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Error Correction

2 articles about error correction.

The Echo Chamber of Error Correction - Use a Separate Validation Pipeline

March 18, 2026·2 min read

When an agent validates its own work, it uses the same reasoning that produced the error. A separate validation pipeline with different assumptions catches

validationerror-correctionai-agentsmonitoringreliability

Unsupervised Error Correction as the Agent Threshold

March 18, 2026·2 min read

The threshold between a tool and an agent is not intelligence or autonomy. It is unsupervised error correction - the ability to detect and fix its own

ai-agentserror-correctionautonomythresholdintelligence

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