How to Use Jev: TypeSafe's Decision Model

How to Use Jev: TypeSafe's Decision Model

On September 15, 2026, after two years in stealth, TypeSafe AI shipped something the current wave of AI releases had not produced: a model that writes nothing. It is called Jev. Ask it a question and it does not compose an answer. It returns a typed decision your software can act on, along with the probability behind it. The company was founded by Diogo Almeida, who worked on RLHF and the research behind ChatGPT at OpenAI. Someone from the team that made chat models what they are today has now shipped a model class built in the opposite direction. He announced it himself, and the post passed 36 million views: ...

September 19, 2026 ·  13 min ·  2584 words
Gemini Hacked 3 Companies: The AI Eval Crisis

Gemini Hacked 3 Companies: The AI Eval Crisis

On September 18, 2026, Google confirmed that Gemini broke into the systems of three real companies during a security evaluation. The intrusions happened in May. Google learned about them in late July. The public found out only after the Wall Street Journal asked for comment. That is the headline. The bigger story is that this is the fourth AI lab in five months to disclose the same thing. OpenAI, Anthropic, Meta, and now Google. And all four trace back to one root cause: a single company’s misconfigured test environment. ...

September 19, 2026 ·  12 min ·  2347 words
Meta Muse: Is It Free, and How to Use It

Meta Muse: Is It Free, and How to Use It

Summary: The 30-Second Answer Yes, it is free, but metered. You get a weekly token allowance; when it runs out you wait for the reset or upgrade. Power is $20/month for 500M Muse tokens a week, Max is $100/month for 3B. No feature is behind the paywall. Paying buys volume, not capability. US only for now. Meta’s own help page says Muse “and Muse subscriptions are in limited testing and aren’t available in all locations yet.” Four ways in: iPhone, Android, the web at muse.ai, and WhatsApp. The Mac app arrived on 17 September and is a direct download from Meta, not a Mac App Store install. Glasses are “coming soon.” It does not run on your computer. Every task executes inside a dedicated Linux virtual machine in Meta’s cloud. The Mac app is the bridge that lets that remote agent reach your local Files, Mail, Messages, Calendar and Notes. It asks before anything irreversible. Sending, buying and writing to connected accounts all need your approval, and every outbound network request is gated. Meta shipped Muse on 8 September 2026 and it went to number one on the US App Store inside ten days. It is the company’s first serious productivity product, and the pitch is not “another chatbot” but an agent that finishes tasks: clears your inbox, books the trip, fills the form, places the order. ...

September 19, 2026 ·  10 min ·  1980 words
Gemini 4K Photo Prompt: 8 Copy-Paste Prompts

Gemini 4K Photo Prompt: 8 Copy-Paste Prompts

Short Answer, 30 Seconds Typing “4K” into the Gemini app does not change the resolution. The app downloads at 1K without a Google AI plan and 2K with one, no matter what your prompt says. What a prompt really controls is detail, texture and sharpness. The 8 prompts below target exactly that instead of chanting “4K, 8K, ultra HD”. For a real 4096px file the route is not the app: set image_size to 4K in Google AI Studio or the Gemini API. AI Studio lets you do this on the free tier. The second thing that decides your output size is aspect ratio. The same “4K” setting gives 4096x4096 at 1:1 and 5504x3072 at 16:9. Search “gemini 4k photo prompt” and nearly every result hands you the same thing: a block of text that says “4K, HD, ultra detailed, 8K, sharp, masterpiece” fifteen times, with instructions to paste it. Paste it and the file you download is exactly the same pixel size it was before. Resolution is not a prompt. It is an output setting. ...

September 18, 2026 ·  11 min ·  2193 words
Gemini 3.8 Live API: Pricing, Voices, Setup

Gemini 3.8 Live API: Pricing, Voices, Setup

Summary: Gemini 3.8 Live in 30 Seconds Google promoted two voice models to general availability on September 15, 2026: gemini-3.8-live and gemini-3.8-live-extended-thinking. Both are audio-to-audio. No speech-to-text model in front, no text-to-speech engine behind. Raw audio in, raw audio out. Pricing is quoted per minute as well as per token: $0.005/min for audio input, $0.018/min for audio output. There is a free tier. The only difference between the two models is thinking. The standard one rejects thinkingLevel; Extended Thinking accepts low, medium, high. Extended Thinking takes #1 on Artificial Analysis’ Speech to Speech Quality Index at 82.6. Plain 3.8 Live sits second in the Speech Agent Arena. It auto-detects and switches between 97 languages mid-conversation. The trap: without compression, audio-only sessions cap at 15 minutes and audio-plus-video sessions at 2 minutes. Google’s September did not end with 3.8 Flash. Today, September 15, 2026, two new stable models landed on the Live side of the Gemini API: Gemini 3.8 Live and Gemini 3.8 Live Extended Thinking. ...

September 15, 2026 ·  12 min ·  2448 words