~/talk

Coding with AI

Talkat PyTorch Conference 2025 · 2025-10-22..10-23· [ai-assisted-development]
github:debnsuma
slides:none on file

Overview of current AI coding tooling, interfaces and measurable claims: compares IDE, CLI, GitHub and web UIs and names Cloud Code, OpenAI Codex, Gemini CLI and Amazon offerings; proposes interruption rate 6–50% as a key metric for autonomy; reports a Rust experiment of 90% acceptance vs Python 40–50% for generated code; tracks task complexity rising from steps per task ~5 → 14 (sometimes 100) and argues lower interruption and clearer specs let agents spin off reliable subagents.

AI-written summary · about

  1. 0:00Coding with AI intro
  2. 2:26AI coding tool interfaces
  3. 4:34Productivity and autonomy
  4. 7:21Measuring AI automation
  5. 10:11Reducing interruptions
  6. 13:23AI coding performance factors
  7. 15:49Language performance in AI
  8. 17:54Optimizing codebase complexity
  9. 19:58Fine-tuning and adaptation
  10. 21:43Workflow shifts with AI
  11. 24:10Error analysis and structure
  12. 25:13AI coding advancements
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