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Thinking out loud.

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

Architecture2025-01-15 · 7 min read

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.

Technical2025-01-08 · 9 min read

Method-Level Chunking: How We Read Codebases Like Senior Engineers

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

Security2024-12-20 · 6 min read

Security Isn't a Checkbox. Meet Secu.

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

Product2024-12-12 · 5 min read

Complexity Intelligence: Why Simple Tasks Shouldn't Take 3 Minutes

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

Case Study2024-12-05 · 11 min read

AfterBOTS on a 50,000-File .NET Monolith

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.

AfterBOTS

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