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PairCoder++ introduces a pair programming paradigm where a Driver agent writes code and a Navigator agent reviews it using toolchain verification, achieving significant improvements across 17 benchmarks for generating charts, scientific figures, CAD models, 3D scenes, and other structured artifacts.
The article discusses how common CLAUDE.md rules copied from Andrej Karpathy cause Claude to become a yes-man, and a fix that adds permission for the AI to suggest better approaches.
The author describes a technique called 'Stream of Consciousness Driven Development' where during pair programming, they write a detailed markdown file exploring a problem and solution before making changes, to ensure both partners fully understand the reasoning.