A recommendation which I have not tested for this exact task but which I feel moderately strongly about due to a closely related task: if you're familiar with Claude Code, Codex, Cowork, or other of the related UXes, use that in preference to regular chat window.
AI
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AI Automation’s Hidden Cost: Eliminating Customer Intelligence
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BREAKING: Two researchers from UPenn and Boston University just published a paper that should be uncomfortable reading for every CEO automating their workforce right now. The argument is straightforward. Every company replacing workers with AI is also eliminating its own
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Central Planning Failures: Black Markets and Information Distortion
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“Central planning” for the USSR and China, etc meant government allocated resources without market prices or profit/loss signals.
— 🖤 Christine (@christinelu) 15 avril 2026
Result? Shortages everywhere. People (and government officials) turned to black markets an personal connections. They lied about production numbers… pic.twitter.com/sBwVGaUKGq“Central planning” for the USSR and China, etc meant government allocated resources without market prices or profit/loss signals. Result? Shortages everywhere. People (and government officials) turned to black markets an personal connections. They lied about production numbers
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GPT-5.4 Pro Discovers Novel Mathematical Opening Strategy
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More on GPT-5.4 Pro’s latest mathematical contribution: “The closest analogy I would give would be that the main openings in chess were well-studied, but AI discovers a new opening line that had been overlooked based on human aesthetics and convention.”
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Company Security Message Raises Trust Concerns Among Users
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I'm certain this isn't the message they intended to present, but this comes across to me as a company saying "we no longer trust in our own ability to keep your data secure" https://t.co/WtQRxvaAxr
— Simon Willison (@simonw) 15 avril 2026I'm certain this isn't the message they intended to present, but this comes across to me as a company saying "we no longer trust in our own ability to keep your data secure"
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Token Cost: The Most Important AI Business Metric
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Read why token cost is the most important business metric for AI
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NVIDIA Blackwell Achieves Lowest Cost Per Token
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Cost per token is the metric that defines inference TCO, not compute cost or FLOPS per dollar. It’s what determines whether AI can scale efficiently and profitably in the real world . NVIDIA Blackwell which delivers the lowest cost per token in the industry is available
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Using LLMs to Review Tax Returns Before Signing
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Happy almost tax day. FYI: The most dollar-denominated impactful thing I've ever done for geeks, by sum of claims in my inbox, is the piece on salary negotiation. The second most impactful, rising fast, is "Have an LLM review your taxes before you sign them."
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Small Models Adaptation Challenges Beyond Fine-Tuning
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Small models are cheap to run, but expensive to adapt. The hard part is not only fine-tuning. It is the surrounding loop that involves collecting data, diagnosing failures, building evals, avoiding regressions, choosing curricula, and deciding when an update is safe. This new
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Hackathon at Capacity: More Events Coming Soon
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unfortunately no, we’re at capacity but we’ll come back with more hackathons soon