Kimi K3
Hugging Face got hacked -- Open local AI came to the rescue!
Two trillion-parameter 'open' models dropped in ten days — Qwen 3.8 and Kimi K3 — and you can't run either. The same week, Hugging Face got breached and its own responders, blocked by commercial-model guardrails, ran the forensics on GLM 5.2, an open-weight model on their own hardware. Same lesson from opposite ends — plus what to actually run on a 24GB card today.
Kimi K3 & Qwen 3.8: Open Weights You Can't Run (2026)
Kimi K3's 2.8T weights shipped on time and need 64 accelerators to load. Qwen 3.8's still haven't shipped. What to run on your own GPU instead.
Inkling 975B vs Your 3090: The Real Memory Math (2026)
Inkling's smallest 1-bit quant is 270GB. A maxed consumer desktop holds 256GB. The open frontier left consumer hardware behind. Here's the honest math.