Microsoft Foundry
Microsoft Foundry is an Azure platform grouping models, agents and tools with shared management capabilities. Competence means selecting the appropriate components and configuring project access, networking, observation and evaluation, while recognizing that a unified platform interface does not make its individual services behaviorally or operationally identical.
What it is
Foundry combines model access and agent workflows with tools and a management layer. Official documentation describes role-based access control, networking, policies, tracing and evaluation, with status varying by feature. It is broader than Azure OpenAI model access and distinct from Azure Machine Learning's training-oriented workflows. An agent depends on instructions, a model, connected tools and identities; the management grouping does not specify those choices for an application. The effective system boundary includes every resource the agent can reach and every action its tools can perform.
What the work involves
The practitioner maps an application task to platform components, identifies current feature availability and defines project and resource ownership. They configure identities and permissions, connect only appropriate tools and knowledge sources, and establish traces that explain important actions without unnecessary data exposure. They build representative evaluations and inspect failure or escalation behavior before deployment. Useful work produces a documented system configuration and evidence about the particular model-agent-tool combination, along with operational procedures for updates, usage limits and incident investigation.
Illustrative example
A team builds an assistant that answers inventory questions and can draft replenishment requests. The engineer connects an approved inventory source and a narrowly scoped draft tool, leaving purchase approval with the existing workflow. Traces show which records informed a draft. Evaluation includes missing stock data, unauthorized stores and conflicting item identifiers, checking that the assistant can report uncertainty instead of submitting an unsupported request.
Limits and common mistakes
Platform governance controls are only effective when configured around real access and action boundaries. Observability may reveal a failure without preventing it, and evaluation results do not automatically transfer to another model or tool set. Some features have different availability status. Check permissions, connected resources, trace content and actual agent behavior. Foundry is a platform for constructing and operating systems; its name is not evidence of application safety or successful deployment.
Prerequisites
Related skills
- → is an instance of: Microsoft Azure
- ← is an instance of: Foundry Tools
Sources and further reading
- Microsoft Foundry overview
Documents models, agents, tools and the shared management and governance layer, including feature-status distinctions.
Last updated: 2026-10-10