Blog

Engineering notes on building and using a machine-consumable error knowledge base.

How the ErrLookup scanner works

2026-08-01

Deterministic candidate extraction, batched LLM analysis, and an adversarial verify pass: the pipeline that turns library source into an error knowledge base.

Run ErrLookup on your own internal repositories

2026-08-01

The pipeline is a local CLI and the dataset is static files — analyze private code on your own hardware and serve the results from any internal host.

Why error lookup matters most for compiled languages

2026-08-01

When a Go binary or a JAR throws in production, the error string is often the only artifact you have — the source that raised it never shipped.