~/talk

Getting More Out of LLMs for Ruby Developers Justin Wienckowski, Jake Gribschaw We're all hearing about LLM tools that are changing on a daily, if not hourly, basis

Talkat RailsConf 2025 · 2025-07-08..07-10· [ai-assisted-development]
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Shows concrete workflows: using Cursor + Ruby LSP with the Shopify Ruby extension, avoiding duplicate RuboCop plugins, and troubleshooting via editor logs; building Beacon code review bot that reduces reviewer load and often outperforms off‑the‑shelf tools but fails on cutting‑edge Rails 8 until a RAG of changelogs is added; favors narrow, repeatable LLM calls, a prompt spellbook of reusable prompts, and recording inputs/outputs to replay and compare rather than chasing fine‑tuning every new model.

AI-written summary · about

  1. 0:00AI coding tools for Ruby
  2. 2:10AI agents for Rails value
  3. 3:14Cursor setup for Rails
  4. 6:23Cursor AI agent coding
  5. 8:26Prompt engineering workflows
  6. 10:29Human vs agent programming
  7. 15:55Key takeaways AI coding
  8. 16:39Beacon AI code review bot
  9. 18:04Creating Beacon code review bot
  10. 20:09Guiding LLMs with prompts
  11. 21:34Limits of LLMs with cutting-edge tech
  12. 23:19RAG vs simplicity
  13. 25:04Avoiding overhyped AI
  14. 25:49Preventing AI vendor lock-in
  15. 26:32Testing AI prompts
  16. 27:34Effective AI integration
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