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Meet Sparkles, a cupcake-ordering agent built with Microsoft Foundry and Microsoft Agent Framework. Follow the full development cycle: connect to a deployed model, load the shop’s persona and welcome banner from MCP prompts, call live Cupcake Store tools, inspect execution traces, and evaluate the resulting conversations.
0:00 – The Agent Production Problem
0:36 – Choosing From a Wide Array of Models
0:56 – Building an Agent in the Portal
1:09 – Building in Code: Agent Framework & SDK
1:41 – Tracing Tokens, Cost, and Latency
2:29 – Evaluating Agent Quality
3:02 – Monitoring Agents at Scale
3:22 – Governance, Security, and Guardrails
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