🤖 Large Language Models

Why I Quit Letting LLMs Schedule Other LLMs – And Built Bernstein Instead

Picture this: three genius AI coders, each brilliant alone, turning your repo into a warzone together. One dev's fix? Bernstein, a no-LLM scheduler that actually works.

theAIcatchup Apr 08, 2026 3 min read
Diagram of Bernstein pipeline: decompose, spawn agents in worktrees, verify, merge to main

⚡ Key Takeaways

  • Ditch LLM schedulers: Use deterministic Python like Bernstein for agent coordination – faster, cheaper, reliable. 𝕏
  • Git worktrees + janitor verification = conflict-free parallel coding agents. 𝕏
  • Contextual bandit routes models optimally, cutting costs 23% by task type. 𝕏
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theAIcatchup

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#AI Coding Agents #LLM agents #bernstein-orchestrator #llm-scheduling #multi-agent AI

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Originally reported by Dev.to

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