About Soulmetric

Soulmetric is a research platform built on a single observation: generation has outpaced verification. A domain expert with the right scaffold can produce the research output of a small university department in days. The bottleneck is no longer production — it's confirmation.

The platform exists to demonstrate that the verification problem is real, to build infrastructure that makes verification communal, and to deliver operator-scaffold research consulting to clients who need rigorous answers faster than traditional academia can provide.

~256
Research Papers
22
Books
100+
Domains
3
Expert-Validated
30
AI Agents
1
Operator

Kevin Scharp

Professor of Philosophy, University of Illinois Urbana-Champaign.

The Method

Operator-scaffold coupling is a research method in which a domain expert directs a coordinated system of AI agents. The operator provides taste, judgment, and adversarial integrity. The scaffold provides coverage, enumeration, and reduction pressure. Neither can produce the output alone.

The coupling has specific requirements. The operator must have domain-level fluency — enough to recognize plausible nonsense at a glance. The operator must have adversarial integrity — the willingness to kill favorite outputs. The operator must have taste — the distinction between a result worth pursuing and a result worth abandoning.

Soulmetric is the first systematic demonstration that this method works at scale across domains.

Contact

General inquiries: kscharp@gmail.com

ORCID: 0000-0003-3900-4087