Explore a connected idea
Fieldnotes and practical guides connected by developers.
Build the contract around the decision that has to be made. These articles connect domain formats, versioned delivery, and model-assisted classification with practical validation and recovery steps. Treat examples as starting points for your own requirements. Document what every field means, separate classification from enforcement, and preserve enough operational evidence to explain a change without retaining unnecessary browsing data.
Start with an article that matches the task in front of you. Compare its examples with your actual configuration, record what you can observe, and preserve the distinction between a tested result and a broader assumption. The related guides below offer a shorter reference when you need to revisit the fundamentals.
An AI score becomes useful when its target, evidence, and uncertainty are visible. Learn how to evaluate domain classifications and choose thresholds that reflect the cost of mistakes.
6 min readPlan an ad block list API around explicit rule semantics, reproducible releases, and recoverable updates. This practical architecture guide follows a list from its source record to the client.
6 min readCompare domain-level blocking with browser filtering, understand why formats are not interchangeable, and design a small test plan for choosing the appropriate layer and handling exceptions with context.
6 min read
