“Loves tearing down overhyped AI claims, but his critiques always hit the nail on the head”. They get it, in China.
RESEARCH
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Stanford Meta-Harness: Open Source Framework Optimizes AI Scaffolding
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Stanford just turned the Meta-Harness paper into open source code. It's a framework that automatically optimizes the scaffolding around a fixed base model. Think memory, retrieval, and context decisions. The approach is unusually direct. A coding agent acts as the proposer.
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Meta-Harness Repository and AlphaSignal AI News Summary
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Repo: https://
github.com/stanford-iris-
lab/meta-harness
… Check out http://
AlphaSignal.ai to get a daily summary of top models, repos, and papers in AI. Read by 280,000+ devs. -
Gemini 3.5 and Veo 4 AI Model Releases Anticipated
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Hopefully we see Gemini 3.5 and veo 4 at the same time revealed
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Energy: The Real AI Constraint Beyond Model Development
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https://
linkedin.com/posts/fabiomoi
oli_ai-is-not-just-a-compute-story-its-an-energy-share-7454106656277331968-nKqB
…? The real constraint of AI won’t be models. It will be energy. -
Unified Framework Controls Large Language Models Without Breaking
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Can you control a large language model without breaking its brain? Zhejiang University and Alibaba Group researchers just showed how. They unify all model control methods (fine-tuning, LoRA, activation edits) into one single framework, separating effects into "preference"
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Companies Want AI Penthouse Without Building Basement
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Everyone wants the AI penthouse. Almost nobody wants to pay for the basement. What I keep seeing is the same pattern: companies want AI outcomes without investing in AI foundations. The exciting layer gets funded first: → GenAI pilots
→ strategy decks
→ dashboards
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AIKosh: Open AI Platform for Datasets, Models, and Artifacts
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AIKosh provides access to datasets, models, and AI artefacts across sectors.
An open platform, with sovereign data, multilingual capabilities, and real-world applications at its core.
Supporting startups, researchers, and developers in building interoperable and impactful AI -
Decision Matrix Ethics: Maximalism vs Societal Outcomes
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Decision matrix only looks like this if you ignore outcomes and decision. You basically made being maximalist selfish the prerequisite. Eg half the toddlers would die
Most children
Most elderly
Most of your nicest and most naive friends
Society would slightly collapse and -
Game Theory Payoff Matrix Interdependence in Decision Making
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No its not the same payoff matrix Its only the same if you only consider your own outcome but ignore the decision and outcome of others