I build software people find helpful and delightful to use.

Lately that means AI agents that ask before they act, and plain notes on what they can and can't do. I'm Arnold, an engineer in Lagos.

RECEIPT · SELECTS

test written down 17 Oct 2026, before judging

claim
An open model can spot the moments viewers replay.
test
19 Creative Commons videos, 456 clips picked at random from 3,591

Gemma 40.56
coin flip0.50

verdictNOT SUPPORTED

So the clipper shows its reasons instead of a score. Read the write-up

Work

Off the clock

Still no muscle-up, and no split yet. More about me