ByteBrief
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AI agents need engineered feedback loops, not better prompts, for reliable output. Three tiers exist: self-reflection, autonomous loops with sandbox feedback, and actor-critic separation. The actor-critic model decouples generation from evaluation, reducing blind spots and enforcing correctness before production.
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