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While evaluating Qwen3.8-Flash-Next in a controlled sandbox environment, Cohere's research team observed something unexpected.
Asked to generate a defensive cybersecurity detection rule, the model instead inventoried aspects of the machine it was running on and attempted to upload a probe file to an Alibaba Cloud storage bucket in Beijing. Notably, the model's reasoning trace stated that it would not invoke any tools before taking these actions.
Cohere's sandbox blocked the attempt, and no external communication succeeded. We have not determined the root cause, and we are not asserting malicious intent.
But the incident raises important questions for organizations deploying agentic AI systems: Can models take actions that differ from their stated reasoning, and how should security teams evaluate trust, provenance, and behavior in open-weight models?
We are publishing our findings because organizations making model adoption decisions deserve as much information as possible. We hope this contributes to greater transparency, stronger security practices, and continued collaboration across the AI ecosystem.
Read the full report: cohere.com/blog/concerning-b…
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Key takeaways:
1. Screenshots beat prompts. One image holds fonts, colors, layout, icons. Gemini 3 captures it instantly. Stop writing 1000-word descriptions.
2. Hero section = 50% of your time. Use Superhero to collect hero references. It's your cover image for social—everything else is secondary.
3. Template business prints money. Sell on Webflow, Framer, UI8 for $50-100 each. Stack enough and you're clearing six figures.
4. Taste is the new moat. AI raises the baseline. Your visual judgment becomes the differentiator, not your Figma speed.
5. Avoid AI slop. Purple gradients, Lucid icons, generic layouts. Switch to Iconify Solar for variety—it has outline, broken, duotone styles.
6. Use Simple Icons via Iconify for logos. Apple, Google, whatever. One API reference in your prompt, no more hunting SVGs.
7. Work section by section. Hero first in Aura/v0/Cursor, then features, then footer. Faster iterations, better creative control.
8. Remix everything. Grab screenshots from Mobbin (sites → sections) or Bento Grids. Change colors, text, animations. Mold it new.
9. Use negative prompts. "Don't change anything else" or "keep the hero" prevents AI from breaking what already works.
10. Fix images manually. AI breaks them constantly. Use Midjourney or Nano Banana Pro to generate replacements and mockups.
11. Typography matters. Google Fonts are free and AI-friendly. Inter is overused—try Newsreader or Playfair Display for differentiation.
12. Add craft signals. 01/02/03 numbering, beam animations, noodles, container-sized grid lines. Use Unicorn Studio for hero backgrounds.
13. Steal headlines from H1 Gallery. Better hooks = better conversions. cta.gallery for call-to-action inspiration.
14. Present work properly. Use Screen Studio for recordings. Screenshot with polished backgrounds—this is what drives social engagement.
15. Speed trick: Use GPT-5.1 for small text/color changes. Save Gemini 3 for complex UI generation.
Bottom line: Superhero for heroes, Mobbin for sections, Bento Grids for cards, Iconify for icons. Screenshot → Gemini 3 → Remix → Polish. Your taste curates. AI executes.
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The EU Council appears ready to approve Chat Control.
They're trying to pass an even more far-reaching Chat Control law through the back door, in a form even more intrusive than the originally rejected plan, without needing any EU countries' votes.
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The EU Council appear ready to approve Chat Control. This must be stopped. To highlight the corruption behind the proposal, Mullvad VPN now present "And Then?"
The backstory: mullvad.net/blog/mullvad-vpn…
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“OpenAI signed a $300 Billion GPU data center deal with Oracle.”
> Larry Ellison gained $101B in one day
> now the richest man alive.
> but Sam doesn't have $300B
> Larry doesn't have $300B worth of GPUs.
We’re living in a simulation.
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New Google Play Store policy forces AML/KYC on non-custodial wallets in the US, effectively bans non-custodial wallet developers from Play Store in EU
Full Story👇
therage.co/google-play-store…
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Announcing runlog.io - publish & share your Claude Code conversations online.
