An AI Workforce for the physical world
We build agents who can reason about your physical assets and take action to do dull, dirty, and dangerous work.
Our Product
Meet your Team
Specialist Agents
Nora · Compliance
Ray · Energy
Tess · MaintenanceAI workers that rapidly learn your intent and take on dull, dirty, and dangerous tasks. Administration, scheduling, compliance, predictive maintenance. Always on, always learning.
Agentic Digital Twins
1111 Main St
Roof Chiller 8
Packer 3
Boiler BLiving representations of physical assets that perceive their environment, build memories, reason about state, and act through connected tooling. Not a static model; an agent in its own right.
Agent Harness · Memory + Tools
Episodic experiences → semantic and procedural memory. Every session deepens domain knowledge. Tools for real world results.
Agents need context to reason and tools to act. Our harness manages agent context through a custom memory system built to enable reasoning about physical systems, and a growing catalog of tools accessed through advanced toolcalling to surface just the right context and capabilities for the task.
Rapid Data Onboarding
Coding agents integrates data types from new systems of record, sensors, or other sources. Multi-modal data → semantic understanding available via efficient graph-based retrieval.
Context Layer
Without the right context and grounding, even the best foundation model fails at physical tasks. We provide the context layer that makes reasoning actionable and safe.
Enterprise Grade
Any cloud · edge · on-prem. Model routing, tracing, explainability, and compliance reporting for regulated industries. Model-agnostic, hardware-integrative, edge-first.
User Journey
Your path to physical AI
Whether you are starting from scratch or building on existing AI initiatives, we accelerate your physical AI outcomes.
Start with any agent
Use Claude Cowork, NemoClaw, or a twnstr hosted agent. No new interface to learn. We meet your employees in Teams, Slack, or Telegram.
Native integration to twnstr
Your employees' agents connect to the twnstr harness via A2A, MCP or SKILLS.md/CLI. Task-tuned agents and agentic digital twins become available to your agents and staff.
Discover & Onboard Assets
Through conversation, agents discover physical assets from the environment, systems of record, sensors, and services. Context builds automatically.
Intent → Workflow → Outcome
Your employees express intent, or agents surface it from documentation; workflows generate automatically, data gaps trigger new integrations.
Workforce expands organically
Agents learn like a human workforce; taking on more tasks, compounding institutional memory with every job completed.
Industries
Building for the enterprises that build the world
Smart Factory Operations
Monitor entire production lines in real-time. From complex systems of systems to simple components. Predict equipment failures before they happen and optimize throughput automatically.
Intelligent Building Management
Create living blueprints of your properties. Automate walkthroughs, inspections, and maintenance.
Fleet & Asset Tracking
Every vehicle, container, and package as a digital entity. Real-time location, condition monitoring, and route optimization. Put the right asset on the right target at the right time.
Aircraft Lifecycle Management
From assembly to retirement. Maximize utilization and minimize total cost of ownership. Track every component, predict maintenance windows, and ensure regulatory compliance.
Join as a pilot partner
Ready to hire your AI Workforce?
Let us help you build AI assistants to do the dull, dirty and dangerous work so your employees can do strategic, creative and rewarding work.
No commitment required.