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When 29 Scientific Records Become 7 Without Losing the Science

TL;DR for operators The paper addresses a problem that appears after literature retrieval succeeds. A research organization may already have the relevant papers and may even have extracted the reported measurements, yet those observations can still be unsafe to combine because material names, property definitions, units, temperatures, methods, and other conditions do not align. ...

September 1, 2026 · 7 min · Zelina
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From DAGs to Swarms: The Quiet Revolution of Agentic Workflows

Queue. That is still the hidden operating model of much modern science. Queue for the instrument. Queue for the simulation. Queue for the data transfer. Queue for a human to inspect the result, change the parameters, approve the next run, and remind three systems with incompatible interfaces that they are supposed to be part of the same experiment. The glamour version is “AI for discovery.” The operational version is a researcher quietly becoming a logistics coordinator with a PhD. ...

September 19, 2025 · 17 min · Zelina