Applied AI • Secure Systems • Custom Hardware
Engineering reliable intelligence for the real world
We design, harden, and deploy edge‑to‑cloud AI systems for critical environments — from concept to field‑ready.
Built on open standards, trusted by teams working at scale
Capabilities
Flexible engagement: audits, prototypes, pilots, and production programs. We prefer shipping to posturing.
Private & Edge AI
Compression, distillation, and retrieval tuned for low‑latency inference at the edge. Data never leaves your perimeter.
DevSecOps & Platform Engineering
Reproducible builds, zero‑trust networking, SBOMs, and policy‑as‑code. Supply‑chain security by default.
Unique Hardware
From ruggedized carriers to custom gateways. Thermal budgets met, EMI/EMC compliant, latency shaved to the bone.
Model Evaluation & Safety
Ground truth harnesses, red‑team pipelines, and continuous eval dashboards. Reliability you can measure.
Data Tooling
Labeling, weak supervision, and governance that survives audits. Privacy‑preserving by design.
Systems Integration
K8s, service mesh, observability, and fleet orchestration tuned for constrained, contested networks.
Edge inference in denied environments
We deployed multi‑modal perception across a fleet with intermittent comms, hard power caps, and adversarial conditions. Quantization + pruning brought latency from 78ms → 24ms (P95) while preserving accuracy.
- • P95 latency 3× improvement
- • Energy per inference −41%
- • Secure OTA with SBOM attestation
Approach
Discover
We listen, read the room, and instrument the system.
Design
Threat model, constraints, and tests drive architecture.
Develop
Tight loops from prototype to pilot to production.
Deploy
Docs, SBOMs, and handover that survives real life.
Start a project
Tell us about your constraints. We’ll bring clarity, not jargon.