Demask theattacker.Control thetempo.
Adaptive defense, engineered around behavior.
Built for the moment the rules change.

An abstract illustration of behavioral surprise.
Adaptive defense
Applied research
Operator control
01 / The work
Intelligence at the boundary.
Ouija
A BOOGYMAN class IPS.
Machine speed is needed to act against machines. Our intrusion prevention system brings behavioral analysis, specialized models, and operator-governed response into the network path.
Explore the closed beta- 01
Behavioral intelligence
Read patterns, sequence, and response.
- 02
Inline control
Keep decisions close to the system.
- 03
Human authority
Define the rules. Own the response.
It began
with fraud.
Behavioral Outlier Optimization was discovered while coding models for fraud discovery. It became a shared primitive for detection, attention, and surprise: noticing change, deciding where to look, and recognizing when expectations need to change.
Explore the primitive02 / The method
The evidence is
part of the work.
- 01
Observe
Capture behavior with its context.
- 02
Challenge
Test under changing conditions.
- 03
Refine
Keep the result.
Improve the system.
03 / The notebook
Questions worth pursuing.
- 01
Active–Reactive Deception
What a response can reveal.
- 02
Observer Masking
What changes when a system knows it is watched.
- 03
The One-Bit Alarm
When a small observation carries weight.
- 04
The Cost of Remaining Hidden
Change the game. Make concealment cost something.
- 05
Masking Capacity and Residual Detectability
How much room does a task leave for camouflage?
- 06
Hydrodynamic Fisher Routing
A shared geometry for where information goes next.
Research materials available by approved request.
Explore research themesBring the hard problem.
Technical evaluation. Research collaboration. New possibilities.