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Argonne Lab: New Chip Tech Speeds Scientific Data Insights

March 24, 2026 Rachel Kim – Technology Editor Technology

A fresh chip technology developed at Argonne National Laboratory is enabling real-time insights from scientific data generated at the Department of Energy’s Advanced Photon Source (APS), according to a report released Tuesday.

The technology, detailed in a recent HPCwire article, aims to accelerate the analysis of complex data streams produced by the APS, a powerful X-ray facility used by researchers across a wide range of scientific disciplines. Argonne scientists are applying artificial intelligence to speed up chemical analysis, a process traditionally limited by computational bottlenecks.

This development comes as Argonne continues to leverage AI in other areas of scientific research. Just last week, on March 13, 2026, HPCwire reported that an Argonne-led AI “Adviser” is accelerating the robotic design of advanced electronic materials. This AI tool, developed in collaboration with Marvell Technology, Inc., assists in the automated creation of new materials with specific electronic properties.

The lab’s focus on AI-driven solutions extends beyond materials science. In February 2024, the Department of Energy awarded Argonne $4 million for research into energy-efficient microchip technology, signaling a broader commitment to advancing computing capabilities for scientific discovery. Argonne scientists aim to build on existing technology with this new funding.

The APS generates massive datasets that require significant processing power and sophisticated algorithms to interpret. The new chip technology is intended to address these challenges, allowing researchers to obtain results more quickly and efficiently. The initial report did not specify the exact nature of the chip technology or the specific AI algorithms being employed.

Argonne’s advancements in AI and high-performance computing are occurring alongside broader developments in the tech industry. HPCwire’s coverage also notes the involvement of Xanadu and the Trillion Parameter Consortium’s TPC26, indicating a wider trend toward large-scale AI models and collaborative research efforts.

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