Blog

Stories from the gateway

AI Agents

Agent Sandboxing: Containers, gVisor and microVMs

An agent that runs code needs a blast radius, not trust. How containers, gVisor and microVMs differ, and the network and credential controls that matter.

· 9 min read
Cost & Pricing

AI on a Student or Solo Developer Budget

You do not need a frontier model for most of what you do. A practical guide to getting real work done on AI when the budget is small and the meter is scary.

· 8 min read
AI Agents

AI vs AI Agent: What Actually Changes When You Add a Loop

· 8 min read
Guides

Aider Setup Guide: Any OpenAI-Compatible Endpoint

· 8 min read
Guides

Automating Code Review With LLMs Without Drowning in Noise

· 9 min read
Cost & Pricing

Batching Requests to Save Money: When It Pays

· 8 min read
Models

Best Model for Code Review: Optimise for Precision, Not Recall

· 9 min read
Models

Best Model for Debugging: Judge It on How It Handles Being Wrong

· 9 min read
Models

Best Model for Test Generation: Coverage Is Not the Metric

· 9 min read
Guides

Building a Chatbot From Scratch: The Parts Nobody Mentions

· 9 min read
AI Agents

Building Your First Agent: A Loop, Three Tools, One Guard

· 8 min read
Guides

Choosing an AI Provider: The Questions to Ask

· 9 min read
Guides

Cline Setup Guide: Pointing It at a Custom Endpoint

· 8 min read
Cost & Pricing

Context Window Cost Tradeoffs: Bigger Is Not Free

· 8 min read

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