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 Open-source, newest first.
29 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.
GLM
GLM-5.3 is live; open weights land in about two weeks. What Z.ai's 2,436-finding bug ledger means for the software running your network.
DeepSeek
V4-Pro left preview on August 13, API prices went up, and the Flash API now serves V4.1-Flash-1017. The dated ledger, verified October 18.
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
Kimi K3.1 Pro is live in the API; weights land by Nov 4. Same 2.8T/104B shape as K3, so the home-hardware answer has not moved. What to run instead.
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
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.
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.
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.
Fable
Anthropic's Claude Fable 5 brings Mythos-class power to the public — with a June 22 access cliff and mandatory 30-day data retention.
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
Account terminations are now industry-scale. The fix is not picking a better vendor — it is refusing to let any single vendor be a single point of failure.