Stories from the gateway
AI Agents
Idempotency in Agent Actions: Safe to Repeat by Design
Agents retry, resume and duplicate calls constantly. Idempotency keys, natural keys and check-then-act patterns that stop one action happening three times.
· 9 min read
Fundamentals
Inference vs Training Cost: Which One Is Actually Your Problem
Training is a one-off capital cost you never pay. Inference is a recurring cost you pay per request. How the two differ and why the distinction shapes pricing.
· 9 min read
Fundamentals
Instruction Tuning: How a Text Predictor Becomes an Assistant
· 8 min read
Guides
JetBrains LLM Setup: Custom Endpoints in IntelliJ IDEs
· 8 min read
Guides
JSON Schema for Tool Calls: What Providers Actually Support
· 9 min read
Guides
Kilo Code Setup Guide: Custom Endpoints and Profiles
· 8 min read
Models
Kimi K2.6 Guide: Specs, Pricing and Where It Still Wins
· 8 min read
Models
Kimi K2.6 vs DeepSeek V4 Flash: Four Axes That Decide It
· 9 min read
Models
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 read
Models
Kimi K2.6 vs Qwen 3.6: Hosted MoE or a Single GPU
· 9 min readModels
Kimi K3 vs DeepSeek V4 Flash: The Widest Gap in Open Weights
· 9 min read
Models
Kimi K3 vs Kimi K2.6: Is the Upgrade Worth 4x the Price?
· 8 min readReady to start?
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