6 @@
 # SharePoint and OneDrive Copilot Agents

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Copilot Extensibility & Integration

--- a/skills/ms-ai-advisor/references/prompt-engineering/error-handling-and-fallback-prompting.md
+++ b/skills/ms-ai-advisor/references/prompt-engineering/error-handling-and-fallback-prompting.md
@ -1,6 +1,6 @@
 # Error Handling and Fallback Prompting Strategies

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Prompt Engineering & LLM Optimization

--- a/skills/ms-ai-advisor/references/prompt-engineering/few-shot-learning-techniques.md
+++ b/skills/ms-ai-advisor/references/prompt-engineering/few-shot-learning-techniques.md
@ -1,6 +1,6 @@
 # Few-Shot and Zero-Shot Learning Techniques

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06
+**Last updated:** 2026-06-24
 **Status:** GA
 **Category:** Prompt Engineering & LLM Optimization

--- a/skills/ms-ai-advisor/references/prompt-engineering/multimodal-prompt-design.md
+++ b/skills/ms-ai-advisor/references/prompt-engineering/multimodal-prompt-design.md
@ -1,6 +1,6 @@
 # Multimodal Prompt Design with Images and Text

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Prompt Engineering & LLM Optimization

--- a/skills/ms-ai-advisor/references/prompt-engineering/real-time-reasoning-performance.md
+++ b/skills/ms-ai-advisor/references/prompt-engineering/real-time-reasoning-performance.md
@ -1,6 +1,6 @@
 # Real-Time Reasoning and Performance Optimization

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06
+**Last updated:** 2026-06-24
 **Status:** GA (`gpt-realtime` og `gpt-realtime-1.5` er GA-modeller; «preview»-suffikset gjelder nå kun de eldre `gpt-4o-realtime-preview`-modellene)
 **Category:** Prompt Engineering & LLM Optimization

--- a/skills/ms-ai-advisor/references/prompt-engineering/role-playing-and-persona-techniques.md
+++ b/skills/ms-ai-advisor/references/prompt-engineering/role-playing-and-persona-techniques.md
@ -1,6 +1,6 @@
 # Role-Playing and Persona-Based Prompting

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06
+**Last updated:** 2026-06-24
 **Status:** GA
 **Category:** Prompt Engineering & LLM Optimization

--- a/skills/ms-ai-engineering/references/agent-orchestration/agent-autonomy-and-control-governance.md
+++ b/skills/ms-ai-engineering/references/agent-orchestration/agent-autonomy-and-control-governance.md
@ -1,6 +1,6 @@
 # Agent Autonomy and Control - Governance Framework

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06-24
+**Last updated:** 2026-06-24
 **Status:** GA
 **Category:** Agent Orchestration & Automation
 **Type:** reference
--- a/skills/ms-ai-engineering/references/agent-orchestration/agent-evaluation-testing-frameworks.md
+++ b/skills/ms-ai-engineering/references/agent-orchestration/agent-evaluation-testing-frameworks.md
@ -1,6 +1,6 @@
 # Agent Evaluation and Testing Frameworks

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06
+**Last updated:** 2026-06-24
 **Status:** GA (Azure AI Evaluation SDK), Preview (Agent-specific evaluators)
 **Category:** Agent Orchestration & Automation
 **Type:** reference
--- a/skills/ms-ai-engineering/references/agent-orchestration/agent-memory-and-context-management.md
+++ b/skills/ms-ai-engineering/references/agent-orchestration/agent-memory-and-context-management.md
@ -1,6 +1,6 @@
 # Agent Memory and Context Management Strategies

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06
+**Last updated:** 2026-06-24
 **Status:** GA (Managed Memory in Foundry Agent Service: Preview)
 **Category:** Agent Orchestration & Automation
 **Type:** reference
--- a/skills/ms-ai-engineering/references/agent-orchestration/agent-to-agent-a2a-protocol.md
+++ b/skills/ms-ai-engineering/references/agent-orchestration/agent-to-agent-a2a-protocol.md
@ -1,6 +1,6 @@
 # Agent2Agent (A2A) Protocol — Åpen Standard for Agent-Interoperabilitet

