JJonathan D Andrade6h ago · 4 min read🚀 Cutting LLM Token Costs with JDA-ZIP Protocol: A Lightweight Compression ApproachTL;DR: Large context windows and repetitive prompts lead to massive token consumption, high API costs, transmission latency, and RAM overhead on edge devices. JDA-ZIP Protocol is an open-source (GPLv3httpsgithubcomjdavid465jda-zip-protocol.hashnode.dev
SShubham MoreOct 10 · 12 min readBuilding with LLMs? Understand Tokens, API Costs, and How to Avoid Unexpected BillsIntroduction: The Part of LLM Development We Often Overlook When we start building applications with Large Language Models (LLMs), we're usually excited about what we can create. We experiment with ditheshubhammore.hashnode.dev
EEkansh NangiaSep 17 · 18 min readIntroduction To Mechanistic InterpretabilityEpistemology Epistemology is the branch of philosophy thats concerned with the nature and limits of knowledge. What knowledge actually is, how we get it, and how we tell the difference between somethiekanshn.hashnode.dev
IInternals DecodedAug 19 · 13 min readTokens: The Currency of AIWhen you ask a chatbot for a recipe, it does not see words. It sees tokens. Every phrase you type gets chopped into small, numbered pieces. Those pieces are the thing you pay for, the thing that fillsinternals-decoded.hashnode.dev
PPuneet KumarAug 9 · 9 min readHow ChatGPT Understands Your Questions?How ChatGPT Understands Your Questions: Behind the Magic of Large Language Models Artificial Intelligence has become a part of our daily lives. Whether you're asking ChatGPT to explain a concept, genepuneetshivaay.hashnode.dev
MMihai MarinescuJul 22 · 23 min readBlock-addressed editing: a 10x output-token cost reduction for document LLM agentsThis works perfectly when your LLM agent reads a document and updates it — the user asks "in the third paragraph, change 'retried three times' to 'retried five times'", and the agent edits the page. H32Kfeaturingcode.com
NNaveenKumar VRJul 5 · 8 min readAI - Fundamentals : Part 1 : LLM TokensThere has been a lot of buzz around AI recently. Everywhere you look, people are talking about it, building with it, or trying to figure out how to use it. And, like many of you, we all want to jump o81Sclaybrainer.com
LLearn with HJJul 4 · 11 min readWhat Is an LLM? The Clearest Explanation for BuildersWhat Is an LLM? The Clearest Explanation for Builders Welcome to Day 1 of 90 Days of AI. We are starting with the question everyone hears, everyone repeats, and many people secretly pretend they undhardeepjethwani.hashnode.dev
KKumar SakshamJun 30 · 12 min readHow ChatGPT Understands Your Questions (Explained with One Piece & Naruto)How ChatGPT Understands Your Questions You type a question. A few seconds later, a clear answer shows up. It feels like the computer just gets you. But it's not magic. There's a simple set of steps ha1everydaycodings.hashnode.dev
TTemur GarayevJun 12 · 6 min readReal engineering is not about reinventing every solution. It is about knowing what to reuse, what to adapt, and what to leave behindTL;DR: Reusing proven code, UI patterns, design systems, and architecture ideas does not make you lazy. The real skill is understanding what already works, adapting it properly, and knowing when custo11Stemur-blog.hashnode.dev
