Research
Benchmark contamination explained
What it is, how it happens, and why it can make a public benchmark score misleading.
Topic
Coding & development
Guides, research, and posts on coding & development, newest first.
All content on coding & development
Content
Research
Reading benchmark claims critically
A checklist of questions that determine whether a benchmark number tells you anything about the tool you plan to use.
Guide
What is an AI coding agent, and how is it different from an assistant?
A plain-language definition, what an agent can touch, and what to check before giving one access to your repository.
Guide
A procurement evidence checklist for intelligent software
The facts to pin down before accepting any security, compliance, or authorization claim about a specific product.
Guide
Choosing a coding assistant: what to test in your own code
A practical way to trial AI coding tools on your own repositories before you rely on published comparisons.
Guide
Hosted vs. self-managed deployment: questions to ask
A neutral list of questions that expose the real trade-offs between vendor-hosted and self-managed intelligent software.
Guide
How to read an intelligent-software evaluation
What a trustworthy evaluation shows, what to check before relying on a score, and the warning signs of one that is not.
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