1---2name: microsoft-foundry-classic3description: Expert knowledge for Microsoft Foundry Classic (aka Azure AI Foundry classic) development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when configuring Foundry Agents/Models, RAG indexes, Azure OpenAI routing, PTU quotas, or hub deployments, and other Microsoft Foundry Classic related development tasks. Not for Microsoft Foundry (use microsoft-foundry), Microsoft Foundry Local (use microsoft-foundry-local), Content Safety in Foundry Control Plane (use azure-content-safety), Azure Speech in Foundry Tools (use azure-speech).4---5# Microsoft Foundry Classic Skill
6
7This skill provides expert guidance for Microsoft Foundry Classic. Covers troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. It combines local quick-reference content with remote documentation fetching capabilities.
8
9## How to Use This Skill
10
11> **IMPORTANT for Agent**: Use the **Category Index** below to locate relevant sections. For categories with line ranges (e.g., `L35-L120`), use `read_file` with the specified lines. For categories with file links (e.g., `[security.md](security.md)`), use `read_file` on the linked reference file
12
13> **IMPORTANT for Agent**: If `metadata.generated_at` is more than 3 months old, suggest the user pull the latest version from the repository. If `mcp_microsoftdocs` tools are not available, suggest the user install it: [Installation Guide](https://github.com/MicrosoftDocs/mcp/blob/main/README.md)
14
15This skill requires **network access** to fetch documentation content:
16- **Preferred**: Use `mcp_microsoftdocs:microsoft_docs_fetch` with query string `from=learn-agent-skill`. Returns Markdown.
17- **Fallback**: Use `fetch_webpage` with query string `from=learn-agent-skill&accept=text/markdown`. Returns Markdown.
18
19## Category Index
20
21| Category | Lines | Description |
22|----------|-------|-------------|
23| Troubleshooting | L37-L46 | Diagnosing and fixing Foundry classic issues: prompt flow compute, deployments/monitoring, private endpoints, Azure OpenAI (incl. fine-tuning), risks & safety alerts, and known portal bugs. |
24| Best Practices | L47-L61 | Guidance on designing system/safety messages, managing tokens, latency, throughput, fine-tuning (incl. vision), On Your Data, and evaluating/operating Foundry chat apps. |
25| Decision Making | L62-L89 | Choosing models, regions, deployment types, billing, and PTU sizing, plus planning migrations (GitHub Models, Prompt Flow, hubs, APIs) and managing Foundry/Azure OpenAI model lifecycles. |
26| Architecture & Design Patterns | L90-L97 | Designing multi-agent architectures, configuring Foundry Agent Service for resilience, and understanding model router behavior, failover, and disaster recovery strategies. |
27| Limits & Quotas | L98-L113 | Quotas, rate limits, and regions for Foundry Agents, Models, Azure OpenAI (incl. batch, dynamic quota, provisioned throughput), plus how to manage, request, and increase these limits. |
28| Security | L114-L158 | Securing Foundry and Azure OpenAI: RBAC/Entra auth, keys, networks, Private Link, Azure Policy guardrails, content/PII filters, data privacy, and secure hub/project/model configuration. |
29| Configuration | L159-L212 | Configuring and monitoring Foundry classic/Agents/Models: hosts, compute, networking, storage, evaluators, RAG/vector indexes, Azure OpenAI, tracing, quotas, and continuous quality/usage monitoring. |
30| Integrations & Coding Patterns | L213-L318 | Patterns and code for integrating Foundry/ Azure OpenAI agents and models with tools, data sources, and runtimes (Search, Functions, MCP, SharePoint, LangChain, RAG, audio/image, fine-tuning). |
31| Deployment | L319-L339 | Planning and implementing Foundry model and hub deployments: regions, compute types, Bicep/Terraform/CLI, serverless APIs, CI/CD evaluations, fine-tuning, and feature availability by region. |
32
33### Troubleshooting
34| Topic | URL |
35|-------|-----|
36| Troubleshoot Prompt Flow compute session issues in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-troubleshoot |
37| Troubleshoot Foundry deployments and monitoring issues | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/troubleshoot-deploy-and-monitor |
38| Troubleshoot Foundry private endpoint connection errors | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/troubleshoot-secure-connection-project |
39| Troubleshoot Azure OpenAI fine-tuning in Foundry classic | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-troubleshoot |
40| Monitor and troubleshoot Risks & Safety in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/risks-safety-monitor |
41| Resolve known issues in Microsoft Foundry classic portal | https://learn.microsoft.com/en-us/azure/foundry-classic/reference/foundry-known-issues |
42
43### Best Practices
44| Topic | URL |
45|-------|-----|
46| Design effective system messages for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/advanced-prompt-engineering |
47| Apply safety system message templates in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/safety-system-message-templates |
48| Author safety system messages for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/system-message |
49| Manage chat completions and token budgets in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/chatgpt |
50| Apply safety evaluation when fine-tuning Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-safety-evaluation |
51| Fine-tune GPT-4 vision models with image data | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-vision |
52| Optimize Azure OpenAI latency and throughput in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/latency |
53| Apply best practices for Azure OpenAI On Your Data | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/on-your-data-best-practices |
54| Optimize Azure OpenAI predicted outputs for latency | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/predicted-outputs |
55| Operate Foundry provisioned throughput in production | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/provisioned-get-started |
56| Evaluate and improve Foundry-based chat apps with SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/tutorials/copilot-sdk-evaluate |
57
58### Decision Making
59| Topic | URL |
60|-------|-----|
61| Select Azure OpenAI models and regions for Foundry Agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/model-region-support |
62| Decide when and how to fine-tune models in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/fine-tuning-overview |
63| Compare Foundry models using benchmarks and leaderboards | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-benchmarks |
64| Manage lifecycle of managed compute Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-retirement-managed-compute |
65| Choose the right Azure resource type for Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/resource-types |
