Who would have thought Chinese models are sleeper agents
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…
Toad 🤜OPEN PURE🤛 retweeted
We just open-sourced 1,300+ 3D models.
That's 39 GB of 3D files, free to download on Hugging Face.
huggingface.co/datasets/scen…
> Hitem3D, Meshy, Rodin, Tripo, Claude Opus 5.5 3D and GPT-6 Astra 3D, all run on Scenario
> every example ships its input image, prompt and exact settings
> GLB up to 8K textures, native Blender files from Opus and Astra, CC BY 4.0
Centralization strikes again. Different banks, different businesses etc. Yet all it takes is one cloud provider to have an outage and half the country starts experiencing problems. So much for resilience when everyone's infrastructure depends on the same handful of companies.
“Fully on chain” 🙄
The first onchain hot potato.
Take the bomb. Hold it when it blows. Win the pot.
boom.tech
CJCU1Yw4YA4FAPAuewdPPdoC5Mf1m4RGyZSNFXv5sYJF
Toad 🤜OPEN PURE🤛 retweeted
if Dots and Bots had a baby
- Multi thread support
- Spin up bots
- Use your existing claude code, codex, open-code or local model subscriptions
- Bot Computer
- Self Host it on your VPS or Mac Mini
- IOS and Android app companion
you get @mausbot_
Toad 🤜OPEN PURE🤛 retweeted
i feel a personal website should be a vessel for the multitudes we contain, so i made a gemstone to hold mine.
the original 3 planes now grew to 20 facets/themes. every particle is a work. like a prism, hover a facet and a different side of me comes out.
Toad 🤜OPEN PURE🤛 retweeted
this is how i always imagined combat to feel in inkwell...
a retro action rpg with a full set of dnd spells and creatures baked in.
with jev new characters and abilities could be created on the fly cos it's all procedural.
Toad 🤜OPEN PURE🤛 retweeted
eventually the mod system was at the point that I have a daily automation in bb that scours Tech Twitter / SF Twitter for the drama-du-jour, and makes a new storypack based on it
this builds off an automation I have for my personal site adding in random easter eggs to entertain me (personal software can be personal!) - but in this case it's making entire interface re-skins, storylines, and game dynamics
based on @EffectTS_ Layers, because modular systems are sick
(I didn't have any part in this - finding the PR made me giggle, as it should 👇🏻👇🏻👇🏻)
Toad 🤜OPEN PURE🤛 retweeted
i’ve been teasing it all week, so here it is in time to ruin your weekend plans: Frontier Lab Tycoon
every mechanic you might expect (swarm sandbox escapes, hyper-competitive model releases, safety audits, researchers Posting & getting dragged on Bird App, your new Decision Model immediately getting cloned, luddite protests, EA orgies: y’know, normal 2026 things)
sold* at frontierlabtycoon.com or any other big box retailer where high-quality software is found
Opus 5.5 + Sonnet 5.5 + @EffectTS_ + XState + Jev + god knows what else
*it’s free
Toad 🤜OPEN PURE🤛 retweeted
“Jesus. Paul, look at this receipt—ten dollars for a single potato. This new Value-Mart AI surge pricing is killing me, man. Killing me."
“That’s nothing, Bill. Wait ’til the next update: the store will be able to see exactly how much money you have in your bank.”
“You’re kidding.”
“And your 401k.”
“@#$% me sideways.”
“That’s why I use URCHN to do my groceries.”
“Really? What’s URCHN?”
“URCHN is the latest in affordable concierge shopping.”
“Oh, you mean like Uber or Instacart. What makes them different?”
“Orphans.”
“𝑂𝑟𝑝ℎ𝑎𝑛𝑠?”
“That’s right, Bill. And not just any orphans. Dirty, starving orphans who live under overpasses.”
“Uh.”
“As you know, the cameras in the grocery aisle scan your face and adjust the price based on race, socioeconomic status, and dietary restrictions. But you know who always gets the best prices, no matter what?”
“…orphans?”
“Yep.”
“I don’t know, Paul, that seems a little-”
“Of course, the AI still discriminates based on race, which is why they send a multi-racial team of no less than four dirty orphans to buy your groceries.”
“Um.”
“The Latino child buys your wasabi, and the Asian child buys your tortillas.”
“Yeah, no, I get it.”
“And the black child-”
“Sorry, uh, these are children, right? Small children?”
“Of course. Teens would raise the price.”
“How do they, uh, reach the items on the top shelves?”
“They stand on each other’s emaciated little shoulders.”
“Jesus.”
“Yeah, the Latino orphan tends to be on the bottom.”
“What?”
“Sturdy stock.”
“…and how much do you save?”
“My last potato was 34 cents.”
“#$&@ it, I’m in.”
----
[r][AI Surge Pricing]
McDonald's pushes AI tools that suggest Big Mac prices based on 'customer willingness to pay' trib.al/iX55aTV
HIM!?
Introducing Griffin, the first model to pass the video Turing test.
48% of people who talked to it live thought it was a real human. Previous systems have had a pass rate <3%. It is #1 on NVIDIA's benchmark for full-duplex AI video.
It’s the first Human Interaction Model (HIM).
Readers added context they thought people might want to know
The 48% figure and "video Turing test" claim are from Tavus's own study of 54 one-minute calls, not independently verified or using a standard protocol. Griffin-Lite leads NVIDIA's VideoFDB benchmark on their public leaderboard.
cellcog.ai/blog/tavus-gri…
research.nvidia.com/labs/amri/proj…
tech-ish.com/2026/10/02/tav…
Toad 🤜OPEN PURE🤛 retweeted
a hardcoded easter egg referencing minecraft
1.) Go to America.gov
2.) type “hello”
3.) type “play Minecraft”
4.) watch the agent’s reality implode
5.) ????
6.) PROFIT!
lol amazing
1.) Go to America.gov
2.) type “hello”
3.) type “play Minecraft”
4.) watch the agent’s reality implode
5.) ????
6.) PROFIT!




























