# Orchestrating agents, APIs, and MCP servers Page: https://stenobird.com/podcast/practical-ai/orchestrating-agents-apis-and-mcp-servers Text version: https://stenobird.com/podcast/practical-ai/orchestrating-agents-apis-and-mcp-servers.md Podcast: [Practical AI](https://stenobird.com/podcast/practical-ai) Published: 2025-04-14T12:53:31+00:00 Episode link: https://share.transistor.fm/s/657d28be Audio file: https://pscrb.fm/rss/p/dts.podtrac.com/redirect.mp3/media.transistor.fm/657d28be/0b5d4eee.mp3 Processing state: failed JSON: https://stenobird.com/v1/public/podcasts/practical-ai/episodes/orchestrating-agents-apis-and-mcp-servers Duration seconds: 2572 ## Resource In this episode, Daniel sits down with Pavel Veller, EPAM’s Chief Technologist, to explore the practical challenges of orchestrating many AI agents and managing connections to disparate systems/tools. Pavel shares insights from his hands-on work with agentic architectures and internal tools like "DIAL". Pavel also helps us understand things like MCP servers and why connecting assistants via APIs is easy—but making them useful is hard. Featuring: Pavel Veller – LinkedIn , X Daniel Whitenack – Website , GitHub , X Links: EPAM DIAL SWE-bench results ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/practical-ai/episodes/orchestrating-agents-apis-and-mcp-servers/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/practical-ai/orchestrating-agents-apis-and-mcp-servers.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.