Articles

Writing

Notes on AI-augmented engineering, large-scale frontend migrations, and shipping production software as a team of one.

61% to 90%: How I Actually Raised Test Coverage on a Solo SaaS

Scoping coverage to the surfaces that matter, a local pre-commit gate that mirrors CI, and the gap between what Vitest reports and what Codecov enforces.

Aug 8, 2026 · 6 min read

Debugging in a Black Box: What WebViews Taught Me About Cross-Platform Web

The specific, under-documented failure classes of shipping web products inside native app WebViews — and the debugging loop that survived contact with iOS and Android.

Jul 20, 2026 · 6 min read

The Judgment Call: Why I Didn't Fully Automate the Hiring Feed

Building an AI-assisted scraping pipeline for 50+ airlines, and the trade-off between full automation and a trustworthy result.

Jul 18, 2026 · 5 min read

Shipping a production SaaS as a team of one with Claude

How I run architecture, CI/CD, migrations, security, and product as a solo engineer by treating an AI agent as a real engineering partner.

Jun 20, 2026 · 8 min read

React → Next.js at 1M MAU: lessons from tiket.com

What actually matters when migrating a high-traffic product to Next.js: WebViews, performance budgets, and shipping without stopping the roadmap.

May 12, 2026 · 6 min read