deploying-scalable-agents Skill
Take a working agent prototype to a scalable, observable production deployment on Microsoft Foundry. Covers deployment patterns (client-hosted, hosted agents, agent workflows), the agent lifecycle, model routing, response caching, evaluation gates, human-in-the-loop approval, observability with OpenTelemetry, cost opti Published by microsoft in ai-agents-for-beginners.
What is deploying-scalable-agents Skill?
Take a working agent prototype to a scalable, observable production deployment on Microsoft Foundry. Covers deployment patterns (client-hosted, hosted agents, agent workflows), the agent lifecycle, model routing, response caching, evaluation gates, human-in-the-loop approval, observability with OpenTelemetry, cost opti Published by microsoft in ai-agents-for-beginners. This profile combines repository metadata with install, compatibility, and usage signals so developers can quickly decide whether it fits their agent workflow before opening the source repository.
Automated repository signals based on public metadata such as recency, license, installation evidence, and adoption. These are not a security audit or endorsement.
Key capabilities
- Includes SKILL.md support
- Reusable instructions support
- Testing
- Deployment
- Testing use cases
- Deployment use cases
Technical details
- Install or run with Copy skill directory
When to use deploying-scalable-agents Skill
- Use it for testing.
- Use it for deployment.
Built with
Editorial notes
Source
- Creator: microsoft
- Repository: microsoft/ai-agents-for-beginners
- Skill file: .agents/skills/deploying-scalable-agents/SKILL.md
What it does
Take a working agent prototype to a scalable, observable production deployment on Microsoft Foundry. Covers deployment patterns (client-hosted, hosted agents, agent workflows), the agent lifecycle, model routing, response caching, evaluation gates, human-in-the-loop approval, observability with OpenTelemetry, cost opti
Skill instructions
Deploying Scalable Agents with Microsoft Foundry Companion skill for Lesson 16 – Deploying Scalable Agents. Use it to help a learner move an agent from prototype to a scalable, observable production deployment. Ground every recommendation in the lesson content and the runnable notebook; do not invent Foundry APIs. Triggers Activate this skill when a learner wants to: - Deploy an agent to Microsoft Foundry as a hosted agent and make it versioned/observable. - Choose between client-hosted, hosted-agent, and agent-workflow deployment patterns. - Add model routing, response caching, or bounded concurrency to control latency and cost. - Add an evaluation gate so a bad agent version cannot ship. - Add a human-in-the-loop approval step for high-risk actions. - Instrument an agent with OpenTelemetry tracing for production observability. - Smoke-test a deployed agent as a fast post-deploy gate. Core mental model A production agent is mostly the operational skeleton around the model (~80%), not
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Frequently asked questions
What is deploying-scalable-agents?
deploying-scalable-agents is a open-source AI agent skill with Copy skill directory. Take a working agent prototype to a scalable, observable production deployment on Microsoft Foundry.
Who is deploying-scalable-agents best for?
deploying-scalable-agents is best for reusing agent instructions, scripts, and references, testing workflows, deployment workflows.
How do I install deploying-scalable-agents?
Install or run deploying-scalable-agents using Copy skill directory. Check deploying-scalable-agents for the latest setup command.
Is deploying-scalable-agents actively maintained?
deploying-scalable-agents may need a closer maintenance check before production use.
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