Helping robots learn from experience, remember spaces, and perform reliably where people live and work.
Launch fleets without starting from scratch.
Stop solving the same edge case twice.
Performance compounds over time.
Most robotic systems are capable. What they lack is continuity. They forget past situations. They repeat avoidable mistakes. They treat familiar environments like new ones.
Every deployment generates valuable experience. Most systems throw it away. AugustMille exists to make experience durable.
Robotic systems are ultimately judged by the people who encounter them. Delays, confusion, and inconsistent behavior aren't edge cases—they're the experience.
We design AugustMille focusing on reliability as the core UX.
From experience to better behavior.
Robots capture what happens during real operation: successes, failures, and recoveries.
That experience becomes structured memory tied to physical spaces and repeated scenarios.
When robots encounter similar conditions again, they act with context instead of guesswork.
Works across robots and deployments.
Integrates with control & perception stacks so your team avoids costly rework and gains memory and continuity without disruption.
Tools that let your robots adapt, not just operate.
Reduce site-specific tuning and repeat deployments with fewer regressions.
Systems that learn from use, not reset after deployment.
Reduce friction, manual intervention, and slow progress in the field.
Robots succeed when they fit naturally into human environments. That requires systems that learn, remember, and improve through use.
That's the layer we're building.
Field Notes & Updates
We are documenting our process in building durable robot memory.