Stories from the gateway
Fundamentals
Context Windows: Why More Is Not Always Better
A million-token context window sounds like the end of chunking. In practice models get slower, pricier and less accurate long before you fill it. Here is why.
· 8 min read
Guides
Continue.dev Setup: config.yaml for a Custom Endpoint
Point Continue at any OpenAI-compatible base URL using config.yaml — model roles, apiBase, request options, and why the autocomplete slot needs its own model.
· 8 min read
Cost & Pricing
Cost Per Pull Request: A Unit Metric Worth Tracking
· 8 min read
Cost & Pricing
Cutting Token Usage Without Making Answers Worse
· 8 min read
Guides
Debugging LLM API Errors, Status Code by Status Code
· 9 min read
Models
DeepSeek V4 Pro: Frontier Reasoning at Commodity Prices
· 10 min read
Fundamentals
Embeddings Explained: Vectors, Similarity and Where It Breaks
· 9 min read
AI Agents
Evaluating Agent Reliability: Past the Single Pass Rate
· 10 min read
Fundamentals
Fine-Tuning vs Prompting vs RAG: How to Adapt a Model
· 9 min read
Cost & Pricing
Forecasting AI Spend Without Guessing
· 8 min readCost & Pricing
Free AI API Tiers: How to Compare Limits That Keep Moving
· 8 min readGuides
Generating Commit Messages That Are Actually Useful
· 8 min read
Guides
Generating Documentation With LLMs That Is Worth Reading
· 9 min read
Guides
Generating SQL Safely: Least Privilege Beats Better Prompts
· 9 min readReady to start?
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