Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence Paper: https://
arxiv.org/abs/2604.18292
Project: https://
agent-tars-world.github.io/-/
RESEARCH
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Agent-World: Scaling Real-World Environment Synthesis for General Agent Intelligence
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Agent-World: Self-Evolving AI Agent Training Arena Using Real APIs
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What if your AI agent could train itself in thousands of real-world environments instead of static datasets? Renmin University of China and ByteDance Seed introduce Agent-World, a self-evolving training arena. It automatically discovers real-world tool ecosystems (like APIs
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MacTok: AI Image Generation With Just 64 Tokens
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Can AI generate images with just 64 tokens instead of thousands? Researchers from Fudan University introduce MacTok, a new continuous tokenizer. It uses clever image masking and representation alignment to prevent information loss, forcing the model to learn robust visuals
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KAME Tandem Architecture Boosts Knowledge in Speech AI Systems
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Two Heads Are Better Than One: Async Knowledge Injection for Speech AI with Tandem Architecture Blog: https://
pub.sakana.ai/kame/ KAME: Tandem Architecture for Enhancing Knowledge in Real-Time Speech-to-Speech Conversational AI Paper: https://
arxiv.org/abs/2510.02327 #ICASSP2026 -
OpenAI removes goblin bias in models
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Goblin and related magical mentions were overrewarded in training, and the behavior was reinforced over successive models. We removed the goblin-affine reward signal for future models, and filtered training data where creatures appeared in irrelevant contexts.
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Mythos: Advanced General Purpose AI Model with Strong Cybersecurity Capabilities
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Mythos seems to be a very capable model based on available information, but it is not a cybersecurity model – it is an advanced general purpose model that happens to be good at cyber because it is good at a bunch of things. Anthropic stated that they were worried about
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Industrial Intelligence: AI Transitions from Scarcity to Utility
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What we saw in today’s mega-cap earnings reports is the exact manifestation of my Industrial Intelligence thesis: the transition of intelligence from a scarce human trait to industrial-grade utility through foundational infrastructure.
— Nina Schick (@NinaDSchick) 30 avril 2026
Can you take the "AI bubble" argument… https://t.co/tDfqnWzoqB pic.twitter.com/9PejGexAhcWhat we saw in today’s mega-cap earnings reports is the exact manifestation of my Industrial Intelligence thesis: the transition of intelligence from a scarce human trait to industrial-grade utility through foundational infrastructure. Can you take the "AI bubble" argument
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Research Incentives: Quality Over Quantity in Academia
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Is that unfortunate? I feel like it sets the incentives as they should be: to try to make deep contributions rather than spamming papers.
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Aligned ASI Curing Diseases and Helping Humanity Globally
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ASI* is GPT-X deciding I want to throw a party for myself and every human on earth will get a personalized email them that will help them in some way, and also here is a cure for a bunch of diseases * Aligned version