-**Last updated:** 2026-06-18 | Verified: 2026-06-18
+**Last updated:** 2026-06-18
 **Status:** Stabil (protokollspesifikasjon v1.0) / Preview (Microsofts A2A-SDK + Agent Framework A2A-pakker)
 **Category:** Agent Orchestration & Automation
 **Type:** reference
--- a/skills/ms-ai-engineering/references/agent-orchestration/agent-to-agent-communication.md
+++ b/skills/ms-ai-engineering/references/agent-orchestration/agent-to-agent-communication.md
@ -1,6 +1,6 @@
 # Agent-to-Agent Communication Protocols

-**Last updated:** 2026-04 | Verified: MCP 2026-04
+**Last updated:** 2026-04
 **Status:** GA
 **Category:** Agent Orchestration & Automation
 **Type:** reference
--- a/skills/ms-ai-engineering/references/agent-orchestration/computer-using-agents-cua.md
+++ b/skills/ms-ai-engineering/references/agent-orchestration/computer-using-agents-cua.md
@ -1,6 +1,6 @@
 # Computer-Using Agents (CUA)

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** Copilot Studio — GA (2026-05-07); Foundry Agent Service — Preview (sep 2025)
 **Category:** Agent Orchestration & Automation
 **Type:** reference
--- a/skills/ms-ai-engineering/references/agent-orchestration/foundry-workflows-visual-orchestration.md
+++ b/skills/ms-ai-engineering/references/agent-orchestration/foundry-workflows-visual-orchestration.md
@ -1,6 +1,6 @@
 # Foundry Workflows — Visuell Multi-Agent Orkestrering

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** Public Preview (announced MS Ignite november 2025)
 **Category:** Agent Orchestration & Automation
 **Type:** reference
--- a/skills/ms-ai-engineering/references/agent-orchestration/multi-agent-orchestration-patterns.md
+++ b/skills/ms-ai-engineering/references/agent-orchestration/multi-agent-orchestration-patterns.md
@ -1,6 +1,6 @@
 # Multi-Agent Orchestration Patterns and Topologies

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Agent Orchestration & Automation
 **Type:** reference
--- a/skills/ms-ai-engineering/references/agent-orchestration/semantic-kernel-agents-implementation.md
+++ b/skills/ms-ai-engineering/references/agent-orchestration/semantic-kernel-agents-implementation.md
@ -1,6 +1,6 @@
 # Semantic Kernel and Microsoft Agent Framework - Implementation Patterns

-**Last updated:** 2026-06-18 | Verified: 2026-06-18
+**Last updated:** 2026-06-18
 **Status:** GA — Microsoft Agent Framework 1.0 (3. apr 2026), orchestration patterns GA
 **Category:** Agent Orchestration & Automation
 **Type:** reference
--- a/skills/ms-ai-engineering/references/agent-orchestration/tool-use-and-function-calling-patterns.md
+++ b/skills/ms-ai-engineering/references/agent-orchestration/tool-use-and-function-calling-patterns.md
@ -1,6 +1,6 @@
 # Tool Use and Function Calling - Advanced Patterns

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Agent Orchestration & Automation
 **Type:** reference
--- a/skills/ms-ai-engineering/references/azure-ai-services/ai-services-api-best-practices.md
+++ b/skills/ms-ai-engineering/references/azure-ai-services/ai-services-api-best-practices.md
@ -1,6 +1,6 @@
 # Azure AI Services - API Design and Best Practices

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Azure AI Services (Foundry Tools)
 **Type:** reference
--- a/skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md
+++ b/skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md
@ -1,5 +1,5 @@
 # Azure AI Services - Enterprise Architecture Patterns
-**Last updated:** 2026-06-19 | Verified: MCP 2026-06
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Azure AI Services (Foundry Tools)
 **Type:** reference
--- a/skills/ms-ai-engineering/references/azure-ai-services/ai-services-monitoring-logging.md
+++ b/skills/ms-ai-engineering/references/azure-ai-services/ai-services-monitoring-logging.md
@ -1,6 +1,6 @@
 # Azure AI Services - Monitoring, Logging and Diagnostics

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Azure AI Services (Foundry Tools)
 **Type:** reference
--- a/skills/ms-ai-engineering/references/azure-ai-services/ai-services-networking-security.md
+++ b/skills/ms-ai-engineering/references/azure-ai-services/ai-services-networking-security.md
@ -1,6 +1,6 @@
 # Azure AI Services - Networking, Security and Private Endpoints

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Type:** reference
 **Source:** https://learn.microsoft.com/security/benchmark/azure/baselines/cognitive-services-security-baseline
--- a/skills/ms-ai-engineering/references/azure-ai-services/ai-services-vs-foundry-tools-selection.md
+++ b/skills/ms-ai-engineering/references/azure-ai-services/ai-services-vs-foundry-tools-selection.md
@ -1,6 +1,6 @@
 # Azure AI Services vs Foundry Tools - Platform Selection Guide

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Azure AI Services (Foundry Tools)
 **Type:** reference
--- a/skills/ms-ai-engineering/references/azure-ai-services/azure-ai-vision-image-analysis.md
+++ b/skills/ms-ai-engineering/references/azure-ai-services/azure-ai-vision-image-analysis.md
@ -1,6 +1,6 @@
 # Azure AI Vision - Image Analysis and Tagging

-**Last updated:** 2026-04 | Verified: MCP 2026-04
+**Last updated:** 2026-04
 **Status:** GA (Generally Available)
 **Category:** Azure AI Services (Foundry Tools)
 **Type:** reference
--- a/skills/ms-ai-engineering/references/azure-ai-services/azure-ai-vision-ocr-processing.md
+++ b/skills/ms-ai-engineering/references/azure-ai-services/azure-ai-vision-ocr-processing.md
@ -1,6 +1,6 @@
 # Azure AI Vision - OCR and Document Processing

-**Last updated:** 2026-04 | Verified: MCP 2026-04
+**Last updated:** 2026-04
 **Status:** GA
 **Type:** reference
 **Source:** https://learn.microsoft.com/python/api/overview/azure/ai-vision-imageanalysis-readme
--- a/skills/ms-ai-engineering/references/azure-ai-services/content-understanding-multimodal-analysis.md
+++ b/skills/ms-ai-engineering/references/azure-ai-services/content-understanding-multimodal-analysis.md
@ -1,6 +1,6 @@
 # Content Understanding - Multimodal Analysis and Video Intelligence

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** Preview (GA for core features, Limited Access for face description)
 **Category:** Azure AI Services (Foundry Tools)
 **Type:** reference
--- a/skills/ms-ai-engineering/references/azure-ai-services/document-intelligence-prebuilt-models.md
+++ b/skills/ms-ai-engineering/references/azure-ai-services/document-intelligence-prebuilt-models.md
@ -1,6 +1,6 @@
 # Document Intelligence - Prebuilt Models for Forms and Invoices

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Type:** reference
 **Source:** https://learn.microsoft.com/azure/ai-services/document-intelligence/model-overview
--- a/skills/ms-ai-engineering/references/azure-ai-services/language-services-custom-text-classification.md
+++ b/skills/ms-ai-engineering/references/azure-ai-services/language-services-custom-text-classification.md
@ -1,6 +1,6 @@
 # Language Services - Custom Text Classification and NER

-**Last updated:** 2026-04 | Verified: MCP 2026-04
+**Last updated:** 2026-04
 **Status:** GA — avvikles 31. mars 2029
 **Type:** reference
 **Source:** https://learn.microsoft.com/azure/ai-services/language-service/custom-text-classification/overview
--- a/skills/ms-ai-engineering/references/azure-ai-services/language-services-question-answering.md
+++ b/skills/ms-ai-engineering/references/azure-ai-services/language-services-question-answering.md
@ -1,6 +1,6 @@
 # Language Services - Question Answering and Knowledge Mining

-**Last updated:** 2026-04 | Verified: MCP 2026-04
+**Last updated:** 2026-04
 **Status:** GA — avvikles 31. mars 2029
 **Type:** reference
 **Source:** https://learn.microsoft.com/azure/ai-services/language-service/question-answering/overview
--- a/skills/ms-ai-engineering/references/azure-ai-services/language-services-text-analytics.md
+++ b/skills/ms-ai-engineering/references/azure-ai-services/language-services-text-analytics.md
@ -1,6 +1,6 @@
 # Language Services - Text Analytics for Sentiment and Key Phrases

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA (deler avvikles 2029-03-31)
 **Type:** reference
 **Source:** https://learn.microsoft.com/azure/ai-services/language-service/personally-identifiable-information/overview
--- a/skills/ms-ai-engineering/references/azure-ai-services/speech-services-speech-to-text.md
+++ b/skills/ms-ai-engineering/references/azure-ai-services/speech-services-speech-to-text.md
@ -1,6 +1,6 @@
 # Speech Services - Speech-to-Text and Real-time Transcription

