Overfit Lab.
Data infrastructure for physical intelligence
We help world-model labs, robotics, autonomy, and embodied AI teams
build the data systems, evaluation benchmarks, and operational playbooks
required to make models work in the real world.
Overfitting is a bug goal.
When the dataset is the world, overfitting isn't failure — it's understanding.
We have are building the whole world,
one captured corner of reality at a time.
What We Do
Data production —
high-fidelity multimodal data pipelines for collection, annotation, QA, edge-case mining, and continuous dataset improvement.
Evaluation & benchmarks —
task taxonomies, scenario suites, model scorecards, and robustness metrics for real-world AI systems.
Strategy & systems design —
advisory and systems design for robotics companies, frontier labs, automakers, and industrial AI teams.
Capabilities
Multimodal data operations —
video, LiDAR, 3D, telemetry, and sensor fusion.
Expert annotation & QA —
domain-specific labeling and review systems.
Benchmark design —
scenario suites and robustness evaluation.
Data strategy —
dataset roadmaps and model feedback loops.
Physical AI advisory —
consulting for deployable embodied intelligence.
Build With Us.
If you are building models that need to understand, evaluate, or act in
the physical world, we would like to talk.