Frontier intelligence

Training the next generation of AI to perceive, decide, and act.

Frontier models that turn raw signal into decisions — at the speed the moment demands. We work the hardest problems in real-time perception and autonomy, where the margin is measured in meters and milliseconds.

Decision-grade intelligence for the environments that matter most.

Most AI is trained for the browser. We train ours for the field — where perception has to be right the first time and latency isn't an option. Our models close the loop from detection to decision.

/ 01

Perception at the edge

Fuse noisy, multi-sensor input into one coherent picture in real time — and hold what matters as the scene moves.

/ 02

Autonomous decisioning

Reason under uncertainty and act with precision — a live read of the world, turned into the right call at the right instant.

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Deployed autonomy

Runs where the connection is thin and the stakes are high — on the platform, at the point of decision, not a distant datacenter.

We're not iterating on the last generation. We're training the next one.

Frontier capability doesn't come from scale alone. It comes from training on the problems that break everything else — end to end. That's the work. We do it quietly, and we do it well.

10ms
From signal to decision — the budget we design against.
24/7
Focus that holds in any light, weather, or tempo.
∞
Edge cases are the job. We train for the long tail, not the demo.

We're assembling a small team of exceptional people.

There isn't much on this page — that's intentional. If you're among the best at perception, reinforcement learning, autonomy, or systems at the edge, and you want your models deployed where they genuinely matter, let's talk.

Research Scientist — Perception RL & Autonomy Sensor Fusion ML Systems / Edge Inference Data Infrastructure Founding Engineer
careers@gieidi.com →