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external feedback

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o-ai.tech
o-ai.tech
Jul 17, 2026 · Artificial Intelligence

When Does Trajectory Review Boost Agent Success? Five Key Factors Explained

Recent research shows that letting agents review their own execution trajectories can improve task success rates, but only under clear conditions such as reliable external feedback, concrete planning outputs, appropriate timing, sufficient model capability, and manageable cost‑benefit trade‑offs.

Agent EngineeringLLM Agentsdynamic replanning
0 likes · 31 min read
When Does Trajectory Review Boost Agent Success? Five Key Factors Explained
AgentGuide
AgentGuide
Apr 7, 2026 · Artificial Intelligence

How Do Agents Reflect? From Self‑Feedback to External Tool Validation

The article explains how LLM‑based agents implement reflection by first generating output, then evaluating it either through self‑feedback or by invoking external tools, and finally correcting the result, detailing two self‑feedback methods and typical external‑feedback scenarios.

AgentLLMPrompt Engineering
0 likes · 5 min read
How Do Agents Reflect? From Self‑Feedback to External Tool Validation