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Gave Claude Code ADHD.. Now it thinks 3x better

Gave Claude Code ADHD.. Now it thinks 3x better

by udit_50·May 27, 2026·8 points·1 comment

AI Analysis

●●●BangerBig BrainZero to One

Mechanical generator-critic split beats prompted self-consistency by enforcing actual separation.

Strengths
  • Cognitive frame branching (regulator, speedrunner, biology) drives genuine divergence, not just temperature tweaks.
  • Concrete evals: +5.17 novelty, +7.67 trap detection across six engineering problems with LLM-as-judge.
  • Addresses premature convergence—a real failure mode in open-ended design tasks where first plausible answer wins.
Weaknesses
  • Preprint with no shipped library or npm package yet—hard to actually use this today.
  • LLM-as-judge evals are convenient but may not reflect real developer workflows.
Category
Target Audience

AI agent developers, researchers building coding assistants

Similar To

Tree-of-Thought · Chain-of-Thought · Self-Consistency

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