Research
Four research pillars. Each one ships as product at DifrasAI, robotics VLAs, operational decision systems, governed agents, and investigative intelligence.
Papers and prototypes matter only if they become systems operators can run. Every pillar maps to a live product or open stack.
Language proposes; controllers constrain. Policy, budgets, and human gates sit between intent and irreversible action.
Benchmarks and roadmaps name gaps in public. Latency, embodiment transfer, and governance are measured, not marketed away.
Pillars
Vision–Language–Action systems that ground language in motion, modular stacks, training loops, and sim-to-real plumbing.
We treat perception, language, planning, and control as specialized modules coordinated through a World Model rather than one monolithic transformer. Kinetic and DifoTrain are the product surface of this line.
Deterministic reasoning over enterprise graphs. Simulation, bottleneck detection, and ranked actions for regulated operations.
Manufacturing and operations data become a living chronicle: detect profit leaks, simulate interventions, and recommend ranked actions operators can audit. CronOS is the live deployment of this research.
Agents that can act only within policy. Human-in-the-loop gates, budget caps, tamper-evident audit, multi-tenant RBAC.
Security is substrate, not a plugin. Every tool call is policy-enforced and auditable. Antraft and Antraft Studio operationalize governed agents for real workflows.
Knowledge graphs, entity resolution, geospatial timelines, and analyst copilots for high-stakes investigative workflows.
Fascinity applies graph analysis, corridor telemetry, risk scoring, and precursor tracing for defense and law-enforcement use cases, analyst workstations over marketing dashboards.
