Stop Dumping Raw Pytest Logs Into Your Coding Agent: How a Structured JSON Test Filter Cuts Input Tokens by 94.1%

<blockquote> <p>💡 <strong>AI Labo Benchmark Series — Experiment <code>E16</code> (Ranked #3 out of 41 Patterns)</strong></p> <p>This post is part of our empirical benchmark series testing AI coding agent harness patterns inside network-isolated Proxmox VMs against a hidden 20-case grading suite.</p> <ul> <li>🚀 <strong><a href="https://tappers.hashnode.dev/ai-agent-harness-patterns-benchmark" rel="

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