~/talk

Smarter Apps with Ash and GenAI

Talkat Code BEAM America 2025 · 2025-03-06..03-07· [large-language-models]
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Ash resources become a machine-readable API that an LLM can call: a ~500-line Ash mCP server exposes actions as tools (reads, search, create) via OpenAI function calling and the new mCP protocol. Live demo returns exactly three artists, denies create when policy requires admin then succeeds after admin role, and even infers country and album links from cover URLs—unexpectedly smart. Limits include 64-tool suggestion cap, stdio-only mCP today, small context windows and production safety concerns.

AI-written summary · about

  1. 0:00Introduction to the speaker
  2. 1:15The problem Ash solves
  3. 4:08Understanding Ash fundamentals
  4. 8:27LLMs in the future of software
  5. 12:07Tunez app architecture
  6. 14:19Tool usage and Ash AI
  7. 22:23Model Context Protocol
  8. 26:01Implementing MCP in Ash
  9. 27:21Future challenges and goals
  10. 31:34Resources and training
  11. 32:50Q&A session
  12. 35:57CodeBEAM conference details
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