💡 AI Labo Benchmark Series — Experiment E14 (Ranked #5 out of 41 Patterns)

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.

🚀 View All 41 Benchmark Results & Master Ranking

🛡️ Read How Our Proxmox & systemd Anti-Cheating Sandbox Works

Metadata & Experiment Identity

Experiment ID: E14 (Backlog Candidate C010 )

Run ID: e14-20261028-vm218-01

Sandbox Environment: Proxmox Isolated VM VM218 ( ai-e14-218 , 0 NICs, virtio-serial QGA relay, systemd UID separation)

Model: gemini-3.8-flash ( thinkingLevel: LOW )

Pattern Under Test: Claude Code ENABLE_TOOL_SEARCH=auto & Lazy MCP Tool Loading — "Upfront Monolithic Schema Dump (32 Tools) vs. Progressive On-Demand Tool Search"

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