We’re building ChatGPT to remember what matters, follow your preferences and constraints, and adapt as things change. If you tell ChatGPT you’re planning a trip in July, memory should understand when the trip is upcoming, happening, and already over. That helps ChatGPT keep
LLMS
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New memory system enables review and control of ChatGPT’s context
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With the new memory system, you can review and steer what ChatGPT remembers through a memory summary, with more visibility and control over how context is used. pic.twitter.com/kXMAds0g3q
— OpenAI (@OpenAI) 4 juin 2026With the new memory system, you can review and steer what ChatGPT remembers through a memory summary, with more visibility and control over how context is used.
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Collaborative Battleship shows AI better at answering than asking questions
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"Collaborative Battleship" game has revealed that AI agents are better at answering questions than asking them. CSAIL & SEAS had LMs play together, where Monte Carlo inference strategies helped small agents outpace the largest models at ~1% of the cost: https://
bit.ly/4afOE4T -
ElevenLabs introduces Flows Agent for automated creative workflow generation
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Introducing Flows Agent in ElevenCreative.
— ElevenLabs (@ElevenLabs) 4 juin 2026
Describe what you want to create and the agent builds your entire workflow – selecting models, creating nodes, wiring connections, and running the generations. pic.twitter.com/m5Dyr77J15Introducing Flows Agent in ElevenCreative. Describe what you want to create and the agent builds your entire workflow – selecting models, creating nodes, wiring connections, and running the generations.
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Clippy is back, powered by new Microsoft MAI models for code judgment
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CLIPPY 👏 IS 👏 BACK 👏
— Charly Wargnier (@DataChaz) 4 juin 2026
but this time he’s powered by frontier AI models ready to judge your code 🙈
Microsoft’s new MAI models just dropped on @aimlapi
They recreated Windows XP using MAI-Thinking-1 + @crewAIInc, and brought our fave assistant to life using MAI-Image 2.5 👀↓ https://t.co/AkCibYJJFyCLIPPY IS BACK but this time he’s powered by frontier AI models ready to judge your code Microsoft’s new MAI models just dropped on @aimlapi They recreated Windows XP using MAI-Thinking-1 + @crewAIInc
, and brought our fave assistant to life using MAI-Image 2.5 ↓ -
Using LLMs to substantiate private allegations with public evidence
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I have a talk at Manifest about ParaLLM Construction coming up, about recent reporting I did which used LLMs to find public evidence substantiating (and letting me use) private allegations.
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Paper link to NVIDIA Nemotron-3 Ultra Technical Report
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4/ Paper: https://
research.nvidia.com/labs/nemotron/
files/NVIDIA-Nemotron-3-Ultra-Technical-Report.pdf
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NVIDIA Nemotron 3 Ultra: open 550B hybrid Mamba-Attention MoE
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1/ NVIDIA shipped Nemotron 3 Ultra today, a fully open 550B model with 55B active params, with the weights, training data, and complete recipe all released openly. That alone is rare at this scale. The headline however actually is speed. Ultra is a hybrid Mamba-Attention MoE, an
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LangChain Supports NVIDIA Nemotron 3 Ultra with Deep Agents
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LangChain supports @NVIDIA Nemotron 3 Ultra out of the box, with Day 0 support for Deep Agents. As a member of the Nemotron Coalition, we are excited to work with NVIDIA to make it even easier and more accessible to share and build on top of open models.
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Full study on efficient verifiers for legal agents
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Read our full study: https://
langchain.com/blog/designing
-efficient-verifiers-for-legal-agents
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