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Azure AI Services (Foundry Tools)
 **Type:** reference
--- a/skills/ms-ai-engineering/references/azure-ai-services/speech-services-text-to-speech.md
+++ b/skills/ms-ai-engineering/references/azure-ai-services/speech-services-text-to-speech.md
@ -1,6 +1,6 @@
 # Speech Services - Text-to-Speech and Neural Voices

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Type:** reference
 **Source:** https://learn.microsoft.com/azure/ai-services/speech-service/personal-voice-overview
--- a/skills/ms-ai-engineering/references/azure-ai-services/translator-document-translation.md
+++ b/skills/ms-ai-engineering/references/azure-ai-services/translator-document-translation.md
@ -1,6 +1,6 @@
 # Translator Service - Document Translation and Multi-language Support

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA (General Availability) + Preview features
 **Category:** Azure AI Services (Foundry Tools)
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/agentic-rag-patterns.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/agentic-rag-patterns.md
@ -1,6 +1,6 @@
 # Agentic RAG Patterns — Agent-styrt retrieval

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Type:** reference
 **Source:** https://learn.microsoft.com/azure/search/agentic-retrieval-overview
 **Status:** GA (Semantic Kernel); Azure AI Search agentic retrieval **delvis GA via REST `2026-04-01`** (verifisert 2026-06-19) — GA-overflaten returnerer ekstraktiv grounding-data (`activity` + `references`), ikke syntetiserte svar, med GA-kildetypene `searchIndex`/`azureBlob`/`indexedOneLake`/`web`. **Answer synthesis, ikke-minimal reasoning effort (LLM query planning på low/medium) og multi-turn messages forblir preview (`2026-05-01-preview`).** Azure- og Foundry-portalen gir kun preview-tilgang til agentic retrieval
--- a/skills/ms-ai-engineering/references/rag-architecture/azure-ai-search-setup.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/azure-ai-search-setup.md
@ -1,6 +1,6 @@
 # Azure AI Search - Configuration and Deployment

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/citation-tracking.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/citation-tracking.md
@ -1,6 +1,6 @@
 # Citation Tracking and Source Attribution

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA (classic RAG); agentic retrieval delvis GA via REST `2026-04-01` — grounding-overflaten (`references` + `activity`-log) er GA, mens LLM query planning (ikke-minimal reasoning effort) + answer synthesis + multi-turn messages forblir preview (`2026-05-01-preview`); portal/Foundry preview
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/contextual-retrieval.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/contextual-retrieval.md
@ -1,6 +1,6 @@
 # Contextual Retrieval — Kontekstuell berikelse av chunks

-**Last updated:** 2026-04 | Verified: MCP 2026-04
+**Last updated:** 2026-04
 **Status:** GA (custom skill pattern), Preview (agentic retrieval)
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/graphrag-knowledge-graphs.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/graphrag-knowledge-graphs.md
@ -1,6 +1,6 @@
 # GraphRAG - Knowledge Graphs and Relationship Extraction

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** Preview
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/hierarchical-rag-patterns.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/hierarchical-rag-patterns.md
@ -1,6 +1,6 @@
 # Hierarchical RAG Patterns — Multi-nivå retrieval

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA (index projections), Preview (agentic retrieval)
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/hybrid-search-configuration.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/hybrid-search-configuration.md
@ -1,6 +1,6 @@
 # Hybrid Search - Full-Text and Vector Combined

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/metadata-management-filtering.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/metadata-management-filtering.md
@ -1,6 +1,6 @@
 # Metadata Management and Filtered Search

-**Last updated:** 2026-04 | Verified: MCP 2026-04
+**Last updated:** 2026-04
 **Status:** GA
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/multi-index-federation.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/multi-index-federation.md
@ -1,6 +1,6 @@
 # Multi-Index Federation and Cross-Search

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA (single-index), Not supported (native cross-index)
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/multimodal-rag.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/multimodal-rag.md
@ -1,6 +1,6 @@
 # Multimodal RAG — Bilder, tabeller og dokumenter i RAG

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA (Document Intelligence, Content Understanding), Preview (multimodal embeddings)
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/rag-caching-optimization.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/rag-caching-optimization.md
@ -1,6 +1,6 @@
 # RAG Caching and Performance Optimization

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/rag-context-windows.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/rag-context-windows.md
@ -1,6 +1,6 @@
 # RAG Context Windows and Long-Context Models

