Sixteen Unseen Briefs
Held-out test · Hacktoberfest Open-Source AI · Qwen3-8B LoRA + Gemma 4

Sixteen unseen briefs

Each request below is one sentence a small-business owner might type. They were written before the model saw them, and nothing in the pipeline was tuned on them. Every result is shown, including the ones that didn't work.

one-liner→Gemma 4 writes the spec→ Qwen3-8B + LoRA writes 5 drafts→headless Chrome QA→ Gemma fixes JS errors→Gemma judges the first screen