“AI: it feels most impressive when you don’t know much about the subject, don’t care or don’t have a clear idea of what the you want… Once you know what something should feel or look like, it becomes almost impossible to guide AI there.”
RESEARCH
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ChatGPT Hallucinations: How Often Does It Fabricate Facts?
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Have you ever caught ChatGPT making up a fact you knew was wrong?
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Critical AI Analysis Gains Credibility in Chinese Market
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“Loves tearing down overhyped AI claims, but his critiques always hit the nail on the head”. They get it, in China.
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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