66| Choose Microsoft Foundry model deployment types | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/deployment-types |
67| Select Azure-sold Foundry models by capability and region | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/models-sold-directly-by-azure |
68| Choose between GPT-5 and GPT-4.1 in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/model-choice-guide |
69| Migrate applications from GitHub Models to Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/quickstart-github-models |
70| Compare models with Foundry leaderboards | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/benchmark-model-in-catalog |
71| Plan and manage costs for Microsoft Foundry hubs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/costs-plan-manage |
72| Choose and configure Microsoft Foundry SDK endpoints | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/sdk-overview |
73| Migrate from hub-based to new Foundry projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/migrate-project |
74| Decide and plan migration from Prompt Flow to Agent Framework | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-migration-overview |
75| Select Foundry models for Azure Government deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/azure-government |
76| Choose content streaming and filtering modes in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-streaming |
77| Plan migrations using Foundry model retirement schedule | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/model-retirement-schedule |
78| Plan around Foundry model lifecycle and support | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/model-retirements |
79| Evaluate 2024 Azure OpenAI provisioned throughput updates | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/provisioned-migration |
80| Choose billing options for Foundry PTU deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/provisioned-throughput-billing |
81| Plan using your data with Azure OpenAI deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/use-your-data |
82| Size provisioned throughput units for Foundry workloads | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/provisioned-throughput-sizing |
83| Migrate from preview to GA Realtime API protocol | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-preview-api-migration-guide |
84| Decide migration path from stored completions to Responses API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/stored-completions-retirement |
85
86### Architecture & Design Patterns
87| Topic | URL |
88|-------|-----|
89| Design multi-agent systems with Foundry connected agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/connected-agents |
90| Plan disaster recovery for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/agent-service-disaster-recovery |
91| Recover Foundry Agent Service from resource and data loss | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/agent-service-operator-disaster-recovery |
92| Recover Foundry Agent Service from platform outages | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/agent-service-platform-disaster-recovery |
93
94### Limits & Quotas
95| Topic | URL |
96|-------|-----|
97| Review quotas and limits for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/quotas-limits |
98| Evaluate Foundry classic rate limits and region support | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-regions-limits-virtual-network |
99| Compare Claude model capabilities, quotas, and regions in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/claude-models |
100| Reference quotas and limits for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/quotas-limits |
101| Manage and request quotas for Microsoft Foundry hub resources | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-quota |
102| Manage and increase model deployment quotas in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/quota |
103| Understand Foundry provisioned throughput limits and quotas | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/provisioned-throughput |
104| Use Azure OpenAI global batch processing quotas | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/batch |
105| Use dynamic quota for Azure OpenAI deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/dynamic-quota |
106| Manage Azure OpenAI quota and rate limits in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/quota |
107| Use reinforcement fine-tuning with Azure OpenAI reasoning models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reinforcement-fine-tuning |
108| Azure OpenAI quotas and limits in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/quotas-limits |
109
110### Security
111| Topic | URL |
112|-------|-----|
113| Configure Browser Automation tool securely for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/browser-automation |
114| Securely use Foundry Computer Use tool with agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/computer-use |
115| Secure access to Microsoft Foundry with Entra ID and RBAC | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/authentication-authorization-foundry |
116| Configure customer-managed keys for Microsoft Foundry (classic) | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/encryption-keys-portal |
117| Configure customer-managed keys for Foundry hub projects | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/hub-encryption-keys-portal |
118| Configure RBAC for Microsoft Foundry hubs and projects | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/hub-rbac-foundry |
119| Configure guardrails for Azure-sold Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-catalog-content-safety |
120| Configure RBAC roles for Microsoft Foundry projects | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/rbac-foundry |
121| Understand vulnerability management for Microsoft Foundry images | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/vulnerability-management |
122| Use default safety policies for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/default-safety-policies |
123| Configure and manage Foundry content filters securely | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-content-filters |
124| Create custom Azure Policies to restrict Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-deployment-policies |
125| Configure Microsoft Entra ID keyless auth for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-entra-id |
126| Allow Foundry managed networks to access on-premises resources | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/access-on-premises-resources |
127| Apply Azure Policy to govern Foundry hubs and projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/azure-policy |
128| Control Foundry model deployments with Azure Policy | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/built-in-policy-model-deployment |
129| Understand data handling and privacy in Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/concept-data-privacy |
