01
THE PROBLEM
Hard biological problems demand a functional approach.
Structure tells us what exists. Function tells us what will work—and that is where biological and commercial value is created.
- 01Enzyme design
- 02Antibody optimisation
- 03Drug potency
02
WHY IT REMAINS UNSOLVED
Function lives where
the data runs out.
The most valuable questions sit in regimes where examples are expensive, sparse and difficult to generalise from.
MANY EXAMPLESDATA SCARCITYFUNCTIONAL FRONTIER
03
THE LUCAI ADVANTAGE
Scarcity is not
the obstacle.
It is the advantage.DATA-ONLY MODELS
≠Patterns need precedent.
PHYSICS-BASED MODELS
Physical laws still apply to a molecule nobody has seen before.
04
HOW WE DO IT
Start with the rules.
Expand the search.
We combine scientific constraints with computational scale—so AI explores what is possible without losing contact with biology.
FOUNDATIONBIOPHYSICS-
BASED MODELS
+BASED MODELS
AMPLIFIERARTIFICIAL
INTELLIGENCE
INTELLIGENCE
OUTCOMEFUNCTIONAL
PREDICTION
PREDICTION