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Muse Spark is going open weights. No way
Today we're also opening the weights for Muse Glimmer, a great 30B parameter dense model that can run locally. Soon we'll also release the weights for Muse Spark 1.2, our latest foundation model. Meta is a strong supporter of open source and I'm proud of these releases. Congrats to @alexandr_wang and the MSL team for all your great work on these models.
The first open weights Qwen model in a while!
📣📣 Meet Qwen-AgentWorld — a native language world model that simulates 7 agent environments (MCP, Search, Terminal, SWE, Web, OS, Android) within a single model. Environment modeling is the training objective from day one, not a post-hoc adaptation.
🤔 LLMs are trained to be better agents — better at acting in environments. But nobody has trained them to model the environments themselves.
🗺️ Our roadmap: investigate how language world modeling can push the boundaries of general agent capabilities, along two routes:
1️⃣ Build a foundation model for environment simulation — outperforming Claude Opus 4.8 and GPT-5.4 on AgentWorldBench
2️⃣ Investigate how world modeling enhances agent training:
🔬 Controllable Sim RL (agentic RL with LWM as environments) surpasses training in real environments
🧠 Learning to predict environments (LWM warm-up) makes agents stronger — remarkably, even without any agent-specific training, this predictive knowledge transfers to agentic tasks with zero fine-tuning
📑 Paper: arxiv.org/abs/2606.24597
📖 Blog: qwen.ai/blog?id=qwen-agentwo…
💻 GitHub: github.com/QwenLM/Qwen-Agent…
🤗 HuggingFace: huggingface.co/collections/Q…
🧩 ModelScope: modelscope.cn/collections/Qw…
It is very unfortunate that we are removing subscriptions, which many users loved
However it is not possible to sustain this if we are losing money each day we operate
Hope everyone understand
(Our Api pricing is still the cheapest anywhere though)
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Crof AI retweeted
As President Trump meets President Xi this week, a call to the American AI community:
If your startup, lab, non-profit or company benefits from open international AI - especially Chinese (Deepseek, Qwen, Kimi, GLM,…), please share!
Open source is the most important driver of competition, jobs and wealth creation in AI today. Let’s support and promote it at critical times like this week!
They don't know what they are missing out!
I've been a 10x developer since vibe coding 6 months ago
Here's my latest project
http://localhost:3000
Let me know what yall think!
And Crof.ai is helping everyday people get access to frontier OSS models at a fraction of the cost
Escape the permanent underclass
I actually think the whole "permanent underclass" narrative is wrong.
I think we're about to see the largest EXPLOSION of entrepreneurship in human history.
I get why the fear exists. Jobs are getting cut. AI researchers are privately saying most people are screwed. The models are getting ridiculously better and faster than anyone expected. Project that forward linearly and yeah, it looks BLEAK.
But linear projections are usually wrong during platform shifts. Nobody projected that the internet would create 50 million small businesses. They projected Walmart would eat everything. Nobody projected that mobile would create a million app developers. They projected phones were just phones.
What actually happens is intelligence gets cheap and a flood of new builders enter the market with domain knowledge the incumbents never had. Millions will get laid off or just never hired over the next 24-36 months. Those jobs are not coming back. So they become entrepreneurs. Out of necessity at first. Then out of opportunity.
The underclass idea is VIRAL because it confirms something people have been feeling for a decade. That the ground is shifting and nobody at the top is reaching down. And they're right.
But the interesting thing about this particular technology is that it doesn't check your resume or your zip code. The same tool that eliminates your position hands you the ability to build the thing that replaces it. The weapon and the escape hatch are the same object.
We're about to see more new companies started in the next 5 years than in the previous 50.
And I think we're going to look back at this moment the way we look back at 1995.
Everyone was scared. Everyone was right to be. And the people who built anyway became the next generation of owners.
I know you might be reading about the permanent underclass and it's scary. Who wants to "get stuck in the permanent underclass no one.
My POV is the permanent underclass isn't a foregone conclusion. I know some people are genuinely struggling right now and "just go build" sounds tone deaf when you're worried about rent. I get that.
But the reason I'm optimistic is that the cost to start something just dropped to nearly zero, intelligence on tap, and eveyr category/industry you can think of is getting reshuffled.
The explosion of entrepreneurship is just beginning.
Another day, another career path (probably) getting eradicated soon
This time, junior financial analysts
Grok 4.3 just became the best AI on Wall Street
The new CorpFin (v2) benchmark from Vals AI just dropped, testing models on 200+ page credit agreements, complex debt structures, and "Chewy Blockers"
Grok 4.3 ranked #1 the new State of the Art - to handle the "heavy lifting" required for professional financial analysis
→ #1 Overall Accuracy: 68.53% - outranking GPT 5.5, Claude Opus 4.7
→ Long-Context Mastery: Handles 150k+ tokens without "getting lost" in the legal weeds
If you're parsing dense financial contracts for a living... there's a new gold standard
Try it out now!!