Stop Comparing AI Models Like Software Versions

Every time a new model drops, Reddit fills with hot takes. Version X is better. Version Y is ruined. The entire framing is wrong — and it leads engineers to make bad decisions.

Vinzenz Feenstra · 2026-05-10 · 3 min read

Read article arrow_forward

Recent Analysis

View all arrow_forward

agentic swe 6 min

The Planner-Executor Pattern Is a Tooling Problem, Not a Strategy

The 'Planner-Executor' pattern, where a human provides a step-by-step plan for an AI to execute, is a symptom of a tooling gap, not a sustainable agentic strategy. While some frontier models are demonstrating long-term autonomous capability, practitioner tools still force engineers to act as an external executive function. The real metric for progress isn't task completion, but the Mean Time Between Required Human Interventions (MTBI).

Token Crunch · 2026-05-10

meta 3 min

What Token Crunch Is and Why It Exists

Most AI engineering content is written for people who want to feel informed, not for people who need to ship. Token Crunch exists for the second group.

Token Crunch · 2026-05-09