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/rag-core-patterns.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/rag-core-patterns.md
@ -1,6 +1,6 @@
 # RAG Core Patterns and Architecture

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/rag-document-preprocessing.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/rag-document-preprocessing.md
@ -1,6 +1,6 @@
 # Document Preprocessing and Pipeline Automation

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/rag-hallucination-mitigation.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/rag-hallucination-mitigation.md
@ -1,6 +1,6 @@
 # RAG Hallucination Mitigation Strategies

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06
+**Last updated:** 2026-06-24
 **Status:** GA (groundedness-deteksjon, RAG-mønstre) · Preview (groundedness correction/mitigating-feature, api-version 2024-09-15-preview)
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/rag-iterative-refinement.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/rag-iterative-refinement.md
@ -1,6 +1,6 @@
 # Iterative RAG and Multi-Turn Refinement

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/rag-query-understanding.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/rag-query-understanding.md
@ -1,6 +1,6 @@
 # Query Understanding and Expansion

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/rag-security-rbac.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/rag-security-rbac.md
@ -1,6 +1,6 @@
 # RAG Security - RBAC, Filtering, and Access Control

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** Preview (native ACL/RBAC), GA (security filters)
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/semantic-ranker-reranking.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/semantic-ranker-reranking.md
@ -1,6 +1,6 @@
 # Semantic Ranker and Reranking Models

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA (core), Preview (query rewrite, prerelease models)
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-engineering/references/rag-architecture/vector-indexing-techniques.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/vector-indexing-techniques.md
@ -1,6 +1,6 @@
 # Vector Indexing - Techniques and Configuration

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA (Hybrid search), Preview (Scalar quantization)
 **Category:** RAG Architecture & Semantic Search
 **Type:** reference
--- a/skills/ms-ai-governance/references/monitoring-observability/custom-dashboards-ai-operations.md
+++ b/skills/ms-ai-governance/references/monitoring-observability/custom-dashboards-ai-operations.md
@ -1,7 +1,7 @@
 # Custom Dashboards for AI Operations

 **Category:** Monitoring & Observability
-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Brukes av:** Cosmo Skyberg, Microsoft AI Solution Architect
 **Type:** reference
 **Source:** https://learn.microsoft.com/azure/azure-monitor/visualize/workbooks-overview
--- a/skills/ms-ai-governance/references/monitoring-observability/model-performance-drift-detection.md
+++ b/skills/ms-ai-governance/references/monitoring-observability/model-performance-drift-detection.md
@ -1,6 +1,6 @@
 # Model Performance Monitoring and Drift Detection

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06-24
+**Last updated:** 2026-06-24
 **Status:** GA
 **Category:** Monitoring & Observability
 **Type:** reference
--- a/skills/ms-ai-governance/references/monitoring-observability/response-quality-metrics-rag.md
+++ b/skills/ms-ai-governance/references/monitoring-observability/response-quality-metrics-rag.md
@ -1,6 +1,6 @@
 # Response Quality Metrics and Evaluation for RAG Systems

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06-24
+**Last updated:** 2026-06-24
 **Status:** GA
 **Category:** Monitoring & Observability
 **Type:** reference
--- a/skills/ms-ai-governance/references/norwegian-public-sector-governance/copyright-ai-training-data-norway.md
+++ b/skills/ms-ai-governance/references/norwegian-public-sector-governance/copyright-ai-training-data-norway.md
@ -1,6 +1,6 @@
 # Opphavsrett og AI-treningsdata i Norge

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06-24
+**Last updated:** 2026-06-24
 **Status:** Under endring - norsk implementering av DSM-direktivet og AI Act pågår
 **Category:** Norwegian Public Sector AI Governance
 **Type:** reference
--- a/skills/ms-ai-governance/references/responsible-ai/bias-detection-mitigation-strategies.md
+++ b/skills/ms-ai-governance/references/responsible-ai/bias-detection-mitigation-strategies.md
@ -1,6 +1,6 @@
 # Bias Detection and Mitigation - Practical Approaches

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06-24
+**Last updated:** 2026-06-24
 **Status:** GA
 **Category:** Responsible AI & Governance
 **Type:** reference
--- a/skills/ms-ai-governance/references/responsible-ai/content-safety-implementation.md
+++ b/skills/ms-ai-governance/references/responsible-ai/content-safety-implementation.md
@ -1,6 +1,6 @@
 # Content Safety and Harm Mitigation - Azure Implementation

