Stories from the gateway
Models
Evaluating Models on Your Own Codebase
Public benchmarks rank a sample that is not your repository. How to choose tasks, source ground truth and size a set that actually predicts your work.
· 9 min read
Models
Every 1M-Context Model Compared: Which Window Is Real
Five open-weight models now advertise 1M tokens. Advertised context and usable context are different things. How to tell which window actually holds up.
· 9 min read
Models
Fallback Model Selection: Choosing Your Second Model Well
· 9 min read
Models
GDPval Explained: Benchmarking Real Professional Work
· 9 min read
Models
GLM-5.2 vs DeepSeek V4 Flash: Ten Times the Price
· 9 min read
Models
GLM-5.2 vs MiniMax M3: Long-Horizon Code or Cheap Multimodal
· 9 min readModels
GLM-5.2 vs Qwen 3.6: Sparse and Huge, or Dense and Small
· 8 min readModels
How to Read a Model Card Without Being Misled
· 9 min readModels
Kimi K2.6 Guide: Specs, Pricing and Where It Still Wins
· 8 min readModels
Kimi K2.6 vs DeepSeek V4 Flash: Four Axes That Decide It
· 9 min readModels
Kimi K2.6 vs DeepSeek V4 Pro: Sight or Depth
· 9 min read
Models
Kimi K2.6 vs GLM-5.2: Vision and 256K, or MIT and 1M
· 8 min readModels
Kimi K2.6 vs MiniMax M3: Two Ways to Do Multimodal
· 9 min readModels
Kimi K2.6 vs Qwen 3.6: Hosted MoE or a Single GPU
· 9 min readReady to start?
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