Insights: Ecommerce & AI Engineering

How to stop an AI feature from inventing numbers: grounding LLM output in production

A language model will happily tell a golfer they hit 64% of fairways when nobody measured their fairways. Here's the pattern we use to stop that in production: the database owns the numbers, the model writes the words, and a checker sits between them.

Magento 2.4.6 standard support has ended: what changes, and how to plan the upgrade

Standard support for Magento 2.4.6 ended on 11 August 2026. Four weeks later, Open Source stores on 2.4.6 got their first regular security bulletin with no fix for their version. Here's what changed for each edition, the PHP deadline coming next, which version to move to and how we run the upgrade.

Offline-first Flutter apps for field and warehouse teams: architecture, sync and what breaks

Most offline-first advice stops at caching. The hard part is the queue: what a worker did without signal, who did it, and what happens when it reaches the server twice. Here's how we approach it, from a Flutter inventory app we shipped.