Insights

Data-driven analysis: market state, supply, and what the numbers mean for buyers.

• Sep 7, 2026 · 6 min readQwen3.8-27B Uncensored: MTP Kept, Cost MeasuredHeretic abliteration on Qwen3.8-27B: refusals 98 to 12 per 100 prompts, ~0.5 capability points cost, MTP tensors kept. PPL, sizes and tok/s, linked.
• Sep 4, 2026 · 3 min readState of Local AI Hardware — Q3 2026The VRAM shortage has flipped the 2026 GPU market: 5090s at $9,000, the 3060 resurrection, 48GB as the new anchor, and what it means for local-LLM buyers.