6. The "Thinking Budget" "Take 500 words to think through this problem before answering. Show all dead ends." More tokens = better reasoning. Dead ends reveal model understanding.
AGI
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Adversarial Interrogation for AI Model Honesty
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2. The "Adversarial Interrogation" "Now argue against your previous answer. What are the 3 strongest counterarguments?" Models are overconfident by default. This forces intellectual honesty.
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Run OpenClaw AI agents in the cloud
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You don't need a Mac Mini to run @OpenClaw.
— Robert Scoble (@Scobleizer) 12 février 2026
Use https://t.co/fHdMVe1hXL instead. With it you can safely run OpenClaw in the cloud. It's always on, so you can finally close your laptop without killing your agent.
You can join the OpenClaw revolution with a managed OpenClaw… pic.twitter.com/vyhzlRa4wTYou don't need a Mac Mini to run @OpenClaw
. Use http://
MyClaw.ai instead. With it you can safely run OpenClaw in the cloud. It's always on, so you can finally close your laptop without killing your agent. You can join the OpenClaw revolution with a managed OpenClaw -
AI pioneers discuss future robotics impact
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I spent all day today with AI geniuses in San Francisco. Nobody's losing their minds, but we all realize we're heading into a new world—one that is hard to recognize from where we're at right now. In ten years, we're going to have 500 million robots in the world (maybe more,
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Real-time world models enabling instant actor control
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What comes next is even crazier: you can do this in real time and tell the actor to kick or punch, and it will happen instantly. I just posted about real-time world models, which are in their early days but will bring these capabilities to us soon. Then, sometime in the next 18
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Why real-time world models matter more than video AI
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Why real-time world models are more important than SeeDance or Kling.
— Robert Scoble (@Scobleizer) 11 février 2026
You've seen all the crazy videos. I've posted many of them myself from SeeDance, Kling, and others.
AI is getting amazing at creating video content, but don't miss what's going on elsewhere in the real-time… https://t.co/eSLTms8skPWhy real-time world models are more important than SeeDance or Kling. You've seen all the crazy videos. I've posted many of them myself from SeeDance, Kling, and others. AI is getting amazing at creating video content, but don't miss what's going on elsewhere in the real-time
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AI Generates First Research Papers Without Human Intervention
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At research-level mathematics, we are excited to announce the first wave of 6 research papers:
* Reliable autonomous research. A research paper (Feng26, https://
arxiv.org/abs/2601.23245) generated by AI without any human intervention, which calculates certain structure constants in -

AgentSkiller: Automated Multi-Turn Agent Training Data Framework
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// Scaling Generalist Agent Intelligence // This new research introduces AgentSkiller, a fully automated framework for synthesizing multi-turn interaction data across realistic, semantically linked domains. The architecture uses a Directed Acyclic Graph to ensure determinism and
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AI agents lose context without better prompts
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the last 20% is where context matters most and where agents lose the plot. shipping this as a standalone tool instead of "just use a better prompt" is the right call.