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Applied AI·October 16, 2026·1 min read

Microsoft wants to make AI cheaper. Will investors actually see the savings?

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Custom chips may lower Microsoft’s unit costs, but the AI P&L is dominated by model complexity, inference load, and how much of that cost is subsidizing growth. Enterprise buyers should expect pricing experiments and bundling games—negotiate based on workload economics, not just list prices or chip narratives.

Applied AI

Anthropic says Claude traced NIST's ECDSA curve seeds to a pseudorandom number generator, challenging decades-old suspicions of an NSA backdoor in the algorithm

If Claude can reverse‑engineer the provenance of NIST’s ECDSA curve seeds, LLMs are now practical tools for auditing foundational cryptography and standards history, not just app code. Security and infra teams should start treating frontier models as first‑pass reviewers on legacy primitives and protocols you’ve long taken for granted.