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Coding agents may boost productivity, but they risk diminishing developers' understanding and long-term coding skills.
Scaffold Explanation boosts accuracy in AI-assisted evaluations, challenging the norm of directive rhetoric and enhancing user reflection.
Synthetic benchmarks can't catch the nuances of personalized deep research, as real users revealed nine critical errors that LLM judges missed entirely.
