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THE DATA WHEEL
A diagnostic framework for data as a commercial asset
Legal
Custody
Use
Regs
Contract
Title
Saved
Accessed
Value
Bundling
Forced Open
Restricted
Forced Closed
Rights
Limits
Owned
Licensed
Duration
Storage Cost
Bulk
On Demand
Perishes
Fortifies
Rivalrous
Elastic
Specific
Monopoly
Service
Hardware
Additive
CROSS-RING INTERACTION
Training Data Licensing
A publisher licenses a training corpus to an AI lab in bulk. The
data fortifies — the trained model accumulates capability that
compounds over time. But the licence is time-limited. At
termination, what happens to the fortified capability the model
has absorbed? The licence almost certainly does not address
this, because the drafter was thinking about the input (the
corpus), not the accumulated output (the trained capability).
The termination clause says “delete the data.” The model weights
are not “the data.” This is where most training-data licences
quietly transfer far more value than the headline fee suggests.