Omg this is pretty exciting
Meet Qwen-Image-2.1, the most balanced and cost-effective image generation model in the Qwen-Image series! Now open weights! 🎨
A unified model for both generation and editing, delivering top-tier quality in a lightweight package.
Highlights: 👀
- Compact & exceptionally fast: A lightweight 7B architecture that outperforms most closed-source models, with drastically accelerated inference for multi-image inputs.
- Native transparency: Natively generates and edits RGBA layers, enabling seamless compositing and text editing within transparent images.
- Versatile, high-fidelity editing: Supports up to 10 reference images and precise local control while preserving strict fidelity for portraits and products.
- Broad coverage & stunning aesthetics: Excels at panoramas, infographics, and virtual try-ons, delivering realistic textures and elegant typography.
Start to create your next masterpiece with Qwen-Image-2.1! 🖼️
- Blog:
- GitHub:
- Model Scope:
- Hugging Face:
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So many great use cases!
what if copy/paste was smart?
powered by
@typesafeai jev
it feels like every computer interaction will get rewritten
Omg. There IS a god 🙏
We're adding support for AGENTS.md to Claude Code.
Starting today in version 2.1.277, if there is no CLAUDE.md in a folder, Claude will check for and use AGENTS.md.
You can toggle this behavior in /config.
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If you want to go viral today on YouTube, create some "anti-Jev" videos.
People hate hype, especially related to AI, since there IS way too much noise and hype in that field indeed.
Doesn't change the fact that Jev is a big thing, but that won't matter for many (right now, at least).
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I think the "Who needs Jev, we had classification models since way before LLMs" takes are amongst the dumbest I've read over the last 24h.
Kind of the "who needs Dropbox, you can easily build this yourself" vibes but worse.
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Awesome! So many new use cases getting unlocked!
Also have been playing with
@typesafeai Jev, insane!
So many immediate use cases and new apps are possible. What a time to be a builder!
Sharing some experiments here starting with:
Keystroke oracle / predictive launcher:
Your launcher ranks by aliases, fuzzy match, and habit.
Jev reads intent: type "the pdf I just downloaded" and the newest PDF is already the top hit with a full confidence on every keystroke, in ~100 ms
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Jev will unlock many new use-cases and businesses. And we're all in the top 0.001% right now!
I think Jev is that kind of release that truly marks another huge evolution step in this (arguably noisy) world of AI.
Think of what you can do with Jev + LLMs. Jev + (finetuned) small models. Jev without LLMs at all.
We're super early. And imagining that there is so much more to come - with future versions of Jev, competitors. Of course also LLMs, new models.
Absolutely mindblowing.
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Hi Jev 👋
1. Yesterday TypeSafe AI launched Jev, a model that returns typed decisions + probabilities, not text.
2. LLMs generate tokens for humans. Jev answers predefined questions (Choice / Score / yes-no) in parallel so software can act on the result with no parsing.
3. Fast, cheap, high quality (from what we see now)
~70–500 ms, $0.042 / million input tokens, output free.
Early demos and reviews show frontier-level quality on these decision tasks, with vendor speed/cost claims still needing broader independent tests.
Only imagining how this affects and speeds up browser and computer use is absolutely insane.
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So I'll be honest => My first thoughts about Jev were that it sounds similar to that entire SubQ hype (what happened to that by the way) a couple of months ago.
Lots of noise for nothing (?).
I genuinely think now, after a few hours of testing, that it's a HUGE missing piece that can really help us build more useful tools and programs when combining it with LLMs.
Maybe I'm still wrong and overhyping this but I'm truly hyped about right now, not gonna lie.
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Okay, I got access to Jev - this looks really amazing and useful.
Important: Not as a replacement for LLMs but in tandem with them.
Will report back.
Can we have Astra Sol and maybe a nice little reset to got with it?
Like ... now? Or in a few hours at least? :-)
Waiting for ChatGPT to do the same.
And within a few months probably also merge Code / Codex?
Claude Code showed that AI could do real work, not just answer questions. Developers hand Claude a feature, come back to shipped code. That's where much of the industry's serious engineering runs now.
Cowork proved knowledge workers could do the same: hand Claude the brief, come back to finished files.
Today, chat and Cowork start merging into one Claude. The direction: one Claude that carries context across everything you're working on, wherever you are. Simple enough for everyone to access Claude's full capabilities.
I've been using this experience every day for the last few weeks, and it feels awesome. Simpler, faster, and more powerful.
We're rolling this out slowly. We'll be fine-tuning the experience as we go to ensure it is fast and reliable. Can't wait to hear what you think.
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A few weeks ago, I vibe-coded a live transcription tool (using Swift, Parakeet model) and it's working so amazingly well.
Allows me to spin it up from anywhere with a shortcut, talk, I see the live transcription, and hitting ENTER ends it and inserts the text into which ever input (including terminal) I may have selected.
Total game changer. This just wasn't possible a few years ago.
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MCP is finally good. And bound to become better I think
Cloudflare + Alchemy (
@alchemy_run) + Effect (
@EffectTS_ ) is such a winning stack with AI agents, it's not even real.
Provides pretty much all the primitives you need for building any kind of application and ensures proper guardrails & rules to keep the agent on track.
And all the infra lives in code - which is how it should be with AI agents.
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It used to be quite popular to sh*t on Claude Code (flickering etc). But it's really a good harness now imo.
I have no more flickering, it "just works" with those Claude models.
And now it's getting that new "mods" feature which makes it extremely extensible and customizable.
I still do also use Pi (and also grok build - it's a good harness, too!). All in herdr.
But Claude Code has definitely moved up from my least favorite to one of my preferred ones.
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Uh, this is pretty, pretty cool!
AI SDK harness adapters now support native subscriptions, wherever the underlying harness supports them.
✓ No code changes or new settings
✓ API keys first, then your local login
✓ Tokens resolved on the host
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This is one of the most important skills!
I think one of the underrated skills in AI coding is knowing when to say NO.
The model will happily add another abstraction, helper, wrapper, package or whole bloody subsystem if you let it😂
Sometimes the best prompt is basically: absolutely not. Do it simpler.
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It's kind of sad that we reached a point where you need to use a VPN in the EU to be left behind a little bit less.