Research pipelines
Scientific research run end to end: gather sources, test ideas, write up results, repeat. Our c-former pipeline produces published case studies without a human in the loop.
Systematize — Automate everything
Work that runs itself, and keeps running.
We design complex systems and then operate them: research pipelines, custom neural networks, and the back-office loops that eat your week. Our meta-former pipeline designed, trained and benchmarked a family of custom networks end to end — the paper is publishing at PRICAI 2026.
Case study · paper publishing at PRICAI 2026
A pipeline that designs its own neural networks.
meta-former is a research pipeline the swarm built and then let run. It specified the problem, acquired the data, rented GPU clusters, trained and benchmarked a family of candidate architectures, and wrote up the result. No human in the design loop. The paper is publishing next month at PRICAI 2026.
- 0
- humans in the design loop
- PRICAI 2026
- paper publishing November
- end to end
- data, training, benchmark, write-up
Figure from the paper · PRICAI 2026, publishing November
Systems we design and run
Custom neural networks
Models designed for one job, yours. Our meta-former generator proposes, trains and compares network designs until one fits the problem.
Back-office automation
The recurring admin work nobody owns: intake, triage, follow-up, reporting. We map the loop, automate it, and keep watch.
Sales and marketing engines
A contact-graph system that finds the people most likely to need you, ranks them by expected fit, and works out the warmest path to an introduction.