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Agents tracked: 284 Downloads (7d): 239M down 5.7% GitHub stars: 6.3M VS Code installs: 151M Releases (7d): 339 Agent status: 2 with issues Updated Oct 9, 2026

Agents in action

A team of Claude Opus 5.5 agents proposed two room-temperature magnetic semiconductors

Agents ran quantum-chemistry (DFT) simulations and proposed two materials that would be magnetic and semiconducting above room temperature, a rare combination.

2 materialsmagnetic semiconductors, proposed by agents

What the agent did

  • Designed a new compound, YBaMnFeO₅: predicted band gap 2.35 eV, magnetic order up to about 490 K after calibration
  • Re-examined KV[Cr(CN)₆], first made in 1999, which orders magnetically up to 376 K
  • Checked results at two levels of theory, the faster PBE+U and the slower HSE06
  • Published inputs, raw outputs, analysis code and a one-command checker on GitHub
Bar chart: YBaMnFeO5 stays magnetically ordered up to about 490 K and KV[Cr(CN)6] up to 376 K, both above room temperature (about 293 K).
Chart: AgentGid, from the figures in the source.

Why it matters

Simulation is cheap next to synthesis. Agents that propose candidates with open, checkable files let human labs decide what is worth making.

In the authors' words: "Neither the band gap nor the spin sorting has been measured yet." The designed compound may be hard to make in its useful, ordered form.

Source: Vals AI · Authors' files on GitHub

Every number on this page comes from the source. Our charts redraw those numbers; videos are embedded from the publisher.

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Agents in this story

# Agent Gid Score Downloads 7d 7d 30d Stars Latest release
3
Claude CodeAnthropic
80 11.7M down 20.3% down 29.7% 150K+170/day 2.1.295yesterday

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