Writing
Notes on building real systems.
Essays on AI in production, multi-tenant SaaS, security, and the business lens I bring to engineering — drawn from the work, not from generic advice.
- Systems
Building an AI CRM from scratch
What it actually takes to go from “AI should read my inbox” to a multi-tenant SaaS with auth, billing, and a human-in-the-loop approval flow.
6 min read - AI
Why human-in-the-loop AI matters
Autonomy is seductive and usually wrong for business workflows. A case for putting AI behind an explicit approval boundary, and how I built one.
5 min read - Architecture
Designing multi-tenant SaaS safely
Workspace isolation is the feature you never want to get wrong. Notes on tenant boundaries, RBAC, and designing data access you can trust.
6 min read - Perspective
What business experience taught me about software
Years of selling and supporting software changed how I build it. On workflows, trust, and why the customer's day-to-day should shape the architecture.
5 min read - Security
Lessons from Gmail OAuth and production auth
Tokens, scopes, refresh flows, CSRF, and the gap between a login that works on localhost and one you'd trust in production.
6 min read - Story
From finance to computer science
I studied finance and built a career in B2B sales. The move into software hasn't been a reset — it's been a convergence.
4 min read