Stories from the gateway
Models
A/B Testing Two Models Without Fooling Yourself
Comparing two models on live traffic sounds simple and usually is not. Sample sizes, paired designs, and the metrics that actually settle the question.
· 9 min readModels
Active vs Total Parameters: The Number Spec Sheets Hide
A 2.8T model and a 27B model can be two-to-one apart on the figure that governs thinking. How to read parameter counts across the 2026 field.
· 9 min readModels
Agentic Coding Models Compared: Who Survives the Loop
· 9 min readModels
Arena Elo Explained: What a Preference Rating Measures
· 9 min readModels
Benchmark Contamination Explained, and What to Do About It
· 9 min readModels
Best Model for Agentic Workflows: Reliability Compounds
· 9 min readModels
Best Model for Backend Code: Where Benchmarks Transfer Best
· 9 min readModels
Best Model for Batch Jobs: Throughput, Not Intelligence
· 8 min readModels
Best Model for Data Science: Correct Code, Wrong Analysis
· 9 min readModels
Best Model for DevOps: Blast Radius Changes the Calculus
· 9 min readModels
Best Model for Documentation: Accuracy Is the Only Metric
· 8 min readModels
Best Model for Enterprises: Capability Is the Easy Part
· 9 min readModels
Best Model for Frontend Code: Judgement Without a Compiler
· 9 min readModels
Best Model for Go: Easy to Write, Hard to Get Idiomatic
· 9 min readReady to start?
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