From the Notebook
Notes on AI-augmented engineering, LLM infrastructure and shipping real software — drawn from things I actually built.

Will AI replace developers? What actually changes
The honest answer from someone who ships with AI every day — it replaces the typing, not the judgment. Here's who's actually at risk, and who gets more valuable.
Read
Is AI dangerous, or just misunderstood?
The scary robot on the news and the tool I use every day are not the same thing. A builder's honest, non-hype take on where AI actually helps, where it actually harms, and what to watch.
Read
Vibe coding is fun — until it hits production
Prompting until it works is a great way to learn and prototype, and a dangerous way to ship. Where "vibe coding" earns its place, where it quietly bites, and how to graduate a vibe-coded prototype into something real.
Read
How I audit AI-written code — and the bug that proved why
I ship as an AI-augmented solo builder, but I never trust what the model produces. Here's the review discipline that caught a missing Android permission in every earlier release build.
Read
Payment-native from day one — building with QRIS in Indonesia
Cards are the wrong default for the Indonesian market. Here's how I make apps take money natively with QRIS — and why verification has to happen on the server, never the client.
Read
One key, five LLMs — building Vensix, an OpenAI-compatible gateway
Why I put a single billing-and-routing layer in front of Claude, GPT, Gemini, DeepSeek and Kimi — and what an OpenAI-compatible API buys you for the Indonesian market.
Read
Shipping a whole business on Cloudflare Workers
No servers to patch, no region to pick, and a bill that rounds to zero at low traffic. How I run real products — a dealership CMS, a temp-mail service, this very site — on Cloudflare's edge.
Read
I wrote Indonesian payroll twice on purpose
CoalTrack computes statutory payroll on the server in PHP and again on the handset in Dart. Duplicating the logic sounds wrong — here's why it's the safest thing I did.
Read
Access control belongs in the database, not the UI
Hiding a button is not security. How I enforce who-can-see-what with Postgres row-level security — and back it with an audit trail the app is not allowed to rewrite.
Read
Debloating Android without root — and proving it worked
A no-root, fully reversible debloat toolkit over wireless ADB, with real before/after numbers from a vivo V21. No placebo "boosters" — measured frames.
Read