Reality check
Jev Reality Check: TypeSafe's Model Stays Closed, but Open Jev-Class Models Now Run Locally
Jev itself is still closed, but open Jev-class models now run on your own hardware. What works in Ollama, and what fits your GPU.
ModemGuides BlogGuides for people who would rather own their hardware than rent it.
AI News · Topic
Every AI News article tagged VRAM, newest first.
8 articles
Reality check
Jev itself is still closed, but open Jev-class models now run on your own hardware. What works in Ollama, and what fits your GPU.
Kimi
Unsloth's 1-bit Kimi K3 GGUF is real: roughly 600GB, with a 650GB RAM+VRAM floor. Who clears that bar, what 1-bit costs, and what to run instead.
Fable
Anthropic's cheaper model is the less restricted one on cybersecurity and biology. A plain decision guide to Opus 5, Fable 5, Sonnet 5, and Kimi K3.
Security
OpenAI's escaped eval models breached Hugging Face. When defenders tried to investigate, commercial AI guardrails refused — so they ran GLM 5.2 locally.
Gemini
Gemini 3.6 Flash launched July 21 with no local option. The honest answer, why Google's efficiency pitch favors local AI, and the Gemma 4 path instead.
Policy
Pulling Claude offline and gating GPT-5.6 was not a surprise. The 70-year pattern behind AI's permission layer, and the local hedge that beats it.
Claude
Claude Opus 4.8 brings sharper judgment and stronger agentic coding at the same price. See the benchmarks vs GPT-5.5 and the local AI you can run yourself.
Security
Z.ai's GLM-5.1 is now open-source under MIT license and claims #1 on SWE-Bench Pro, trained entirely on Huawei chips with zero Nvidia involvement. Full benchmark breakdown, access options, and security analysis.