~/talk

Full Stack Web Development with AI

slides:none on file

Condensed demo builds a streaming chatbot with Next.js and the Vercel AI SDK, wiring a POST API route to stream tokens to a front-end useCompletion/useChat hook and get a working prototype in 2–3 minutes. Covers swapping providers by installing provider packages, explains model limits (Gemini 2.0 Oflash: 1,000,000 input tokens, 8,192 output), temperature/top_p and token math (~100 tokens ≈ 60–80 words), and enables live lookups via function calling. Ends with Cloudinary image work: generative fill, object removal, recolor and background removal.

AI-written summary · about

  1. 0:00Introduction to AI talk
  2. 1:06What is a large language model
  3. 5:17Hallucinations in LLMs
  4. 7:22Next.js AI SDK overview
  5. 9:10Building a chatbot with Next.js
  6. 10:53Content generation types
  7. 11:56Model parameters explained
  8. 16:54Structured output with LLMs
  9. 17:58Live information with tool calling
  10. 20:24Switching between AI models
  11. 21:08AI image manipulation demo
  12. 23:10Q&A and resources
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