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Large Language Models

The best known examples of these at the time I write this are OpenAI's ChatGPT models, which can be accessed through an API at a cost proportional to the number of words in the prompt and response.

OpenAI Pricing

One interesting technique combines text generation and "embedding" (i.e. generating a vector representation of a document) to create a chatbot that can search a corpus of documents.

TypeChat (Typescript Types + LLM)

open-ai-to-sqlite

Simon Willison - Q&A against your documentation with GPT3, embeddings and Datasette

Langchain Retrieval Augmentation ("Fixing Hallucination with Knowledge Bases")

Random Projection for Locality Sensitive Hashing

Writing an LLM Agent in 50 Lines of Code

Martin Fowler: Example of LLM prompting for programming

Ed Frank - Rebuttal to Society’s Tech Debt & Software’s Gutenberg Moment

chatgpt-plugin-ts

Embedding Archives: Wikipedia

See Also

Notes