~/talk

AI Apocalypse Survival Kit: coding agents & Tiny Language Models

slides:none on file

A work-in-progress system runs coding agents on local tiny language models (about 4B–9B parameters) using Docker Model Runner and local embeddings to prioritize offline resilience over cloud reliability. It demonstrates concrete limits (e.g., a 4B model took 5m21s to generate a Go “Hello World” when large context and system prompts inflated memory, and a Mac reached ~31 GB and froze), and ships agents that scaffold web apps, create Git issues via Forgero, and execute inside sandboxed microVMs. Practical strategies discussed include dynamic system prompts, RAG packing, trimmed history, and assigning one agent per task; the project is open source on Codeberg as II-apocalypse-survival-Kit.

AI-written summary · about

  1. 0:00Introduction
  2. 6:05Cognitive decline and AI
  3. 11:27Tiny Language Models
  4. 18:19Local coding agents
  5. 25:02Demo: documentalist agent
  6. 29:14Demo: web carpenter agent
  7. 33:49Demo: GitLab DevOps agent
  8. 39:49Demo: Rust agent in sandbox
  9. 44:43Conclusion
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