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Jerry Liu

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titleconferencedate
Building AI Agents that actually automate Knowledge WorkAI Engineer World's Fair 20252025-06-03
A practical blueprint for automating document-heavy workflows: a document MCP server composed of connectors, parser/extractors, and vector/SQL/graph indexes…
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Building Multi-Agent RAG SystemsSingleStore Now 20242024-10-03
Argues that production-grade knowledge assistants need four concrete layers: high-quality parsing and retrieval (not naive 512-token chunking), agentic…
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Building an Advanced Knowledge AssistantSingleStore Now 20242024-10-03
Explains a concrete stack: use a better parser (LlamaParse) to convert PDFs PowerPoints Excel into semantically coherent chunks, store text and images for…
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The Future of AI AssistantsRay Summit 20242024-09-30
Argues that naive RAG fails for complex enterprise data and shows concrete fixes: an LLM-native parser (Lama Parse) that extracts tables, charts and captions…
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Keynote: Unlocking Corporate Data with Retrieval-Augmented GenerationAI.dev: Open Source GenAI & ML Summit North America 20232023-12-12
A practical roadmap for moving beyond basic RAG: use LlamaIndex to connect drives, PDFs, databases and APIs to an LLM (quickstart in five lines of code) but…
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Keynote: Unlocking Corporate Data with Retrieval-Augmented GenerationCassandra Summit 20232023-12-12
Retrieval-augmented generation handles simple fact lookup but fails on multi‑step comparison, SQL‑style filtering, and structured analytics; solution is an LLM…
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Keynote: Building and Productionizing RAGPyData Global 20232023-12-06
Concrete recipe: a Python library called llama index ingests documents by chunking and embedding into a vector DB, then runs retrieval plus LM synthesis —…
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