---
title: "#prompt-compression articles | Hashnode"
description: "Explore 2 articles tagged #prompt-compression on Hashnode. Tutorials, guides, and how-tos from the community."
url: "https://hashnode.com/tag/prompt-compression"
---

Tag

# #prompt-compression

2 posts · 0 followers

[Jangwook Kim](https://hashnode.com/@effloow) · [May 1](https://hashnode.com/posts/token-optimization-production-llm-cost-guide-2026/69f4295d6b9922e1825184e1)

### [Token Optimization for Production LLMs: Cut Costs Effectively](https://effloow.hashnode.dev/token-optimization-production-llm-cost-guide-2026?utm_source=hashnode&utm_medium=feed)

LLM API spending nearly doubled from $3.5 billion to $8.4 billion between late 2024 and mid-2025. If you are running any AI feature in production, tokens are your largest line item. The good news: published research from Microsoft, Google, and academ...

11 min read · [effloow.hashnode.dev](https://effloow.hashnode.dev/token-optimization-production-llm-cost-guide-2026?utm_source=hashnode&utm_medium=feed)

[Xiao Yao](https://hashnode.com/@blobxiaoyao) · [Apr 23](https://hashnode.com/posts/stop-writing-long-prompts-compress-them/69ea8ab5904b915438be03bc)

### [Stop Writing Long Prompts. Compress Them](https://blog.appliedaihub.org/stop-writing-long-prompts-compress-them?utm_source=hashnode&utm_medium=feed)

A one-step method to keep full logic in half the tokens. Why verbose prompts dilute their own instructions — and how to compress them without losing precision.

14 min read · [blog.appliedaihub.org](https://blog.appliedaihub.org/stop-writing-long-prompts-compress-them?utm_source=hashnode&utm_medium=feed)