Intent-Driven Systems for the Real World

We build a family of products that align decisions, tools, and people around clear intent. From field diagnostics to AI safety layers to microfactory ops, everything connects through the mesh.

Legal-clean by design Edge-first & offline ready Human-defense AI layers
Intent Layer Field AI Ops Training Finance

One mesh, many fronts

Our products share a common intent graph, so insights from a jobsite, a training sim, or a finance dashboard can reinforce each other without brittle integrations.

Legal-clean by design

We do not host proprietary manufacturer IP (like elevator fault codes). Instead we encode workflow logic, open standards, and field-proven procedures.

Human-defense AI

We ship AI that protects cognition with guardrails against manipulation, clear provenance, and explainable advice over raw outputs.

The Portfolio

Real products. Real edge cases. No placeholders.

Operating Principles

Legal-First Architecture

No proprietary fault codes or stolen IP. We work from open standards, physics, and experience, so partners sleep at night.

Human Sovereignty

Anti-manipulation guardrails and transparent reasoning. AI that strengthens judgment, not replaces it.

Edge-Ready Reliability

Offline modes, low-friction UX, and battle-tested flows for noisy jobsites and real deadlines.

Composable Mesh

Shared intent graph and clean APIs, where each product stands alone and compounds together.

No Placeholder BS

Real data, meaningful outputs, shipping discipline. Pretty without purpose does not ship here.

Velocity with Spine

We move fast without breaking the law, the customer, or the craft.

Let’s build something that compounds

Partnerships, pilots, or just a sharp conversation. If the mission is ambitious and practical, we are in.

Email: [email protected]

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