underscored

@underscored

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The best use of Opus 5.5 may be as an adversarial reviewer for another model. Claire now has Codex and Opus review each other's work rather than using one to replace the other. This cross-model loop catches issues either model might miss alone, making the additional cost worthwhile when quality matters.

— Lenny Rachitsky
1mo ago

Self-improvement loops learn from the difference between what the AI drafted and what the person actually sent. Daniel built a weekly skill that compares Claude's original drafts with his final versions, then uses those differences to improve future work. It resembles Alex Lieberman's 'write like me' loop, but it relies less on explicit feedback. Instead, it observes Daniel's actual behavior and learns from the small edits he makes instinctively.

2mo ago

Underscored — save the words that stop you in your tracks.

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