9/17/2025 · John Ward
What this post added
This post demonstrates a practical application of the Pinecone Assistant for building a personalized knowledge base from unstructured personal notes (Google Docs). It highlights the ease of use for ingesting and querying documents, contrasting it with the limitations of general LLMs for large datasets. A code snippet for programmatic file upload via the Assistant API is provided, showcasing a method to overcome UI batch limits for faster ingestion.