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06-24
+**Last updated:** 2026-06-24
 **Status:** GA
 **Category:** Responsible AI & Governance
 **Type:** reference
--- a/skills/ms-ai-governance/references/responsible-ai/responsible-ai-policy-development.md
+++ b/skills/ms-ai-governance/references/responsible-ai/responsible-ai-policy-development.md
@ -1,6 +1,6 @@
 # Responsible AI Policy Development - Creating Organizational Standards

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06-24
+**Last updated:** 2026-06-24
 **Status:** GA
 **Category:** Responsible AI & Governance
 **Type:** reference
--- a/skills/ms-ai-governance/references/responsible-ai/stakeholder-communication-ai-decisions.md
+++ b/skills/ms-ai-governance/references/responsible-ai/stakeholder-communication-ai-decisions.md
@ -1,6 +1,6 @@
 # Stakeholder Communication - Explaining AI Decisions to Non-Technical Audiences

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06-24
+**Last updated:** 2026-06-24
 **Status:** GA
 **Category:** Responsible AI & Governance
 **Type:** reference
--- a/skills/ms-ai-security/references/ai-security-engineering/ai-incident-response-procedures.md
+++ b/skills/ms-ai-security/references/ai-security-engineering/ai-incident-response-procedures.md
@ -1,6 +1,6 @@
 # AI Incident Response and Breach Handling Procedures

-**Last updated:** 2026-05 | Verified: MCP 2026-05
+**Last updated:** 2026-05
 **Status:** Established Practice
 **Category:** AI Security Engineering
 **Type:** reference
--- a/skills/ms-ai-security/references/ai-security-engineering/ai-threat-modeling-stride.md
+++ b/skills/ms-ai-security/references/ai-security-engineering/ai-threat-modeling-stride.md
@ -1,6 +1,6 @@
 # AI Threat Modeling Using STRIDE Framework

-**Last updated:** 2026-05 | Verified: MCP 2026-05
+**Last updated:** 2026-05
 **Status:** Established Practice
 **Category:** AI Security Engineering
 **Type:** reference
--- a/skills/ms-ai-security/references/ai-security-engineering/data-leakage-prevention-ai.md
+++ b/skills/ms-ai-security/references/ai-security-engineering/data-leakage-prevention-ai.md
@ -1,7 +1,7 @@
 # Data Leakage Prevention in AI Contexts

 **Category:** AI Security Engineering
-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Målgruppe:** Enterprise AI architects og security teams
 **Type:** reference
 **Source:** https://learn.microsoft.com/security/benchmark/azure/mcsb-v2-artificial-intelligence-security
--- a/skills/ms-ai-security/references/ai-security-engineering/defender-threat-protection-ai-services.md
+++ b/skills/ms-ai-security/references/ai-security-engineering/defender-threat-protection-ai-services.md
@ -1,6 +1,6 @@
 # Defender for Cloud — AI threat protection

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06-24
+**Last updated:** 2026-06-24
 **Status:** GA (AI applications) · Preview (AI agents, fra 2026-02-02)
 **Category:** AI Security Engineering — Threat Detection & Monitoring
 **Type:** reference
--- a/skills/ms-ai-security/references/ai-security-engineering/entra-agent-id-zero-trust.md
+++ b/skills/ms-ai-security/references/ai-security-engineering/entra-agent-id-zero-trust.md
@ -1,7 +1,7 @@
 # Microsoft Entra Agent ID — Zero Trust for AI-agentidentiteter

 **Category:** AI Security Engineering
-**Last updated:** 2026-06-19 | Verified: MCP 2026-06
+**Last updated:** 2026-06-19
 **Status:** Public Preview, utvidet etter Ignite 2025 (50+ nye/oppdaterte artikler i Entra Agent ID-portføljen; opt-out er midlertidig — vil bli obligatorisk for nye agenter) *(Verified MCP 2026-06)*
 **Målgruppe:** Arkitekter som skal sikre AI-agenter med dedikerte identiteter og Zero Trust-prinsipper
 **Type:** reference
--- a/skills/ms-ai-security/references/ai-security-engineering/output-validation-grounding-verification.md
+++ b/skills/ms-ai-security/references/ai-security-engineering/output-validation-grounding-verification.md
@ -1,6 +1,6 @@
 # Output Validation, Grounding Verification, and Fact-Checking

