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Running Our First 100 URLs — Real Metrics From VNML Agent Framework

This story is from 2026-09-30. It is preserved in the archive; the latest stories are on the live feed.

Today I ran my first real batch test with 100 URLs. Result: 61% success. Not 100%. And I'm going to tell you why I'm still posting this on LinkedIn. 6 months ago, I started building VNML Agent Framework — a multi-agent AI system running 100% local on my GTX 3050 Ti laptop with 4GB VRAM. No fancy GP…

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  1. 2026-09-30 12:30 · DEV Community — AI
    Running Our First 100 URLs — Real Metrics From VNML Agent Framework

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