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AI

EU AI Act, NIST Framework, OECD Principles: How AI Governance Really Compares

There is no single global AI law. The binding instrument is the European Union's AI Act, Regulation (EU) 2024/1689, in force since 2024; the United States anchors its approach in NIST's voluntary AI Risk Management Framework, released January 26, 2023; and the OECD's Recommendation on AI, the…

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AI

How AI Training Data Pipelines Actually Work, From Raw Crawl to Clean Tokens

A training data pipeline is the industrial process that turns raw web crawls into the clean, deduplicated token streams large language models learn from. The open FineWeb dataset was built from 96 Common Crawl snapshots into a 15-trillion-token corpus, with every filtering and deduplication…

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AI

Why AI Inference Keeps Getting Cheaper — and What It Means for Builders

Inference — running a trained AI model to answer a query — has collapsed in price at a fixed performance level: GPT-3.5-level inference cost fell more than 280-fold between late 2022 and late 2024, per Stanford HAI's 2025 AI Index Report. The same report finds hardware costs falling roughly 30…

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AI

How AI Entered Medicine for Real — The FDA's Device Record Explained

AI entered American medicine through the medical-device pathway, not a general AI law: the FDA does not regulate AI as such — it regulates medical devices, including AI-enabled devices, through 510(k) clearance, De Novo classification, and premarket approval (regulatory, FDA). On January 7,…

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AI

What Open-Source AI Actually Means — From Weights to Full Transparency

An open-source AI system, under the Open Source Initiative's Open Source AI Definition 1.0 released October 28, 2024, must give users the freedoms to use, study, modify, and share it — and that requires code, model parameters, and detailed data information, not just downloadable weights…