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Unreleased draft for service-native voice-based prompt agents in Microsoft Foundry Agent Service public preview. Uses a standalone Azure AI Projects voice client, not a hosted speech pipeline. USE FOR: Foundry voice agent, kind voice, prompt-voice, managed…
لغة النص الأصلي: الإنجليزية
Tips and patterns for Azure Developer CLI (azd) workflows, ACA job deployment, and infrastructure scripting conventions. USE FOR: azd hooks, postdeploy, postprovision, ACA job deployment, container app job image update, publish_aca, deploy_job, azure.yaml…
لغة النص الأصلي: الإنجليزية
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.
لغة النص الأصلي: الإنجليزية
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…
لغة النص الأصلي: الإنجليزية
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…
لغة النص الأصلي: الإنجليزية
Add vision (gpt-5.4 family), Document Intelligence v4, and Azure Speech (STT/TTS) capabilities to a Foundry hosted agent. Covers tool contracts, Bicep modules, runtime client code, and model selection for vision workloads. USE FOR: vision tool, image…
لغة النص الأصلي: الإنجليزية
Evaluate Foundry agents with agent-target runs or an explicit invoke+score fallback. Covers sequential invocation, cold-start handling, dataset creation, evaluator configuration, RBAC for eval judges, result interpretation, and cross-refs to community…
لغة النص الأصلي: الإنجليزية
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). USE FOR: deploy foundry…
لغة النص الأصلي: الإنجليزية
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…
لغة النص الأصلي: الإنجليزية
Build job-backed MCP servers for Foundry when the control plane must stay responsive and execution belongs in ACA Jobs. USE FOR: MCP Tasks, SEP-2663, ACA Jobs, durable result claims, callbacks, external job orchestration, and shared-image worker handoff. DO…
لغة النص الأصلي: الإنجليزية
Deploy custom MCP servers as Azure Container Apps or Azure Functions for use with Foundry hosted agents. Covers Cosmos DB MCPToolKit, Playwright MCP, custom MCP servers, protocol requirements, ACA configuration, and authentication + hardening (ACA built-in…
لغة النص الأصلي: الإنجليزية
Use when a custom Foundry MCP server needs delegated user authentication, OAuth identity passthrough, audience-correct access tokens, per-user scope authorization, or connection-consent troubleshooting. USE FOR: custom Entra OAuth MCP, Prompt Agent MCP…
لغة النص الأصلي: الإنجليزية
Operational runbook for diagnosing Microsoft Foundry **network-layer** failures after a deploy succeeds — DNS, VNet peering, NSG / Azure Firewall denies, RBAC scope, capability host subnet exhaustion, agent NIC / MI provisioning, project-connection status.…
لغة النص الأصلي: الإنجليزية
End-to-end observability for Azure AI pilots — App Insights + Log Analytics + OpenTelemetry across hosted agents, ACA MCP servers, ACA jobs, bot service, workspace UIs. Closes the silent telemetry gap where `azd up` returns 0 but **zero traces ever reach App…
لغة النص الأصلي: الإنجليزية
Probes Azure RBAC role assignments at a resource-group scope for privilege-escalation risks (Owner, User Access Administrator, RBAC Administrator). Returns a spec §4.3.1 sibling-skill dict with finding_id "IAM-101", observations, remediation hints,…
لغة النص الأصلي: الإنجليزية
Connect a Microsoft Foundry Hosted Agent to Microsoft Teams — generate the bot code, Bicep infrastructure, Teams manifest, and ACA deployment. Uses Azure Bot Service with UAMI auth and the microsoft-agents-* SDK. USE FOR: connect agent to Teams, Teams bot,…
لغة النص الأصلي: الإنجليزية
Deploy Azure AI Foundry with **Agent Setup inside a private VNet** — the `15-private-network-standard-agent-setup` Bicep reference architecture. Supports new/existing VNets, resource reuse (CosmosDB / Storage / AI Search / private DNS zones), hosted-agent…
لغة النص الأصلي: الإنجليزية
Deploy Foundry hosted agents using GitHub Copilot SDK (GHCP) with BYOK authentication and Invocations protocol. Alternative to MAF (Agent + FoundryChatClient + ResponsesHostServer). Use when you need streaming SSE output, progressive skill discovery, or long…
لغة النص الأصلي: الإنجليزية
Create and manage Foundry prompt agents — declarative agents that combine a model, instructions, and tools without containers or custom code. Covers azure-ai-projects SDK (PromptAgentDefinition), tool wiring (web search, code interpreter, file search, MCP,…
لغة النص الأصلي: الإنجليزية
Schedule and dispatch Foundry agent invocations via Routines GA: cron, timer, GitHub issue and supported custom events. Covers the azure-ai-projects 2.4.x `client.beta.routines` lifecycle, azd run history and declarative azure.yaml, Responses/Invocations…
