LLM
14 articles
Using large language models for extraction, transformation, and indexing.
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Turn Podcasts into a Knowledge Graph with LLM and CocoIndex
Build a pipeline that turns YouTube podcasts into a knowledge graph: extract speakers, statements, and entities with an LLM, then dedupe them with embeddings.
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Build a Self-Updating Wiki for Your Codebases with an LLM
Auto-generate documentation for every project in your codebase: a CocoIndex pipeline writes a wiki page per repo with an LLM, kept fresh as code changes.
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Extract patient intake forms with DSPy and CocoIndex
Extract Pydantic-typed structured data from patient intake forms using DSPy and CocoIndex: OCR vision models with incremental processing.
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A knowledge graph from meeting notes that auto-updates
Build a self-updating Neo4j knowledge graph from meeting notes with CocoIndex v1: LLM-extracted decisions, tasks, and owners, with embedding-based dedupe.
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Trending HackerNews topics with an LLM and CocoIndex
Rank trending HackerNews topics in Postgres with an incremental CocoIndex v1 pipeline: scrape threads and comments, extract topics with an LLM.
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Extract HackerNews into Postgres with a custom source
Build a custom CocoIndex source for the HackerNews API: fetch threads and comments in async Python, extract topics with an LLM, keep Postgres in sync.
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Extracting Intake Forms with BAML and CocoIndex
How to use BAML and CocoIndex to extract structured data from patient intake forms in PDF/Word with LLMs continuously for production.
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CocoIndex Changelog 2025-07-07
CocoIndex updates: in-process setup/drop API, EmbedText building block, SplitRecursively improvements, union/NumPy types, and the Kuzu graph target.
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Build a product recommendation engine with LLM + Neo4j
An LLM extracts each product's taxonomy and complements; CocoIndex turns the labels into a Neo4j knowledge graph that answers 'bought this, also need…'.
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CocoIndex Changelog 2025-04-30
CocoIndex updates: knowledge graph support, Qdrant and Supabase targets, KTable and LTable data types, additional LLM providers, and more.
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Build Real-Time Knowledge Graph For Documents with LLM
Build a Neo4j knowledge graph from Markdown documents with an LLM. CocoIndex updates the extracted relationships as documents change.
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Structured Extraction from Patient Intake Form with LLM
Extract typed Patient records from PDF and DOCX intake forms with an LLM and CocoIndex v1: the nested schema is the whole prompt; results land in Postgres.
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CocoIndex Changelog 2025-03-20
First release of CocoIndex Changelog: LLM support, codebase indexing, custom functions, and assorted core/performance improvements
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On-premise structured extraction from PDFs with Ollama
Extract structured data from PDF manuals locally with Ollama and CocoIndex: docling converts PDFs to Markdown, a local LLM fills typed Postgres rows.