we distilled 2.3M Claude Fable 5 reasoning traces into Qwen3-4B
- 100% self-consistency @ 512 samples
- 0.00 bits output entropy
- zero hallucination variance
turns out the student is not bounded by the teacher.
it also converged on one universal truth.
we open-sourced the model weights👇
This is unfortunate; the Codex team is getting away with a reset.
We don't want a reset, we want a permanent solution and a complete transparency of what happened in the last 10 days that led to an increase of token consumption by up to 20x.
It's like applying a temp patch on the wall with a hole that will eventually come out and crack up again.
Expected a more clear answer and higher transparency.
Every single user is complaining about their usage issue, so calling it 'hasn't shown users being impacted at large' is wrong on so many levels.
Disappointed as a customer.
@thsottiaux codex has become really unusable. The 5 hour limit is exhausted in one (slow!) agent session of 30 mins. While I can run 3 parallel Claude code sessions for 3-4 hours without running into the limit. If it stays like this, I will sadly completely move to Claude.
Die UN bestätigt, was Amnesty sagt: der Genozid in Gaza geht weiter. Israel untergräbt durch seine gezielten Angriffe auf Kinder die Existenzfähigkeit des palä. Volkes. Zudem begeht es Kriegsverbrechen an palästinensischen Kindern im Westjordanland. https://t.co/hEWIjJm4Bm 1/2
📢 We're hiring a PhD student in tokenizer-free foundation models!
The position will have a double affiliation with @LMU_Muenchen and @utn_nuremberg, co-supervised by @y_m_asano and me.
Come work with us in Munich and Nuremberg!
👇
@jxmnop@prajdabre Google is the most aggressive one with collecting user data, they force you to share data from your paid gemini plan if you want to keep the history.
📣 Introducing the Qwen-Robot Suite — Qwen-RobotNav, Qwen-RobotManip, Qwen-RobotWorld, three foundation models, a full stack for embodied intelligence.
🧭 Qwen-RobotNav — the gateway to mobility.
• Unifies 5 navigation tasks in one model: instruction following, point-goal, object-goal, target tracking, autonomous driving
• Controllable observation protocol
• Tool interface for agentic systems
🤖 Qwen-RobotManip — the foundation of interaction.
• Unified state-action space across heterogeneous robots
• Camera-frame delta poses for coherent cross-embodiment training
• Pretrained on a 38,100+ hour open-source corpus
🌍 Qwen-RobotWorld — infinite worlds for physical agents.
• Single world model, 20+ embodiments
• Natural-language action interface
• Predicts physically grounded futures across manipulation, driving, and navigation
Each model is independently useful, and could be composed as physical-world tools.Together, they form the low-level toolkit for general-purpose agentic systems that don't just see the world, but act in it.
📷 Blog:
https://t.co/ytLcbYET26
📖 Report:
Qwen-RobotNav: https://t.co/uPmSwDYGxg
Qwen-RobotManip: https://t.co/GeyIzJSpU8
Qwen-RobotWorld: https://t.co/SXPH1qzDFy
"In Gaza, Israeli forces have killed almost 1,000 Palestinians since the ceasefire was announced last October, the vast majority civilians. The Israeli authorities are pushing Palestinians into an ever-shrinking portion of the territory and imposing restrictions on lifesaving aid.
On the West Bank, Israeli security forces and settlers are accelerating the destruction of communities and the annexation of territory. So far this year, they have killed 57 people, injured nearly 1,300, detained hundreds, and issued 23 land confiscation orders.
Meanwhile, since the ceasefire, we have recorded at least 82 reported killings of Palestinians by Hamas.
Some senior Israeli officials have spoken publicly of the removal of all Palestinians from Gaza, and of ending any possibility of a viable Palestinian state. All of this is totally illegal.
We are out of red flags. Our many previous warnings have not been heeded.
All those with influence must exert pressure to make the ceasefire a reality, to end the unbearable suffering of Palestinians, and to hold those responsible to account."
Read Volker Turk, UN Human Rights Chief's global update to the 62nd session of the Human Rights Council. https://t.co/fugI7DBfwa
@ArminLaschet Israel’s continued presence in the occupied Palestinian territory is unlawful, and Israeli laws/measures in the West Bank and East Jerusalem breach Article 3 of CERD, the treaty article on racial segregation and apartheid.