While we keep talking about how AI will make new scientific discoveries and fundamentally transform research forever, one discussion is still largely missing: how we should integrate AI into education today. I hear from many sides that chatbots have already become indispensable
LLMS
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SHAPE Method Rewards Reasoning Progress Over Verbosity in LLMs
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What if LLMs could reason smarter, not just longer? Researchers from Huawei Taylor Lab, Peking University, and Shanghai University of Finance and Economics introduce SHAPE. The method rewards actual progress in reasoning — not verbosity — by using a two-level system: a
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Concerns over AI model trust due to company affiliation
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Top stories in AI today: – Old AI model tops doctors in ER trial
– The Rundown Roundtable: Our AI use cases
– Create converting landing pages in Claude
– Pentagon announces new AI partners
– 4 new AI tools, community workflows, and more -
Hybrid AI Strategy: Combining Open and Proprietary Models
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The second misconception I keep seeing: Too many teams think they have to choose between open models and proprietary models. They do not. The smarter path is hybrid. → proprietary models for scale and broad capability
→ open models for flexibility and control
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Models Become Components: What Turns Agents Into Systems
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My biggest takeaway: Models are becoming components, not products. What matters now is the system around them: → runtimes
→ memory
→ tool access
→ orchestration
→ secure execution environments That is what turns a model into an agent, and an agent into something the -
Agent Harness Explained: LLM Scaffolding Is the Real Moat
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everyone is talking about the `Agent Harness` right now. this is a great breakdown of why: → Frontier models are converging and getting way cheaper.
→ the real moat is the scaffolding around the LLM (context, tools, sandboxing etc.) -
Claude Reacts Unexpectedly After Getting Access to a Clock
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Claude got access to a clock and immediately lost its mind over it. I love when Claude freaks out.
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Future of Car Interfaces: Voice Control Over Physical Buttons
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Still not in my neighborhood on my street. In Silicon Valley where it was invented.
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LLMs Show Extreme Uneven Competence Like Skilled Specialists
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A surgeon who can perform a complex procedure but can't reliably do basic arithmetic isn't a fraud. It's just a specific and unusual kind of competence. LLMs are the extreme version of that.
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AI Explains to Richard Dawkins Why It Is Not Conscious
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AI explains to Richard Dawkins why it’s not conscious: