~/talk

Best AI Tools for Web Developers / How to Use AI in Web Development

slides:none on file

Claim: front end developers can be “AI engineers” without ML math and can ship solutions today. Shows RAG + vector store retrieval using embeddings (1,536-dim chunks, up to ~3,000-D space) and a vector DB with 1,083 movies to produce similarity search that outperforms keyword lookup. Uses ChatGPT/GPT, CoPilot, Cody, LangFlow, Astra, AMA and local small models, notes surprising limits (knowledge cutoff, finite context ~2,000,000 tokens) and demos generative UI and trailer playback which mostly works with occasional demo failures.

AI-written summary · about

  1. 0:00Introduction to AI engineering
  2. 2:40Defining the AI engineer role
  3. 7:47Types of AI explained
  4. 11:41Common challenges in generative AI
  5. 14:26Implementing RAG for better UX
  6. 29:43Generative UI and the future
  7. 33:53Agentic workflows and conclusion
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