Paper formalizes AI harness engineering: 11 runtime duties behind coding agents

bibryam · x · 2026-11-15

An arXiv paper by Hailin Zhong and Shengxin Zhu argues autonomous software-engineering capability emerges from a model-harness-environment system, not the model alone. It formalizes the harness as 11 component responsibilities — task specification, context selection, tool access, project memory, task state, observability, failure attribution, verification, permissions, entropy auditing, and intervention logging — operationalized via an H0-H3 ladder and a trace-based evaluation protocol that turns each agent run into an auditable episode package: lower levels yield only a final patch, higher levels add reproduction logs, failure attributions, deterministic checks, and structured verification reports.

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