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ANTHROPIC JUST INTRODUCED A FEATURE THAT LETS CLAUDE REVIEW AND IMPROVE ITS OWN WORK OVER TIME. The new “Dreaming” workflow helps agents learn from mistakes, refine outputs in the background, and improve task completion without changing the model itself.
53,484 次观看 • 4 个月前 •via X (Twitter)
9 条评论

calling it self-improvement skips the hard part. the fleet you reviewed Friday isn't the fleet running Monday

Self-improving agents change the game completely.

What counts as "learning" if the model itself doesn't change? Sounds like it's just storing corrected outputs and routing through them.

Background loops save tokens, but self-feedback drifts fast without strict evals.

Cool 😎

Claude reviewing its own work? Guess someone's figured out how to automate the internal QA process.

this is closer to what matters than most people realize. the model doesn't need to get smarter. the workflow around it needs to get smarter. we've been building self-correcting loops into our agents for months. the difference in output quality is night and day.

anthropic noted that the ai gets details wrong about real people, events, or places. refining outputs in the background helps, but the model still struggles to attribute quotes to the correct person. precision remains the primary obstacle for autonomous workflows.

Claude's now sleeping on its failures till it ghosts them.


