Approach

Don't trust, verify.

Six principles run through all our work, from a single model test to a system of agents.

01

Assume it is wrong until tested.

A good result is a reason to look harder.

02

Lock the final test.

Some data stays untouched until the very end, and is used once.

03

Use real-world conditions.

Real costs, real delays, real limits.

04

Compare against chance.

A result only counts if it beats a random baseline.

05

Keep people on the decisions that matter.

Money, access and anything public need a human yes.

06

Write down what failed.

Failed tests are kept and explained, not hidden.

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