Deterministic Python function that turns messy unstructured text into validated, schema-conformant JSON. Finds labeled fields and well-known formats (emails, phones, dates, URLs, money), coerces types, and validates against required fields, enums, patterns, and numeric bounds. Zero API cost, zero latency, stdlib only, includes a runnable self-test. Drop it into any agent pipeline.