D82|LABS
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Engage

One clear route.

Research collaboration, partnerships, funding, or a direct line — pick the door, state the matter plainly, and it lands in the lab's operating mailbox.

01

Partnerships

Applied collaboration on decision infrastructure, vertical software, or public-evidence work. Bring a defined problem and a decision-maker. crabrat@d82labs.com

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02

Funding

The lab is self-funded and revenue-disciplined. Serious conversations about backing specific public work are welcome. crabrat@d82labs.com

EMAIL →
03

Research

Collaboration on measurement methodology, evidence audits, or replication. Correspondence is read; evidence-based mail gets answered first.

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04

Contact

Questions about a tool, a receipt, or a research claim — or use the form directly.

What D82Labs is

D82Labs is a systems frontier lab. It builds AI software, decision technology, research, and experimental systems — released publicly, measured against stated claims, and withdrawn when the evidence turns.

Its public work takes four forms: software and tools for specific operators, one public agent that turns documents into structured analysis, published research with sources and dates, and open experiments that test what browsers and small teams can still do.

Work is released when it works. Claims are made at the strength the evidence supports. Everything on this site is the public record; none of it is a promise.

D82LABS · PUBLIC WORK · PUBLIC EVIDENCE · PUBLIC ENGAGEMENT