Stories from the gateway
Models
Which Open Model Fits Your GPU: A Memory-First Guide
Total parameters set the memory floor, active parameters set the speed. How to work out what your hardware can actually serve before reading a benchmark.
· 9 min read
Models
Why Benchmarks Disagree, and Which One to Believe
Two credible evaluations can rank the same models differently without either being wrong. How to read that disagreement instead of picking the flattering one.
· 9 min read
Models
Best Model for Code Review: Optimise for Precision, Not Recall
· 9 min read
Models
Best Model for Debugging: Judge It on How It Handles Being Wrong
· 9 min read
Models
Best Model for Test Generation: Coverage Is Not the Metric
· 9 min readModels
DeepSeek V4 Pro: Frontier Reasoning at Commodity Prices
· 10 min read
Models
GLM-5.1 vs GLM-5.2: Same Size, Same Price, Different Job
· 9 min readModels
GLM-5.2 vs DeepSeek V4 Pro: Endurance or Raw Problem Solving
· 9 min readModels
GLM-5.2: The Open Model Built for Long-Horizon Coding
· 10 min readModels
How to Choose a Coding Model Without Trusting Anyone’s Chart
· 9 min readModels
Kimi K3 vs DeepSeek V4 Pro: Doing the 17x Price Arithmetic
· 10 min read
Models
Kimi K3 vs GLM-5.2: Capability Against Deployability
· 9 min readModels
Kimi K3: What a 2.8T Open-Weight Model Actually Buys You
· 10 min readModels
MiniMax M3 vs DeepSeek V4 Pro: Same Score, Different Models
· 9 min readReady to start?
Every model, one key. Start free and upgrade when you are ready.