Sense
Connect the device
Connect the device to observations and structured data.
Physical AI integration studio · Auburn, WA
Connect Your
Hardware to AI
Physical AI integration for cameras, sensors, intelligent devices, and emerging robotics systems. PhysicAI Labs helps hardware companies connect existing programmable devices to modern AI systems — combining perception, reasoning, constrained action, verification, and logging in a working prototype.
Current focusAgent-Ready Device Sprint
01StatusPhysical AI integration studio
WhereAuburn, Washington
ThesisOne device. One use case. One working loop.
The big idea
AI systems are ready to reason. Most physical devices are not yet ready to be acted on. PhysicAI Labs builds that bridge.
PhysicAI Labs connects AI intelligence to physical devices and systems — machine-vision cameras, smart sensors, inspection devices, IoT products, scientific and industrial instruments, edge-AI hardware, and emerging robotics.
The work starts with what already exists: a device with an SDK, API, or programmable interface. We build a working sense → understand → decide → act → verify loop around it, one device and one use case at a time.
Core Physical AI loop
Sense. Understand.
Decide. Act. Verify.
One device. One use case. One working loop. PhysicAI Labs builds this loop around a device you already have, using the SDK, API, or programmable interface it already exposes.
Understand
Add targeted intelligence
Add computer vision, edge AI, or other intelligence where appropriate.
Decide
Constrain the agent
Give an AI agent a controlled set of permitted tools or actions.
Act
Trigger one action
Trigger one permitted physical or software action.
Verify
Confirm and log
Confirm that the expected result occurred and record what happened.
The offer
$3,500Agent-Ready
Device Sprint
A focused Physical AI proof for one existing product — technical validation, not production robotics engineering.
01 / What you provide
One device. One use case. One permitted action.
You provide one existing programmable device, one use case, and one permitted action. PhysicAI Labs builds the working sense → decide → act → verify prototype around it.
One deviceOne use caseOne permitted action
Everything needed to evaluate it.
Integration source code, device/AI architecture, a constrained agent and tool layer, verification of the resulting action, an audit trail, a technical gap assessment, a production-readiness roadmap, and a recorded technical walkthrough.
Source codeAudit trailRoadmap
Founding engagement$3,50050% to begin
03 / Built for validation
Built for validation, not production.
The Sprint is built for technical validation, customer demonstrations, early product exploration, design-in feasibility, and Physical AI integration proof — not safety-critical or production robotic-arm engineering.
Who we work with
Built for hardware
companies, not consumers.
If your product already has an SDK or API and you're exploring how it fits into robotics, edge AI, or agentic systems, we'd like to hear from you.
Machine-Vision Cameras
Smart Sensors
Inspection Systems
IoT & Connected Devices
Scientific & Industrial Instruments
Edge-AI Products
Emerging Robotics Hardware
Field Notes
Build in public.
Think in public.
Working notes on Physical AI experimentation, device integration, and building in public — real technical work, not generic AI commentary.
Field note 01Point of view
AI Agents Are Leaving the Browser: What Physical AI Means for Hardware Companies
Publishing soonBuild log 01In the lab
Building Bench-1: My First Sense → Decide → Act AI System
Publishing soonResearch 01Working thesis
From Device SDK to AI Agent
Publishing soonField note 02Field notes
What Makes Hardware Agent-Ready?
Publishing soonResearch 02Research
What ROS2 Actually Adds to Physical AI
Publishing soonField note 03Point of view
What Emerging Hardware Standards Could Mean for Device Manufacturers
Publishing soonHow we work
One device, one loop.
We start with a device you already have and prove one working sense-to-verify loop before talking about anything bigger.
Evidence before assertion.
Every action gets verified and logged. If it didn't happen, we don't say it did.
Validation, not production robotics.
The Sprint is a technical proof — not safety-critical control, custom firmware, or a production deployment.
Get started
Where AI Meets
the Physical World
Have a programmable device you're trying to connect to AI, edge intelligence, or robotics? Let's examine one concrete use case.
Start a conversation
Have a device to connect?
Let's find the use case.
Tell us about the device, the use case, and the action you'd want an AI agent to take. Send a note, or schedule a focused conversation.