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Stories from the gateway

Models

Model Selection for Cost Ceilings: Working Backwards From a Budget

When the budget is fixed before the model is chosen, selection inverts. How to derive a per-request token allowance and pick what fits inside it.

· 9 min read
Fundamentals

Model Size vs Capability: Why Bigger Stopped Meaning Better

Parameter counts once tracked capability closely and no longer do. What size still predicts, what it never predicted, and what to check instead.

· 9 min read
Models

Models That Fit on One GPU: What You Can Actually Run

· 9 min read
Fundamentals

Multi-Head Latent Attention Explained

· 9 min read
Models

Multi-Model Strategies: Splitting Work Across Two or Three Models

· 9 min read
Fundamentals

Needle-in-a-Haystack Tests: What They Prove and What They Miss

· 9 min read
Cost & Pricing

Negotiating AI Contracts: What Is Actually on the Table

· 9 min read
Guides

Neovim LLM Setup: Adapters, Keys and Custom Endpoints

· 8 min read
Models

Open Model Pricing Compared: What the Per-Token Rate Hides

· 9 min read
Models

Open-Weight Model Licences Compared: What You Can Ship

· 9 min read
Models

Open-Weight vs Closed Models: What the Gap Costs You Now

· 9 min read
Guides

OpenAI Node SDK Setup Against a Custom Base URL

· 9 min read
Guides

OpenAI Python SDK Setup for Any Compatible Endpoint

· 9 min read
Guides

opencode Setup Guide: Custom Providers in the Terminal

· 8 min read

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