Materials chemistry · research software for labs and R&D teams
Watching matter move at the atomic scale. Creating better advanced materials.
01 · Instruments
An interactive similarity graph of a research field, with preprint coverage current to the week.
62 NeurIPS 2024/25 papers, distilled and cross-linked for a materials scientist entering AI.
A dynamics-first graph of Japanese researchers: 5,000 nodes, navigable in a 3D force layout.
A local-first dashboard over lab Slack that tracks follow-ups, with a scheduled morning digest.
All built for my own research. That is the whole brief.
Status as of October 2026. None of these tools is publicly available yet.
02 · Flagship
In internal use
A literature review, assembled by a fleet.
A coordinated fleet of AI agents fetches the literature, preprints and journals alike, reads the available full text, and cross-verifies claims before a line is written. The synthesis arrives as a draft review: structured and cited, with each claim tagged to the sources it rests on. Two human checkpoints remain: the author approves the source list and reviews the final text.
03 · Papers
04 · Commission
I take a small number of commissions: research tooling designed and built for labs and R&D teams, shaped to how your group works.
To start, send a short note: your team, one workflow bottleneck, how you handle it today, who would use the tool, your timing, and how sensitive the data is. Please do not send confidential files in a first message.
linkedin.com/in/augieatqa replies within a week