Fine-tuned Qwen3-8B on a single RTX 4090 produces text that scores 100% human on pangram

StewartalsopIII · x · 2026-09-05

Dev NavinFS reports generating text that scores 100% human on the pangram AI detector. The recipe: fine-tune Qwen3-8B-Base (upgraded from 4B) on 4,000 articles instead of 500 — all doable on a single RTX 4090.

The takeaway: consumer-grade fine-tuning of small models can now fully evade mainstream AI-text detectors, a concrete stress test of their reliability.

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