Lili-o

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Research, thinking, and updates from the Lili-o team.

Company · Story·2026-05-20

Beyond Probabilistic Robotics: Why Industry Requires Deterministic Control

Why general-purpose robotics cannot rely on probabilistic VLA models — and what it takes to build the deterministic software layer.

Manipulation · Learning·2026-04-24

One-Shot Method: teaching robots new skills under a minute

Why commercial robotics cannot tolerate months of custom integration — and how Lili-O turns single human demonstrations into bounded, SLA-grade execution policies.