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Curated tech posts from X on AI, startups, and product development—signal without the doomscroll, updated on weekdays.
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We trained Composer to self-summarize through RL instead of a prompt. This reduces the error from compaction by 50% and allows Composer to succeed on challenging coding tasks requiring hundreds of actions.