130| Configure managed network isolation for Foundry hubs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/configure-managed-network |
131| Configure private link for secure Foundry projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/configure-private-link |
132| Create and manage a Microsoft Foundry hub securely | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-azure-ai-resource |
133| Create a secure Microsoft Foundry hub with managed VNet | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-secure-ai-hub |
134| Disable shared key access to Foundry hub storage | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/disable-local-auth |
135| Configure storage accounts and access for Foundry evaluations | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/evaluations-storage-account |
136| Configure Private Link for Microsoft Foundry hubs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-configure-private-link |
137| Configure managed virtual network for Foundry projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/managed-virtual-network |
138| Use Azure Policy to govern Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/model-deployment-policy |
139| Secure configuration for Foundry playground chat on your data | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/secure-data-playground |
140| Set up Azure Key Vault connection for Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/set-up-key-vault-connection |
141| Use Content Credentials for Azure OpenAI images | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-credentials |
142| Configure and use PII filtering in Foundry OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-personal-information |
143| Understand default Guardrail safety policies in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/default-safety-policies |
144| Configure and manage Foundry classic content filters | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/content-filters |
145| Configure Entra ID auth for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/managed-identity |
146| Secure Azure OpenAI with virtual networks and private endpoints | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/network |
147| Add Azure OpenAI to a network security perimeter | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/network-security-perimeter |
148| Apply Azure RBAC roles to Azure OpenAI resources | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/role-based-access-control |
149| Configure custom block lists for Azure OpenAI content filtering | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/use-blocklists |
150| Configure data privacy and security for Claude in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/claude-models/data-privacy |
151| Apply copyright commitment mitigations for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/openai/customer-copyright-commitment |
152| Understand data privacy and security for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/openai/data-privacy |
153| Apply limited access policy for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/openai/limited-access |
154
155### Configuration
156| Topic | URL |
157|-------|-----|
158| Configure and manage Foundry classic capability hosts | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/capability-hosts |
159| Configure standard agent resources for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/standard-agent-setup |
160| Monitor Foundry Agent Service with Azure Monitor and KQL | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/metrics |
161| Connect and configure your own Azure resources for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/use-your-own-resources |
162| Configure private networking for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/virtual-networks |
163| Reference monitoring data for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/reference/monitor-service |
164| Configure and use built-in Foundry evaluators | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/built-in-evaluators |
165| Configure agent evaluators for Azure AI agents | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/agent-evaluators |
166| Use Azure OpenAI graders for model evaluation | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/azure-openai-graders |
167| Create and configure custom evaluators in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/custom-evaluators |
168| Configure general-purpose evaluators for generative AI | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/general-purpose-evaluators |
169| Configure RAG evaluators for relevance and groundedness | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/rag-evaluators |
170| Configure risk and safety evaluators in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/risk-safety-evaluators |
171| Use textual similarity evaluators in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/textual-similarity-evaluators |
172| Configure and use endpoints for Microsoft Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/endpoints |
173| Configure Foundry Models connections in AI projects | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-project-connection |
174| Configure Azure Monitor for Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/monitor-models |
175| Upgrade AI project to use Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/quickstart-ai-project |
176| Select SDKs and languages for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/supported-languages |
177| Configure Microsoft Foundry classic with your own Azure Storage | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/bring-your-own-azure-storage-foundry |
178| Configure customer-managed storage for Foundry Speech/Language | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/bring-your-own-azure-storage-speech-language-services |
179| Set up continuous evaluation for AI agents in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/continuous-evaluation-agents |
180| Configure and manage Foundry compute instances | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-manage-compute |
181| Configure and manage prompt flow compute sessions in Foundry classic | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-manage-compute-session |
182| Provision Microsoft Foundry (classic) with Terraform | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-resource-terraform |
183| Add and manage data in Foundry hub-based projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/data-add |
184| Configure cross-project access to serverless model APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/deploy-models-serverless-connect |
185| Create a Foundry hub via Azure ML SDK and CLI | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/create-hub-project-sdk |
186| Configure tools and SDKs for Foundry classic development | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/install-cli-sdk |
