src/knowledge/loader.py

# Phase 2 placeholder: PDF knowledge base loader
# Will use: pypdf or pdfplumber for extraction, then chunk + embed for RAG
#
# Interface (to be implemented):
#   async def load_pdf(path: str) -> list[str]: ...
#   async def retrieve(query: str, top_k: int = 3) -> list[str]: ...