Marcus Oduya

Hardening AI systems early prevents lock-in that compounds faster than ever before.

Choose based on scope certainty, not price comfort.

Nonprofits must weigh staff capacity and mission cost against standard build-or-buy frameworks.

Winning founders plan their escape from no-code before they hit the platform's limits.

Unmeasured test gaps hide deployment risk until production breaks them.