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AI · April 21, 2023

Self-extracting prompts for GPT-4

Use CompressGPT to reduce your GPT-4 token usage by ~70% in one line.

Self-extracting prompts for GPT-4 launched on April 21, 2023 with 13 votes, #1,634 of 4,853 launches that month and more than 75% of that year's launches. The site was still online in September 2026, 3 years on.

In plain words

Self-extracting prompts for GPT-4 is an AI tool that generates prompts designed to work with GPT-4. The tool creates prompts that can extract and optimize themselves for better results. It's intended for users who want to improve their interactions with GPT-4 by using dynamically generated prompts. The product focuses on automating prompt creation rather than requiring manual engineering.

written from the facts on this page · September 2026

From the sources

Prompt compression as compilation: pay the token cost once, reuse it every call. TL;DR One changed import compresses LangChain prompts ~70%; compilations are cached to Redis or disk, so you pay the compression cost once. I saw @VictorTaelin’s tweet recently on increasing the effective context window for GPT-* by asking the LLM to compress a prompt which is then fed into another instance of the same model. This seemed like a neat trick, but in practice presents some issues; the compression can be lossy, crucial instructions can be lost, and less characters != less tokens. I set out to build a more usable version of this idea, and came up with CompressGPT. Through various techniques…from musings.yasyf.com

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  • CG
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