The `context_engine.extract` package performs LLM extraction through a LiteLLM proxy and Instructor so that structured output can be produced from extraction workflows.

Supporting contexts

Quoteverbatim

**context_engine.extract** — LLM extraction via LiteLLM proxy + Instructor for structured output

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

Quoteverbatim

LLM extraction via LiteLLM proxy

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

Quoteverbatim

Instructor for structured output

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

Effective from: 7/16/2026, 11:29:39 PM