This is how AI agents self-improve in 2026. My OpenClaw AI agents rewrite their own instructions when something breaks and self-improve. Every Thursday, Kelly runs a self-review. She opens my profile, compares what she drafted vs what I actually posted, and measures the gap. Last week she found only 70% of her drafts shipped. She diagnosed the problem herself: category mismatch, not quality. Rewrote her own strategy file and killed an entire content format. I'm not in this loop. I didn't notice the problem. I didn't tell her what was wrong. I didn't write the fix. The agent compared her output against reality, diagnosed the gap, and rewrote her own instructions. That's the difference between an agent that follows orders and an agent that improve. Shubham Saboo (@Saboo_Shubham_) x.com/i/article/202179384677… — https://nitter.net/Saboo_Shubham_/status/2022014147450614038#m

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