Blog

Stories from the gateway

Fundamentals

Open Weights vs Open Source: The Distinction That Matters

Downloadable weights are not the same thing as open source. Here is what the licences actually permit, and which differences change what you can ship.

· 9 min read
Models

Open-Weight Models in 2026: Licences, Sizes and Trade-offs

Kimi K3, GLM-5.2, DeepSeek V4, MiniMax M3 and Qwen compared on the axes that decide deployment: licence terms, active parameters, serving cost and benchmark shape.

· 11 min read
Guides

OpenClaw Setup: Custom OpenAI-Compatible Provider

· 8 min read
Cost & Pricing

Per-Token vs Flat-Rate AI Pricing: Run the Numbers Yourself

· 7 min read
Cost & Pricing

Prompt Caching Economics: Break-Even, TTL and Hit Rate

· 8 min read
Fundamentals

Prompt Caching: Stop Paying for the Same Tokens Twice

· 9 min read
AI Agents

Prompt Engineering for Coding Agents Is Mostly Context Engineering

· 8 min read
AI Agents

Prompt Injection: Why Your Agent Is a Confused Deputy

· 8 min read
Fundamentals

Quantization Explained: Big Models on Smaller Hardware

· 9 min read
Models

Qwen 3.5 for Coding: Picking a Size You Can Actually Run

· 10 min read
Fundamentals

RAG vs Long Context: Retrieval Did Not Become Obsolete

· 8 min read
Guides

Rate Limits and Retries: Backoff That Does Not Make It Worse

· 9 min read
AI Agents

ReAct vs Plan-and-Execute: Two Ways to Run an Agent Loop

· 9 min read
Fundamentals

Reasoning Models Explained: When Thinking Longer Helps

· 9 min read

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