~/talk

Self-Healing Software Using Autonomous LLM Agents

Talkat Code BEAM Lite Stockholm 2024 · on Monday, 2024-05-13· [ai-assisted-development]
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slides:none on file

Elixir system pairs GPT-4 with gen_server agents that monitor exceptions and CPU spikes, pull source from a context repo, generate and compile fixes via code_eval_string, run generated tests, and apply patches with hot code reloading using code_load_binary. Communication runs over Phoenix PubSub with a summarization agent capturing chatty LLM exchanges and stderr warnings. Demo at SpawnFest fixes recursive and CPU‑hog bugs while 10,000 concurrent jobs run, loop‑retrying LLMS until tests pass and returning a working solution.

AI-written summary · about

  1. 0:00Introduction
  2. 3:13LLMs and coding assistants
  3. 6:21OpenEI agent for Elixir
  4. 8:44Multi-agent self-healing design
  5. 11:15Runtime code fix challenges
  6. 14:07Demo setup with Sasha’s app
  7. 16:33LLM agents architecture
  8. 18:40Live self-healing demo
  9. 23:57Future possibilities and Beam benefits
  10. 24:43Q&A
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