Journal

Writing from the studio.

Essays and field notes on AI-native software, product design, workflow, and the decisions behind what the studio ships.

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engineering 15 min

Inside Parergon's Vision Stack

The engineering behind Parergon's on-device recognition: Apple Vision and SigLIP2 over one image decode, calibrated onto one confidence scale.

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Earlier writing, ordered by date.