Practice

How to Actually Benchmark a VPS: What a Day of Testing Taught Us About Getting It Right

Default VPS benchmarks can mislead. We ran three rounds of testing on two providers and got the wrong answer twice before fixing our methodology. Here is what we learned about iodepth, multi-stream network tests, and why you should share your data with the provider.

15 mins
AI Governance

Grep 'n Guess: The Research Caught Up

ETH Zurich tested whether AGENTS.md and CLAUDE.md files improve AI coding agent performance. They don't. The grep 'n guess problem — AI reading rules without provably satisfying them — is now empirically confirmed.

20 mins
Natural Selection

Natural Selection - About This Series

AI agents make millions of selections per second. Some are catastrophic. Natural Selection documents the weekly failures, what they cost, and what they teach — because the pattern matters more than any single incident.

2mins
Natural Selection

Natural Selection — Week 11, 2026

GitHub Copilot RCE vulnerability, Moltbook's 1.5M exposed API tokens, 5,711 vulnerabilities across 1,430 vibe-coded apps, and why 12% governance maturity can't keep up with 90% AI adoption.

10 mins
AI Governance

Three Directions, One Destination

Security vendors moving up. AI governance vendors moving down. Platform incumbents embedding sideways. Three directions converging — and a gap none of them fill.

10 mins
AI Governance

Your Agent Cannot Read the Rules

Researchers gave AI agents formal contracts instead of written policies. Violations were caught and logged. Without contracts? Silent drift. No signal at all.

10 mins
AI Governance

Grep 'n Guess: Why AI Can't Find What You Never Organized

Your business rules live in stored procedures, tribal knowledge, and Sarah's head. AI can't ask Sarah — so it guesses. Confidently. At scale. Often wrong.

5 mins
Infrastructure Patterns

Faster Isn't Better When Nobody's Governing

METR's study found AI-assisted developers were 19% slower while believing they were 24% faster. The problem isn't AI speed — it's unstructured AI speed.

10 mins
Infrastructure Patterns

Fractional Infrastructure: What It Means and When You Need It

Fractional infrastructure is different from fractional leadership. Here's what it means and when your firm needs it.

3 min read