TLDR AI · ENGINEERING & RESEARCH

SELF-EVOLVING AUTORESEARCH WORKFLOW LOOPS

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Summary from the TLDR AI newsletter

Evo ported its autoresearch orchestrator onto Anthropic's June 2 dynamic workflows in Claude Code, moving the six-step round off the model's in-context memory and into deterministic JavaScript that subagents execute with fresh scoped context. The shift solves long-horizon instruction adherence by making the method the code: phases, fan-out width, stopping rules, gates, and CLI calls are scripted. The model does judgment, and the code does coordination.