Who Tests When AI Generates 99% of Code? Inside a Self‑Repairing Agent Harness

The article explains how a self‑repairing Agent Harness replaces traditional QA by looping evaluation, triage, automated fixing, verification and AI‑gated canary release, using a three‑judge reviewer, model‑based sampling and six daily engineering tasks to keep AI‑driven products reliable.

AI agentsAI-driven QAAutomated Testing

0 likes · 16 min read

Who Tests When AI Generates 99% of Code? Inside a Self‑Repairing Agent Harness

Continuous Delivery 2.0

Mar 21, 2025 · Artificial Intelligence

AI-Driven Automated Unit Test Generation Framework: Architecture, Workflow, and Evaluation

This article presents an AI‑powered framework that automatically scans codebases, generates comprehensive unit tests using large language models, and includes self‑repair agents, detailing its workflow, core components, strategies for accuracy, practical benefits, and current limitations.

AI testingLarge Language Modelsself-repair

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AI-Driven Automated Unit Test Generation Framework: Architecture, Workflow, and Evaluation