
Edge AI Coding — Part 3: Axelera Wingman
Axelera’s Wingman found the bug in my Metis benchmark code, taking ResNet-50 from 695 to 1601 FPS on four cores.

Axelera’s Wingman found the bug in my Metis benchmark code, taking ResNet-50 from 695 to 1601 FPS on four cores.

How I turned Part 1’s ‘skills from struggle’ insight into a working library of Edge AI vendor skills — one per accelerator.

How I turned a hard-won OpenCV frame-navigation recipe — first written by hand, then re-discovered by AI coding the painful way — into a persistent skill that future AI sessions can reuse.