---
title: "#tokens-in-ai articles | Hashnode"
description: "Explore 5 articles tagged #tokens-in-ai on Hashnode. Tutorials, guides, and how-tos from the community."
url: "https://hashnode.com/tag/tokens-in-ai"
---

Tag

# #tokens-in-ai

5 posts · 0 followers

[Jonathan D Andrade](https://hashnode.com/@jdavid465) · [Oct 27](https://hashnode.com/posts/cutting-llm-token-costs-with-jda-zip-protocol-a-lightweight-compression-approach/6ae001df001745e52466adc2)

### [🚀 Cutting LLM Token Costs with JDA-ZIP Protocol: A Lightweight Compression Approach](https://httpsgithubcomjdavid465jda-zip-protocol.hashnode.dev/cutting-llm-token-costs-with-jda-zip-protocol-a-lightweight-compression-approach?utm_source=hashnode&utm_medium=feed)

An open-source (GPLv3) solution using Semantic Anchors & Local Dictionaries to reduce LLM token costs and memory overhead on edge devices.

4 min read · [httpsgithubcomjdavid465jda-zip-protocol.hashnode.dev](https://httpsgithubcomjdavid465jda-zip-protocol.hashnode.dev/cutting-llm-token-costs-with-jda-zip-protocol-a-lightweight-compression-approach?utm_source=hashnode&utm_medium=feed)

[Shubham More](https://hashnode.com/@shubham1251) · [Oct 10](https://hashnode.com/posts/building-with-llms-understand-tokens-api-costs-and-how-to-avoid-unexpected-bills/6aca1bd06ea872aaf6d96677)

### [Building with LLMs? Understand Tokens, API Costs, and How to Avoid Unexpected Bills](https://theshubhammore.hashnode.dev/building-with-llms-understand-tokens-api-costs-and-how-to-avoid-unexpected-bills?utm_source=hashnode&utm_medium=feed)

What every developer should know about token consumption, context management, and cost control before building AI-powered applications. By Shubham · Software Development Engineer

12 min read · [theshubhammore.hashnode.dev](https://theshubhammore.hashnode.dev/building-with-llms-understand-tokens-api-costs-and-how-to-avoid-unexpected-bills?utm_source=hashnode&utm_medium=feed)

[Akash Goenka](https://hashnode.com/@akashgoenka) · [Aug 3](https://hashnode.com/posts/where-the-tokens-go-in-an-agent-session/6a70e3a277aa6e54117da7f7)

### [Where the tokens go in an agent session](https://codebase-memory.hashnode.dev/where-the-tokens-go-in-an-agent-session?utm_source=hashnode&utm_medium=feed)

Most of what an agent session costs isn't the answer it produced — it's the same context, re-sent on every turn. Here's the one lever that matters.

7 min read · [codebase-memory.hashnode.dev](https://codebase-memory.hashnode.dev/where-the-tokens-go-in-an-agent-session?utm_source=hashnode&utm_medium=feed)

[NaveenKumar VR](https://hashnode.com/@vrnaveenkr) · [Jul 5](https://hashnode.com/posts/ai-fundamentals-part-1-llm-tokens/6a49df95e36bc6b3dda8adab)

### [AI - Fundamentals : Part 1 : LLM Tokens](https://claybrainer.com/ai-fundamentals-part-1-llm-tokens?utm_source=hashnode&utm_medium=feed)

Understanding Tokens, BPE, and LLM Costs

8 min read · [claybrainer.com](https://claybrainer.com/ai-fundamentals-part-1-llm-tokens?utm_source=hashnode&utm_medium=feed)

[1](https://hashnode.com/posts/ai-fundamentals-part-1-llm-tokens/6a49df95e36bc6b3dda8adab)

[ssnmahesh](https://hashnode.com/@corelogic) · [May 31](https://hashnode.com/posts/what-lives-inside-an-llm-s-context-window/6a1cbd3e8286e368645b320e)

### [What Lives Inside an LLM's Context Window](https://corelogic.hashnode.dev/what-lives-inside-an-llm-s-context-window?utm_source=hashnode&utm_medium=feed)

A language model can only respond to the text sitting right in front of it. That text is the context window — its short-term working memory. Once you can see what's inside it, almost every "weird" thing an AI does suddenly makes sense.

11 min read · [corelogic.hashnode.dev](https://corelogic.hashnode.dev/what-lives-inside-an-llm-s-context-window?utm_source=hashnode&utm_medium=feed)