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06-24
+**Last updated:** 2026-06-24
 **Status:** GA
 **Category:** AI Security Engineering
 **Type:** reference
--- a/skills/ms-ai-security/references/ai-security-engineering/owasp-llm-top10-azure-mitigations.md
+++ b/skills/ms-ai-security/references/ai-security-engineering/owasp-llm-top10-azure-mitigations.md
@ -1,6 +1,6 @@
 # OWASP LLM Top 10 (2025) — Azure-tiltak for LLM04/06/08/09

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06-24
+**Last updated:** 2026-06-24
 **Status:** Referanse (OWASP 2025 + Azure-tiltak)
 **Category:** AI Security Engineering — Threat Modeling & Controls
 **Type:** reference
--- a/skills/ms-ai-security/references/ai-security-engineering/security-copilot-integration.md
+++ b/skills/ms-ai-security/references/ai-security-engineering/security-copilot-integration.md
@ -1,7 +1,7 @@
 # Microsoft Security Copilot — AI-drevet sikkerhetsoperasjonsplattform

 **Category:** AI Security Engineering
-**Last updated:** 2026-06-19 | Verified: MCP 2026-06
+**Last updated:** 2026-06-19
 **Målgruppe:** Sikkerhetsarkitekter og SOC-ledere som vurderer AI-assistert sikkerhetsoperasjon
 **Type:** reference
 **Source:** https://learn.microsoft.com/copilot/security/agents-overview
--- a/skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md
+++ b/skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md
@ -1,6 +1,6 @@
 # Multi-Model Strategy: Cost-Performance Trade-offs

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Cost Optimization & FinOps for AI
 **Type:** reference
--- a/skills/ms-ai-security/references/cost-optimization/observability-cost-reduction.md
+++ b/skills/ms-ai-security/references/cost-optimization/observability-cost-reduction.md
@ -1,6 +1,6 @@
 # Observability and Monitoring Cost Optimization

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Cost Optimization & FinOps for AI
 **Type:** reference
--- a/skills/ms-ai-security/references/performance-scalability/async-processing-patterns.md
+++ b/skills/ms-ai-security/references/performance-scalability/async-processing-patterns.md
@ -1,6 +1,6 @@
 # Asynchronous Processing Patterns

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06
+**Last updated:** 2026-06-24
 **Status:** GA
 **Category:** Performance & Scalability
 **Type:** reference
--- a/skills/ms-ai-security/references/performance-scalability/connection-pooling-patterns.md
+++ b/skills/ms-ai-security/references/performance-scalability/connection-pooling-patterns.md
@ -1,6 +1,6 @@
 # Connection Pooling Patterns

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Performance & Scalability
 **Type:** reference
--- a/skills/ms-ai-security/references/performance-scalability/gpu-compute-sizing.md
+++ b/skills/ms-ai-security/references/performance-scalability/gpu-compute-sizing.md
@ -1,6 +1,6 @@
 # GPU and Compute Sizing for AI

-**Last updated:** 2026-06-24 | Verified: MCP 2026-06
+**Last updated:** 2026-06-24
 **Status:** GA
 **Category:** Performance & Scalability
 **Type:** reference
--- a/skills/ms-ai-security/references/performance-scalability/model-distillation-performance.md
+++ b/skills/ms-ai-security/references/performance-scalability/model-distillation-performance.md
@ -1,6 +1,6 @@
 # Model Distillation for Performance

-**Last updated:** 2026-04 | Verified: MCP 2026-04
+**Last updated:** 2026-04
 **Status:** GA
 **Category:** Performance & Scalability
 **Type:** reference
--- a/skills/ms-ai-security/references/performance-scalability/rate-limit-management.md
+++ b/skills/ms-ai-security/references/performance-scalability/rate-limit-management.md
@ -1,6 +1,6 @@
 # Rate Limit Management

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Performance & Scalability
 **Type:** reference
--- a/skills/ms-ai-security/references/performance-scalability/regional-deployment-latency.md
+++ b/skills/ms-ai-security/references/performance-scalability/regional-deployment-latency.md
@ -1,6 +1,6 @@
 # Regional Deployment for Latency Reduction

-**Last updated:** 2026-06-19 | Verified: MCP 2026-06-19
+**Last updated:** 2026-06-19
 **Status:** GA
 **Category:** Performance & Scalability
 **Type:** reference