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Anthropic has published new research on turning Claude into a working chemist — not just a chemistry tutor, but an AI capable of reasoning through laboratory tasks with meaningful scientific depth. It's an early signal of how language models are being pushed beyond conversation into domain-specific professional work, with real questions about safety and oversight close behind.
From the research lab to the infrastructure layer, Cloudflare has detailed how a mysterious slowdown in its billing pipeline turned out to be hiding deep inside ClickHouse's query planning stage. Engineers traced the problem to lock contention, then patched the database engine itself — swapping an exclusive lock for a shared one and trimming unnecessary data copies. It's a reminder that at scale, the bottleneck is rarely where you first look.
And on a quieter but genuinely interesting note, a Swedish startup called Ligna Energy is building supercapacitors from forest-derived materials, aiming to replace conventional batteries in wireless sensors. The pitch is that these wood-based components could power IoT devices for years without the environmental cost of traditional battery chemistry — a small story with potentially large implications for how we think about sustainable infrastructure.
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