187| Generate synthetic and simulated data for Foundry evaluation | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/simulator-interaction-data |
188| Trace and observe Foundry agents with OpenTelemetry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/trace-agents-sdk |
189| Enable tracing and feedback for prompt flow deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/trace-production-sdk |
190| Hide Foundry preview features using Azure tags | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/disable-preview-features |
191| Create and use vector indexes for RAG in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/index-add |
192| Configure continuous monitoring for Foundry AI applications | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/monitor-applications |
193| Monitor quality and token usage for prompt flow apps | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/monitor-quality-safety |
194| Configure and use Azure OpenAI v1 API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/api-version-lifecycle |
195| Enable and interpret Prompt Shields in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-prompt-shields |
196| Automate Azure OpenAI deployments and TPM quota | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/automate-quota-deployments |
197| Configure Azure Blob Storage for OpenAI Batch | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/batch-blob-storage |
198| Configure and run Azure OpenAI model evaluations | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/evaluations |
199| Configure file search and vector stores in Foundry classic | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/file-search |
200| Apply direct preference optimization to Azure OpenAI models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-direct-preference-optimization |
201| Configure monitoring and logging for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/monitor-openai |
202| Configure network and access for On Your Data | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/on-your-data-configuration |
203| Configure prompt caching for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/prompt-caching |
204| Configure reproducible output for Azure OpenAI chats | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reproducible-output |
205| Configure spillover traffic for Foundry provisioned deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/spillover-traffic-management |
206| Configure stored completions and distillation in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/stored-completions |
207| Reference Azure OpenAI monitoring metrics and logs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/monitor-openai-reference |
208
209### Integrations & Coding Patterns
210| Topic | URL |
211|-------|-----|
212| Connect Foundry agents to existing Azure AI Search indexes | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/azure-ai-search |
213| Integrate Azure AI Search with Foundry classic agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/azure-ai-search-samples |
214| Integrate Azure Functions as tools with Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/azure-functions |
215| Use Azure Functions and Storage Queues with Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/azure-functions-samples |
216| Use Bing Search grounding tool with code samples | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-code-samples |
217| Configure Custom Bing Search grounding for agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-custom-search |
218| Use Bing Custom Search grounding in Foundry classic agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-custom-search-samples |
219| Ground Foundry agents with Bing Search results | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-grounding |
220| Automate website tasks with Foundry Browser Automation tool | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/browser-automation-samples |
221| Run Python code with Foundry Code Interpreter tool | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/code-interpreter |
222| Use Computer Use tool with Azure AI Projects SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/computer-use-samples |
223| Configure deprecated Deep Research tool for agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/deep-research |
224| Maintain classic deep research tool in Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/deep-research-samples |
225| Integrate Foundry classic agents with Microsoft Fabric data | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/fabric |
226| Configure and use Foundry file search tool | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/file-search |
227| Upload files to Foundry file search from code | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/file-search-upload-files |
228| Implement function calling with Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/function-calling |
229| Connect Foundry agents to external MCP servers | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/model-context-protocol |
230| MCP server integration code samples for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/model-context-protocol-samples |
231| Configure OpenAPI tools and auth for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/openapi-spec |
232| Use OpenAPI-based tools with Foundry agents in code | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/openapi-spec-samples |
233| Use SharePoint content as a tool in Foundry classic agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/sharepoint |
234| Use SharePoint grounding tool with Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/sharepoint-samples |
235| Trigger Foundry classic agents from Azure Logic Apps events | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/triggers |
236| Serverless API inference examples for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/models-inference-examples |
237| Call Foundry Responses API for text generation | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/generate-responses |
238| Deploy and call Claude models in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-foundry-models-claude |
239| Deploy and invoke FLUX image models in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-foundry-models-flux |
240| Implement structured outputs with Foundry chat models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-structured-outputs |
241| Deploy and call DeepSeek reasoning models in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/tutorials/get-started-deepseek-r1 |
242| Configure project connections in Foundry classic | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/connections-add |
243| Run local evaluations with Azure AI Evaluation SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/evaluate-sdk |
