Notes & Insights
Notes from the work.
Engineering deep-dives, deployment playbooks, and perspective on building software that actually runs in healthcare, retail, and enterprise operations.
- Healthcare
Building hospital management systems for Pakistan, Canada, and beyond — what changes per market
Lessons from shipping HMS deployments across multiple healthcare markets. Compliance, billing models, paper-to-digital transitions, connectivity, language, and what stays the same.
May 14, 2026·9 min read - Retail
How to roll out a custom POS to a 10-store retail chain without downtime
A field-tested playbook for replacing legacy POS across multiple stores. Pilot store, offline-first sync, payment integration, and the cash-up flow that decides adoption.
May 7, 2026·11 min read - AI
When (and when not) to embed AI in your operations software
An honest framework for deciding whether AI belongs in a workflow. Cost, quality, latency tradeoffs, eval discipline, and the cases where it pays off vs. distracts.
April 30, 2026·8 min read