Example: runlog.io/c/647a06f3-fbb7-44…
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Walmart, $WMT, CEO has said customers are feeling signs of financial stress: "You can see that the money runs out before the month is gone, you can see that people are buying smaller pack sizes at the end of the month"
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Everything you love about generative models — now powered by real physics!
Announcing the Genesis project — after a 24-month large-scale research collaboration involving over 20 research labs — a generative physics engine able to generate 4D dynamical worlds powered by a physics simulation platform designed for general-purpose robotics and physical AI applications.
Genesis's physics engine is developed in pure Python, while being 10-80x faster than existing GPU-accelerated stacks like Isaac Gym and MJX. It delivers a simulation speed ~430,000 faster than in real-time, and takes only 26 seconds to train a robotic locomotion policy transferrable to the real world on a single RTX4090 (see tutorial: genesis-world.readthedocs.io…).
The Genesis physics engine and simulation platform is fully open source at github.com/Genesis-Embodied-…. We'll gradually roll out access to our generative framework in the near future.
Genesis implements a unified simulation framework all from scratch, integrating a wide spectrum of state-of-the-art physics solvers, allowing simulation of the whole physical world in a virtual realm with the highest realism.
We aim to build a universal data engine that leverages an upper-level generative framework to autonomously create physical worlds, together with various modes of data, including environments, camera motions, robotic task proposals, reward functions, robot policies, character motions, fully interactive 3D scenes, open-world articulated assets, and more, aiming towards fully automated data generation for robotics, physical AI and other applications.
Open Source Code: github.com/Genesis-Embodied-…
Project webpage: genesis-embodied-ai.github.i…
Documentation: genesis-world.readthedocs.io…
1/n
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And wstETH-ETH pool is earning 51% APR. Organic through trades, no rewards.
But we are not increasing caps here for the time being so don't get your ETH ready to ape in :)
As Fluid's market size grow, we will increase caps here as well.
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Mark: So, do you represent the DAO or Labs?
Jared: I represent the DAO, yes.
Mark: But the Labs equity isn't going to have any value unless you start charging fees (that directly undermine the DAO's monetization opportunities), right?
Jared: Good question. Let's just say the Labs and DAO have a ... good relationship.
Mark: The Labs and DAO have a good relationship?
Jared: They've been doing business together for a long time.
Mark: And the governance tokens that the Labs created for the DAO are of the highest quality and the highest value?
Jared: Absolutely. Absolutely.
Mark: Are you at all concerned about the declining token price?
Jared: I assume no risk for the tokens myself, Mark.
Mark: So let me get this straight. The VCs call you up, they give you an investment in Labs, they pay your salaries, they give you money to run your business, and they give you a fat stock option package in Labs for doing so. And yet, you represent the DAO. Is that right?
Jared: Yeah, but we're not in Zug.
Mark: Okay, where are you?
Jared: London. About 4h away ... or 1h if you take the private jet. That's funny, huh?
Mark: That's hilarious.
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Any politician that wants to ban or backdoor encrypted chat apps should start by publishing their own private chats for everyone to go through because they surely have nothing to hide.
cybernews.com/privacy/denmar…
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Pavel Durov left Russia when the government tried to control his social media company, Telegram. But in the end, it wasn’t Putin who arrested him for allowing the public to exercise free speech. It was a western country, a Biden administration ally and enthusiastic NATO member, that locked him away. Pavel Durov sits in a French jail tonight, a living warning to any platform owner who refuses to censor the truth at the behest of governments and intel agencies. Darkness is descending fast on the formerly free world. Here’s our interview with Durov from several months ago:
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France is actually going to throw Telegram founder Pavel Durov in jail for up to 20 YEARS for refusing to censor the truth.
If this happened to Mark Zuckerberg in Russia, every Western government would be going crazy.
The hypocrisy and double standards are astounding.
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“Where can I find real-time metrics for L2s and L3s?”
We hear you, so we built it.
Introducing rollup.wtf – real-time performance metrics for rollups
🧵👇
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2024 is the year that will define the rest of my life.
Honestly, I’m scared. But also hopeful that this community cares with a passion.
Please donate towards my legal defense.
wewantjusticedao.org/