AI Infrastructure

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How an AI Agent Chooses What to Do Under Tokens, Latency, and Tool-Call Budget Constraints?

In this tutorial, we build a cost-aware planning agent that deliberately balances output quality against real-world constraints such as token usage, latency, and tool-call budgets. We design the agent to generate multiple candidate actions, estimate their expected costs and benefits, and then select an execution plan that maximizes value while staying within strict budgets. With […]

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TSMC says AI demand is “endless” after record Q4 earnings

On Thursday, Taiwan Semiconductor Manufacturing Company (TSMC) reported record fourth-quarter earnings and said it expects AI chip demand to continue for years. During an earnings call, CEO C.C. Wei told investors that while he cannot predict the semiconductor industry’s long-term trajectory, he remains bullish on AI. TSMC manufactures chips for companies including Apple, Nvidia, AMD,

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Wikipedia signs AI training deals with Microsoft, Meta, and Amazon

On Thursday, the Wikimedia Foundation announced licensing deals with Microsoft, Meta, Amazon, Perplexity, and Mistral AI, expanding its effort to charge major tech companies for using Wikipedia content to train the AI models that power AI assistants like Microsoft Copilot and OpenAI’s ChatGPT. While these same companies previously scraped Wikipedia without permission, the deals mean

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Microsoft vows to cover full power costs for energy-hungry AI data centers

On Tuesday Microsoft announced a new initiative called “Community-First AI Infrastructure” that commits the company to paying full electricity costs for its data centers and refusing to seek local property tax reductions. As demand for generative AI services has increased over the past year, Big Tech companies have been racing to spin up massive new

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