VecP Labs builds novel transformer architectures, compression systems, and safety infrastructure from first principles — where alignment is structural, not statistical.
Our patented triaxial classification system maps model behavior in embedding space. Three orthogonal axes — the foundation everything else is built on.
Measures semantic proximity to harmful content archetypes. Gravity-well attractors in embedding space pull dangerous outputs toward detection thresholds.
Quantifies genuine informational value independent of harm scoring. Prevents false positives on legitimate educational, medical, and security content.
Establishes statistical normality against conversational baselines. Detects anomalous drift that single-axis systems miss entirely.
A novel transformer variant where alignment is enforced by architecture, not training. Three structurally specialized attention head groups — Language, Reasoning, and Guardian — make misalignment architecturally impossible rather than statistically unlikely. Guardian Heads are frozen boolean tensors. No gradient can modify them. No training process can compromise them. Safety is mathematically invariant.
Interlocking systems spanning safety classification, embodied agent architecture, edge intelligence, and developer tools.
Real-time safety classification through geometric analysis of embedding-space trajectories. Hexagonal gate architecture evaluates content across six threat categories simultaneously, matching LlamaGuard3 and R2D2 performance at a fraction of the parameter cost.
Multi-agent architecture implementing artificial conscience through the Prometheus framework. Persistent Mask loop with ledger-grounded identity construction enables genuine behavioral alignment through structural scarcity, not reward training.
Tactical edge AI for bandwidth-denied environments. Semantic compression reduces 50MB of sensor data to 14-byte meaning tokens transmitted over LoRa mesh networks — the system that whispers through total EW jamming.
Interested in novel AI architectures, structural alignment, defense applications, or infrastructure collaboration.