
A focused validation of estimating capacity, bid velocity, estimator dependency, price-only bidding, and site-intelligence requirements. This is not a repeat of the earlier discovery.
This record does not make a technology recommendation. Leiomano will evaluate the evidence against the locked validation standard: a capacity ceiling alone is insufficient; a measurable current operational or economic consequence must also be present.