TechnologyPost-hoc error classification and root-cause analysis of agent trajectoriesresearch analysis workflow applied at meaningful scale

Failure-mode analysis workflow for diagnosing coding-agent breakdowns

A review system that looks at failed AI coding attempts and sorts the reasons they failed, like misunderstanding the task, not testing enough, or getting stuck in loops.

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Executive Brief

Business Problem Solved

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Technical Analysis

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Data Strategy

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Executive brief, technical architecture, and market positioning for this use case.

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Part of Application

Coding Agent Failure-Mode Analysis

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Source

https://arxiv.org/html/2511.05459v1