Physical agents that perceive, reason, and act in the real world
Newton Agents turn sensor data, vision, and domain knowledge
into real-time understanding of your operations — improving asset reliability, optimizing processes, and scaling operator expertise.
Start with ready-to-deploy agents or build your own.
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→ Task Verification Agent
Verify task execution and flag quality issues
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→ Operational state monitoring Agent
Monitor system conditions and identify emerging issues
challenges
From physical signals to operational understanding
Industrial operations generate more data than any team can process, from sensor streams and telemetry to operator logs. Hidden within it are the early signatures of machine failure, the subtle variables behind successful production, and the expertise earned over years of hands-on work.
Newton Agents activate that intelligence — monitoring, optimizing, and automating physical operations in real time. Powered by the Newton foundation model, agents fuse physical signals from any sensor with video and language into a unified understanding across your machines, processes, and workforce.
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industries
Ready-to-deploy agents, ready for any operation
Newton Agents are built to solve common operational challenges. Unlike traditional industrial AI that requires custom models for every machine, site, or environment, Newton Agents work across any asset with just a handful examples—eliminating months of model data labeling, model development, and retraining.
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Understand the hidden operating conditions and performance drivers to optimize physical systems.
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Detect rare, high-impact faults, conditions, or events from only a handful of examples.
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Surface emerging issues and unknown failure modes for early investigation and response.
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Ensure tasks are executed correctly and consistently, improving quality & compliance across operations.
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Automatically generate standard operating procedures and work instructions from video recordings.
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Don’t see your use case? Build custom agents on the Archetype Platform.
our model
Learn. Adapt. Deploy.
Newton Agents automatically discover patterns and behaviors in your operational data. Label a few examples to identify the conditions that matter, then continuously recognize them in real time.
Built differently,
for the physical world
Newton for business
Fuse sensor streams, video, and domain knowledge to surface hidden patterns, conditions, and anomalies that no single signal reveals.
GENERALIZABLE AT SCALE
Powered by Newton, agents adapt to machines, sites,
and use cases from just a few examples, eliminating custom
models for every deployment.
SECURE CLOUD-TO-EDGE DEPLOYMENTS
Deploy agents in your cloud, on-prem, or at the edge, enabling real-time experiences while keeping data under your control.
Turn sensor data into
insights, recommendations, and automations
Newton Agents are built to solve common operational challenges. Unlike traditional industrial AI that requires custom models for every machine, site, or environment, Newton Agents work across any asset with just a handful examples—eliminating months of model data labeling, model development, and retraining.