AI & Machine Learning

You Don’t Need 12 Containers to Ship a Side Project

Self-hosting Supabase means running a dozen containers for what started as ‘I just want auth and a database.’ Instancez collapses that into one binary and one config file β€” but the real story isn’t the tech. It’s the bet that Supabase’s moat isn’t its infrastructure, it’s developer habit, and that a simpler drop-in replacement can be a correction, not just a clone.

Your Phone Is Now Bolted to Your License Plate. You Just Don’t Know It Yet.

New surveillance tech now links your phone’s MAC address to your license plate in real time, creating a permanent, queryable map of everywhere you’ve been β€” no warrant, no suspicion, no consent required. The system isn’t designed to catch criminals. It’s designed to decide when to look. And when it leaks, the watchers become the watched.

AI Won’t Replace Developers. It’s Quietly Destroying Your Business Rules.

AI was supposed to eliminate the need for explicit programming. Instead, it’s scattering your critical business logic across untraceable, AI-generated code. The real danger isn’t AI replacing developersβ€”it’s developers losing control of their own systems. Here’s why declarative rules are your only lifeline.

Vibecoding Is a Trap. And It’s Leaking Your Private Data.

A recent bug report alleging Claude Code leaked a developer’s email via curl commands exposes a dangerous flaw in AI-native engineering. When companies celebrate ‘vibecoding’ and dogfooding, accountability dies and privacy becomes an afterthought. Here’s why your AI coding assistant might be your biggest security liability.