Behavioral intelligence
for the agentic economy.

Aveo Research Labs builds simulation systems that learn from what humans do — not what they say.

The Method
01
Behavior, not text
Most AI personas are language models pretending to be people. They hit an accuracy ceiling around 60% — because internet text is not behavioral data. We train on real-world interaction trajectories instead.
02
Latent space, not prompt space
We use steering vectors — mathematical representations derived from behavioral datasets — to control AI personas in their internal layers. Deterministic, verifiable, reproducible.
03
Federated calibration
Sensitive behavioral data never leaves the customer's environment. We transfer model parameters, not PII. PDPA / GDPR compliant by architecture.

Research Lineage
01

Academic foundation

Heterogeneous Graph Transformer · KDD Test of Time ·
29,500+ citations
02

Industry alumni

Alumni: LinkedIn · Zscaler · xAI · Apple · NVIDIA ·
Google DeepMind
03

Publication record

Nature Machine Intelligence · ICLR · KDD · NeurIPS ·
ICCV · WSDM

Portfolio