A small UI discipline with a software engineering twin — one good primitive used identically reads calmer than three near-identical variants.
AI systems, product work, applied research
Arthur Calvi
Head of AI Acceleration at DxO Labs
I help product, support, and engineering teams turn AI from demos into reliable operating systems.
Founder of DailySurf (link coming soon)
I am building a journal-first surf progression product around memory, practice, and feedback.
This site is my public notebook and archive: systems, philosophy, and engineering notes from the work.
Latest reflections
All feed postsLive assistants should retrieve lightly; slower agents can synthesize the day after the work is done.
When a slow AI loop hands work back for human approval, the review surface should lead with the draft, not the operational summary.
Archive
All archiveA research note on using Sentinel-2 time series and harmonic analysis to distinguish seasonal forest behavior at national scale.
A short archive note on lightweight land-cover modeling, temporal consistency, and remote-sensing systems work at Kayrros.