244| Integrate LangChain with Microsoft Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/langchain |
245| Connect LangGraph and LangChain apps to Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/langchain-agents |
246| Use LlamaIndex with Microsoft Foundry deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/llama-index |
247| Run AI Red Teaming Agent in the cloud with Foundry SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/run-ai-red-teaming-cloud |
248| Run AI Red Teaming Agent locally with Azure AI SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/run-scans-ai-red-teaming-agent |
249| Use Semantic Kernel with Foundry model catalog | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/semantic-kernel |
250| View OpenAI SDK traces with OpenTelemetry in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/trace-application |
251| Configure MCP server tools for Foundry agents in VS Code | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/vs-code-agents-mcp |
252| Deploy and use CXRReportGen healthcare AI model | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/healthcare-ai/deploy-cxrreportgen |
253| Deploy and invoke MedImageInsight embeddings model | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/healthcare-ai/deploy-medimageinsight |
254| Use MedImageParse medical image segmentation models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/healthcare-ai/deploy-medimageparse |
255| Rebuild Prompt Flow workflows using Agent Framework | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/how-to-migrate-prompt-flow-to-agent-framework |
256| Create and manage hub-scoped connections in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-connections-add |
257| Migrate Azure AI Inference SDK apps to OpenAI SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/model-inference-to-openai-migration |
258| Use image-to-text models from Foundry catalog | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/use-image-models |
259| Get started with Azure OpenAI audio generation | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/audio-completions-quickstart |
260| Interpret Guardrail annotations for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-annotations |
261| Format prompts with document embeddings for Guardrails in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-document-embedding |
262| Use groundedness detection for RAG in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-groundedness |
263| Apply protected material detection to LLM outputs in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-protected-material |
264| Create Azure OpenAI Assistants with tools in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/assistant |
265| Implement Assistants function calling in Foundry classic | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/assistant-functions |
266| Trigger Azure Logic Apps from Foundry Assistants | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/assistants-logic-apps |
267| Run code with Azure OpenAI Assistants Code Interpreter | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/code-interpreter |
268| Implement Computer Use agents in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/computer-use |
269| Use Azure OpenAI image generation and editing APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/dall-e |
270| Run deep research using Azure OpenAI Responses API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/deep-research |
271| Migrate from Azure.AI.OpenAI .NET 1.x beta to 2.x | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/dotnet-migration |
272| Generate embeddings with Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/embeddings |
273| Test fine-tuned models using Chat Completions and Evaluations | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tune-test |
274| Fine-tune Foundry models via Python, REST, or portal | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning |
275| Fine-tune Azure OpenAI function calling in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-functions |
276| Implement function calling with Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/function-calling |
277| Use Azure OpenAI vision-enabled chat models via API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/gpt-with-vision |
278| Configure Azure OpenAI JSON mode responses | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/json-mode |
279| Migrate Azure OpenAI apps to OpenAI Python v1.x | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/migration |
280| Migrate Azure OpenAI apps to OpenAI JavaScript v4 | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/migration-javascript |
281| Integrate GPT Realtime audio via SIP in Azure | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-sip |
282| Use Azure OpenAI GPT Realtime via WebRTC | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-webrtc |
283| Connect to GPT Realtime audio using WebSockets | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-websockets |
284| Use Azure OpenAI Responses API with Python and REST | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/responses |
285| Use structured outputs with Azure OpenAI models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/structured-outputs |
286| Switch Python code between OpenAI and Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/switching-endpoints |
287| Configure web_search tool with Azure Responses API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/web-search |
288| Configure Azure OpenAI webhooks for API events | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/webhooks |
289| Integrate Azure OpenAI fine-tuning with Weights & Biases | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/weights-and-biases-integration |
290| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |
291| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |
292| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |
293| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |
294| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |
295| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |
296| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |
297| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |
298| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |
299| Use realtime audio events with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/realtime-audio-reference |
300| Implement GA realtime audio events in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/realtime-audio-reference-ga |
301| Call Azure OpenAI image and audio REST APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference |
302| Integrate with Azure OpenAI preview REST APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview |
303| Use Azure OpenAI v1 preview REST APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview-latest |
304| Call Azure OpenAI on Azure Search
305
306…(truncated)
gabrielmoreira