What is being built now
A Phase One software and evidence system plus bounded research extensions.
Investor contact
A company thesis built around the training layer.
Research depth supports the company story: test the software, learn what sensing is missing, generate richer data, and compound the training system.
NO SUPERIORITY CLAIMThe thesis
Manipulation remains a training and data bottleneck.
Why it can compound
Evidence informs sensing; sensing creates differentiated physical data; data improves the learning system.
Why hardware can matter early
Selective prototypes can be scientific instruments and data generators before they are products.
What has not been proven
No performance superiority, generalization advantage, or hardware uniqueness claim precedes matched evidence.
Compounding system
Each layer can increase the value of the next.
SOFTWARE EVIDENCE→SENSING→PHYSICAL DATA→MODELS→CORRECTION
The flywheel is a company direction, not a completed result. Every transition has an evidence gate.
Investor conversation
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