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The documents in this section reflect exploratory thinking from the early interaction with AI period (2018–2019).
While some ideas anticipated later work, the focus of TolarenAI eventually shifted toward verification infrastructure, provenance, and distributed witnessing as developed in the Verification Trilogy.
These notes are preserved as part of the intellectual record, but they represent paths explored rather than the direction ultimately taken.