Blog

Thinking out loud.

On AI engineering, multi-agent systems, and how software development actually changes when the team never sleeps.

Why 10 Specialist Agents Outperform One General Agent

The case for specialization in AI engineering teams. Why depth beats breadth when you're shipping production code.

Most AI tools chunk code by file or by character count. We chunk by method. Here's why that changes everything.

We built a dedicated security agent that reviews every implementation through the eyes of an attacker — before anything ships.

Routi assesses every task from 1–5 and assembles exactly the right team. No over-engineering. No under-resourcing.

We ran AfterBOTS on a real enterprise .NET codebase with 50,000+ files, a decade of technical debt, and zero documentation. Here's what happened.