Produce narrated video demos of web applications automatically. Uses Playwright for browser recording, edge-tts for narration, and ffmpeg for assembly. USE FOR: create demo video, record demo, auto demo, video demo, narrated walkthrough, product demo, screen recording with voiceover, demo producer, make a demo video…
Probes Azure Monitor metric alert rules in a resource-group scope against one of three published baselines (foundrypilot, spokeminimum, production), returning a spec §4.3.1 sibling-skill dict with findingid "SRE-104", observations, remediation hints, confidence, and never raises. USE FOR: threadlight SRE-104…
Audit Azure diagnostic-settings coverage at resource-group scope. For each resource in the RG (optionally filtered by targetresourcetypes — ARM types or snakecase logical kinds like storageaccount), queries Microsoft.Insights/diagnosticSettings and reports whether ANY destination is configured (Log Analytics, Event…
Adopt Azure SRE Agent (Microsoft.App/agents) in GBB engagements without rebuilding what Microsoft already ships. Thin wrapper around the official microsoft/sre-agent toolchain and Azure/sre-agent-plugins marketplace. Adds 3 GBB recipes (Citadel-routed model traffic, Foundry hosted-agent ops, Threadlight pilot…
Diagnose 429 responses from the AI Citadel APIM gateway — identify which rate-limit policy tripped (per-product quota, per-named-value rate-limit-by-key, or backend pool TPM exhaustion).
Diagnose the silent BYOK 401 that Foundry hosted agents emit when "Foundry User" RBAC is assigned at PROJECT scope but missing at the underlying CognitiveServices ACCOUNT scope. Encodes the exact fix command.
Investigate failed Microsoft Foundry hosted-agent deployments — MAF SDK breaking changes, ACR push, ACA rollout, BYOK provisioning, and the azd ai agent extension's known envelope and RBAC quirks.
Multi-tenant Azure CLI and AZD isolation for concurrent terminal sessions. Index-file driven, bare az CLI commands only — no wrapper scripts, no PowerShell modules. Mandatory two-layer guard: per-tenant AZURECONFIGDIR is the foundation, and az account show assertion is the extra gate that verifies tenant +…
Onboard a Foundry project as a spoke into an AI Citadel Governance Hub. Covers Access Contracts, APIM connections, product policies, JWT auth. USE FOR: citadel spoke onboarding, access contract, connect foundry to citadel, APIM connection, bring your own ai gateway, govern agent, citadel JWT auth, citadel product…
AGT 4.1 in-process message-policy and tool-governance middleware for Microsoft Agent Framework (MAF) agents on Foundry. Loads YAML policies (default / PII-deny, inbound message text only) into a PolicyEvaluator; AuditTrailMiddleware and GovernancePolicyMiddleware are always in the canonical policy path.…
Day-2 lifecycle of Microsoft Foundry capability hosts — the operational layer on top of MS Learn's create-only guidance. Covers idempotent create (REST 2025-06-01), inspect/GET, delete, soft-delete + purge of the parent Cognitive Services account (the only op that releases the serviceAssociationLink on the agent…
Cross-resource model invocation in Microsoft Foundry via an Azure APIM AI Gateway, using the connectionName/deploymentName model string. Covers ApiKey and ProjectManagedIdentity (PMI) auth paths, multiple invocation patterns, APIM inbound policy, connection ARM/REST schema, and the metadata-stringification quirk. Read…
Evaluate Foundry hosted agents using the two-phase invoke+score pattern and Foundry built-in evaluators. Covers sequential invocation, cold-start handling, dataset creation, evaluator configuration, RBAC for eval judges, result interpretation, and cross-refs to community evaluator frameworks (foundry-assert) and…
Deploy + manage Foundry hosted agents — container deploy via unified azure.yaml is GA; source-code --deploy-mode code is still preview. MAF 1.14 current, azd ext install microsoft.foundry, implicit agent access (no default role grant). Read the body for patterns, identity, rollout, troubleshooting. USE FOR: deploy…
Build enterprise RAG with Foundry IQ and Azure AI Search Knowledge Bases using agentic retrieval, multi-hop reasoning, query planning, and citation-backed responses. Distinguishes the stable 2026-04-01 programmatic API from preview portal experiences and preview-only knowledge-source integrations. USE FOR: knowledge…
Use Azure AI Foundry Memory Store for persistent agent memory across sessions: user profiles, chat summaries, procedural memory, semantic memory retrieval, hosted-agent memory tool wiring, scope isolation via x-memory-user-id / {{$userId}}, and azure-ai-projects patterns across Python, C#, and TypeScript. USE FOR…
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