8. Mathematical Exploration at Scale Terence Tao and colleagues apply AlphaEvolve, an AI system using LLM-guided evolutionary search to autonomously discover mathematical constructions across analysis, combinatorics, geometry, and number theory.
GENERATIVE AI
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Diffusion Language Models Outperform Autoregressive With Limited Data
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7. Diffusion LMs are Super Data Learners Researchers from NUS, Sea AI Lab, StepFun, and collaborators demonstrate that diffusion language models (DLMs) consistently outperform autoregressive models when unique training data is limited.
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DreamGym: Scaling Agent RL via Experience Synthesis
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3. Scaling Agent RL via Experience Synthesis Meta researchers introduce DreamGym, a unified framework that synthesizes diverse training experiences to enable scalable reinforcement learning for LLM agents without costly real-environment rollouts.
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Context Engineering Evolution: From Computing 1.0 to Intelligent Agents
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2. Context Engineering 2.0 Traces the 20+ year evolution of context engineering, reframing it as a fundamental challenge in human-machine communication spanning from primitive computing (Era 1.0) to today’s intelligent agents (Era 2.0) and beyond.
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Top AI Research Papers: Agents, LLMs, and Mathematical Exploration
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Top AI Papers of the Week (Nov 3 – 9): – Tool-to-Agent Retrieval
– Context Engineering 2.0
– Mathematical Exploration at Scale
– Petri Dish Neural Cellular Automata
– Enhancing Long-Term Memory in LLMs
– Diffusion LMs are Super Data Learners
– Towards Robust Mathematical -
RAG Systems: Indexing and Retrieval Are Not the Same
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Here's a common misconception about RAG! Most people think RAG works like this: index a document → retrieve that same document. But indexing ≠ retrieval. What you index doesn't have to be what you feed the LLM. Once you understand this, you can build RAG systems that
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Chinese AI Videos on Douyin: Creative Mom vs Xenomorph
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Omg, AI videos on Douyin are a different breed.
— Bilawal Sidhu (@bilawalsidhu) 9 novembre 2025
Chinese mom absolutely goes to town on a xenomorph 💀
And just when you think it’s over, it keeps escalating further: pic.twitter.com/Ddgnb7gFLvOmg, AI videos on Douyin are a different breed. Chinese mom absolutely goes to town on a xenomorph And just when you think it’s over, it keeps escalating further:
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AI is Not the New Calculator: Debunking a Circulating Misconception
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https://
linkedin.com/posts/fabiomoi
oli_ai-leadership-education-activity-7393248684500488192-BXNq
… 𝐓𝐡𝐢𝐬 𝐩𝐡𝐨𝐭𝐨 𝐤𝐞𝐞𝐩𝐬 𝐜𝐢𝐫𝐜𝐮𝐥𝐚𝐭𝐢𝐧𝐠 — 𝐛𝐮𝐭 𝐀𝐈 𝐢𝐬 𝐍𝐎𝐓 𝐭𝐡𝐞 𝐧𝐞𝐰 𝐜𝐚𝐥𝐜𝐮𝐥𝐚𝐭𝐨𝐫! -
IBM CEO Dismisses AI Bubble Concerns as Overblown
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IBM CEO: Fears about AI bubble are overblown https://
search.app/U7JVw #AI #AIbubble #artificial_intelligence @sulefati7 @Fisher85M @Fabriziobustama @FrRonconi @sonu_monika