لغة النص الأصلي: الإنجليزية
Centrally store and distribute SKILL.md instructions through the Foundry Skills preview API and consume them with the compatible FoundrySkillsSource adapter. Use native immutable versions, default_version promotion and rollback, pinned downloads, build-time…
لغة النص الأصلي: الإنجليزية
Use Microsoft Foundry Toolbox GA to manage versioned multi-tool bundles behind a single MCP endpoint and connect them to hosted agents. Covers stable AIProjectClient.toolboxes CRUD, SDK models, agent_framework_foundry_hosting.FoundryToolbox, authentication,…
لغة النص الأصلي: الإنجليزية
Execution memory and bounded recovery without planning bureaucracy. USE FOR: long-running or multi-phase work, repeated failed attempts, stalled tools, plan changes, resumption after compaction, child-session coordination, handoffs, stopping rabbit holes,…
لغة النص الأصلي: الإنجليزية
Read-only maintenance doctor for an existing GitHub Copilot App or CLI setup. USE FOR: /copilot-doctor, setup health, broken MCP launchers, runtime and startup diagnosis, stale paths or commands, plugin and skill duplicates, trigger overlap, instruction…
لغة النص الأصلي: الإنجليزية
Design and improve task-centered web experiences: executive HTML reports, analytical comparisons, catalogs, dashboards, interactive tools, documentation, informational sites and navigable HTML presentations. Turn complex content into clear views, useful…
لغة النص الأصلي: الإنجليزية
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 `AZURE_CONFIG_DIR` is the foundation, and `az account…
لغة النص الأصلي: الإنجليزية
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…
لغة النص الأصلي: الإنجليزية
Headless Azure OpenAI PAYGO-vs-PTU cost analysis and sizing report. Wraps the analysis library of aiappsgbb/ptu-paygo-mix (NOT its Streamlit UI). Supports CSV token-usage input and Log Analytics queries via vendored KQL against `AzureMetrics`. Produces a…
لغة النص الأصلي: الإنجليزية
Build Microsoft Agent Framework Python agents with create_harness_agent: plan/execute modes, persistent todos, context compaction, session/file memory, approval UX, recovery, and opt-in file access, skills, background agents, shell, and bounded looping.…
لغة النص الأصلي: الإنجليزية
Bootstrap GitHub Copilot CLI for GBB workflows: 6 recommended MCP servers (mslearn, Azure, Playwright, context7, tavily, mem0), settings.json baseline (model, sessionSync, allowedUrls, trustedFolders), work-iq plugin family for Microsoft staff, autoApprove…
لغة النص الأصلي: الإنجليزية
Use when adopting native Azure AgentOps for one existing agent. USE FOR: AgentOps, agent operations, per-agent operational readiness, Doctor, results.json/evidence.json review, release evidence, baseline decisions, trace-to-regression, workflow analysis, and…
لغة النص الأصلي: الإنجليزية
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…
لغة النص الأصلي: الإنجليزية
Audit Azure backup coverage at resource-group scope. Checks BOTH Recovery Services Vaults (RSV, azure-mgmt-recoveryservices) AND Backup Vaults (DataProtection, azure-mgmt-dataprotection). For each vault found, counts protected items…
لغة النص الأصلي: الإنجليزية
Deploy the **AI Citadel Governance Hub** (Layer 1) — APIM AI Gateway, Microsoft Foundry control plane, telemetry, 4 LLM APIs (Azure OpenAI, OpenAI Realtime, Universal LLM, Unified AI), private endpoints, access contracts. Wraps…
لغة النص الأصلي: الإنجليزية
Continuous Foundry token-cost monitoring, chargeback, budget alerts, and FinOps automation. Joins gen_ai.usage spans emitted by foundry-observability with the Azure Retail Prices API to compute per-agent / per-project / per-tenant cost projection. Wires Cost…
لغة النص الأصلي: الإنجليزية
Probes Azure Monitor metric alert rules in a resource-group scope against one of three published baselines (foundry_pilot, spoke_minimum, production), returning a spec §4.3.1 sibling-skill dict with finding_id "SRE-104", observations, remediation hints,…
لغة النص الأصلي: الإنجليزية
Build real-time voice agents on Azure AI Foundry Voice Live (GA 2026-04-10). Four-rung migration ladder: Azure OpenAI Realtime → Voice Live → Voice Live + Foundry Agent → native azure-ai-voicelive SDK. Covers semantic VAD, AEC, Neural HD voices, agent routing…
لغة النص الأصلي: الإنجليزية
Remove signs of AI-generated writing from prose. Targets 29 patterns from Wikipedia's "Signs of AI writing" (em-dash overuse, rule-of-three, significance inflation, AI vocabulary, copula avoidance, false ranges, sycophantic openers, signposting, filler).…
لغة النص الأصلي: الإنجليزية
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…
لغة النص الأصلي: الإنجليزية
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…
لغة النص الأصلي: الإنجليزية