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Washington, D.C. · Federated Intel AI LLC

We don’t just predict outcomes.We reason them.

Expert systems for high-consequence work. Eight specialists. Two engines. A record of how the answer was reached — so a professional can still decide.

01 · In production

Two desks, live

LIA Pro

Live

Legal Intel

A desk for the file in front of you. Evidence, inference, and gap stay on different lines.

03 · Method

A conclusion that cannot be reconstructed is not ready for this kind of work.

01

Federated specialists

Eight expert systems, each with a domain, a posture, and a refusal to pretend competence it does not have. They do not collapse into a single general model wearing eight hats.

02

Dual engines

A generation engine proposes. A symbolic engine tests. The second pass is not a style. It is the difference between a fluent paragraph and a claim that can survive inspection.

03

Symbolic arbitration

Logic trees, domain rules, and precedent sit between the experts. Arbitration is how a federated system refuses a plausible answer that the record will not bear.

The full method