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 Data Sovereignty, newest first.
30 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.
Claude
Claude Opus 5.5 is 20% cheaper per token, about 40% per workload. Subscribers get bigger limits, not a lower bill. And the catches nobody mentions.
Fable
Fable 5.1 is the first Claude model that watermarks its text. What the mark proves, whether it can be removed, and why self-hosting is the clean answer.
DeepSeek
V4-Pro left preview on August 13, API prices went up, and the V4-Flash API names now answer with V4.1-Flash. The dated ledger, verified October 4.
Qwen
Alibaba teased a 2.4T open-weight Qwen3.8 three days after Kimi K3. Now there's a date and pricing. The updated ledger of verified vs claimed.
DeepSeek
DeepSeek upgraded the V4-Flash API to build 0731 with big agent gains. The open weights are still the April preview. Here is the honest split.
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.
Claude
Shared Claude chats and artifacts appeared in Google results. What actually happened, why it keeps happening, and how to audit and revoke your shares.
Claude
Verbose output, scope creep, early stopping, token burn. Anthropic documented all four the day Opus 5 shipped, along with the prompts to delete.
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.
Kimi
Everyone says try Kimi K3 free. We read the privacy policy: training on your content, no documented opt-out, and a storage jurisdiction it never names.
Fable
One benchmark says the returned Fable 5 lost 60 points on debugging. The honest read: the gate got tighter, not the brain, and nobody can verify either.
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.
Policy
For the first time, Washington is gating who can run a frontier AI model. What the GPT-5.6 and Fable 5 moves mean, and the hedge that still works.
Fable
Claude Fable 5 has been offline since June 12 under a US export-control order. A grounded, probability-weighted read on when it returns, what it will likely cost, and whether you will need to verify your ID, separating confirmed facts from the speculation...
Privacy
Sakana Fugu claims Fable 5-level performance with no export controls. Here's the honest read on the benchmarks, what they leave out, and if it delivers.
Fable
OpenRouter Fusion fans your prompt to a panel of models and fuses the result. We test the "Fable-level at half the price" claim — honestly.
Policy
The Fable 5 shutdown proved the government can switch off a deployed AI model. The real issue isn't this one decision — it's the missing standard.
Anthropic
The US government forced Anthropic to disable Fable 5 and Mythos 5 three days after launch. Here's what happened and why it matters for anyone renting AI.
Open-source
Moonshot's new 1T coding model is free to download and brutal to run. The honest math on renting vs. owning Kimi K2.7-Code in 2026.
Fable
Fable 5 shipped with safeguards that quietly degraded answers on AI-development tasks. Two days later, Anthropic made them visible. Here's what it proves.
Security
AI data centers are reshaping power grids, water supplies, and how dissent is policed, plus what the buildout costs your community and the part you control.