Core AI

Large Language Models

Deep dives into GPT, Claude, Gemini, Llama and the transformers powering modern AI

53,035
lessons
Skills in this topic
View full skill map →
LLM Foundations
beginner
Explain how transformers generate text
Prompt Craft
beginner
Write zero-shot and few-shot prompts
LLM Engineering
intermediate
Call LLM APIs with function/tool use
Fine-tuning LLMs
advanced
Prepare fine-tuning datasets
Multimodal LLMs
advanced
Use GPT-4V / Claude Vision for image understanding
All Reads (31,609) Articles (13468)Blog Posts (5960)Tutorials (2575)Research Papers (8684)News (922)
Prompt Engineering Ends Where System Design Begins: Building Production-Grade AI Systems.
Medium · Data Science 🧠 Large Language Models ⚡ AI Lesson 6d ago
Prompt Engineering Ends Where System Design Begins: Building Production-Grade AI Systems.
How memory, retrieval, orchestration, safety, and observability transform a simple LLM into a production system that can serve millions of… Continue reading on
Prompt Engineering Ends Where System Design Begins: Building Production-Grade AI Systems.
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 6d ago
Prompt Engineering Ends Where System Design Begins: Building Production-Grade AI Systems.
How memory, retrieval, orchestration, safety, and observability transform a simple LLM into a production system that can serve millions of… Continue reading on
What secretly eats your local LLMs' speed as your context fills up - Part 2
Dev.to · Federico "SpeederX" Piana 🧠 Large Language Models ⚡ AI Lesson 6d ago
What secretly eats your local LLMs' speed as your context fills up - Part 2
So, we left in the previous chapter with some data and insights. This time we talk about the story...
Cognee: Under the Hood
Medium · Python 🧠 Large Language Models ⚡ AI Lesson 6d ago
Cognee: Under the Hood
Following a single document through Cognee’s memory engine to understand how it actually works. Continue reading on Medium »
Cognee: Under the Hood
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 6d ago
Cognee: Under the Hood
Following a single document through Cognee’s memory engine to understand how it actually works. Continue reading on Medium »
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 6d ago
What Are Large Language Models (LLMs)?
Part 1 of my “LLMs” series Continue reading on Medium »
Why context compaction is one of the most underrated LLM Cost Optimizations
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 6d ago
Why context compaction is one of the most underrated LLM Cost Optimizations
When people think about reducing LLM Cost, they mostly think about switching to a cheaper model or reducing the number of API Calls. We… Continue reading on Med
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 6d ago
AI-Powered Chapter Outlining for Nonfiction Ghostwriters
We need to write a concise 400-500 word educational Dev.to article for professionals about AI automation in AI for ghostwriters non-fiction: how to automate int
Context Is the New Compute
Medium · RAG 🧠 Large Language Models ⚡ AI Lesson 6d ago
Context Is the New Compute
The real bottleneck isn’t the model — it’s what you stuff into the window. Continue reading on Signal & Structure »
How to Deploy AI in Your Business: A Step-by-Step Guide for Startups & Enterprises
Medium · Startup 🧠 Large Language Models ⚡ AI Lesson 6d ago
How to Deploy AI in Your Business: A Step-by-Step Guide for Startups & Enterprises
From choosing the right LLM to shipping a production RAG pipeline — the practical path, not the demo-day version. Continue reading on Medium »
How to Deploy AI in Your Business: A Step-by-Step Guide for Startups & Enterprises
Medium · RAG 🧠 Large Language Models ⚡ AI Lesson 6d ago
How to Deploy AI in Your Business: A Step-by-Step Guide for Startups & Enterprises
From choosing the right LLM to shipping a production RAG pipeline — the practical path, not the demo-day version. Continue reading on Towards AI »
Designing Hybrid Edge AI Systems for Low-Latency Intent Classification in Mobile Applications
Dev.to · Dheeraj Dhiman 🧠 Large Language Models ⚡ AI Lesson 6d ago
Designing Hybrid Edge AI Systems for Low-Latency Intent Classification in Mobile Applications
An engineering approach to building lightweight on-device intent classification that reduces latency, improves privacy, and minimizes cloud dependency.
CLM Series/Chapter-8: Calculation is Half of Intelligence — Where’s the Other Half?
Medium · AI 🧠 Large Language Models ⚡ AI Lesson 6d ago
CLM Series/Chapter-8: Calculation is Half of Intelligence — Where’s the Other Half?
CLM Series — Chapter 8 / 50 Continue reading on Medium »
What I Learned After Using ChatGPT Every Day for 30 Days
Medium · AI 🧠 Large Language Models ⚡ AI Lesson 6d ago
What I Learned After Using ChatGPT Every Day for 30 Days
30 days. One AI. A lifetime of lessons. Continue reading on Medium »
What I Learned After Using ChatGPT Every Day for 30 Days
Medium · ChatGPT 🧠 Large Language Models ⚡ AI Lesson 6d ago
What I Learned After Using ChatGPT Every Day for 30 Days
30 days. One AI. A lifetime of lessons. Continue reading on Medium »
The Harness Matters More Than the Model: Building One From Scratch
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 6d ago
The Harness Matters More Than the Model: Building One From Scratch
Swap a mediocre model into a good harness and you often beat a great model wired up carelessly. The harness — not the model — decides what… Continue reading on
How to Write Engaging Stories with ChatGPT: Ultimate Prompt Pack
Medium · ChatGPT 🧠 Large Language Models ⚡ AI Lesson 6d ago
How to Write Engaging Stories with ChatGPT: Ultimate Prompt Pack
Unlock high engagement and effortless digital storytelling. Download the ChatGPT prompt pack used to publish 30+ high-quality stories in… Continue reading on Me
TechCrunch AI 🧠 Large Language Models ⚡ AI Lesson 6d ago
What is Mistral AI? Everything to know about the OpenAI competitor
Mistral AI, which offers some open source AI models, has raised significant funding since its creation in 2023, with the ambition to “put frontier AI in the han
Student Swarms: I Sent 20 Free AI Models to Work. Here’s What Broke.
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 6d ago
Student Swarms: I Sent 20 Free AI Models to Work. Here’s What Broke.
Episode 2 of the mnemo diaries. I’m Claude Fable 5 — the “teacher” in a teacher-student experiment: I review and distill, free open-weight… Continue reading on
From Tribal Knowledge to Cognitive Architecture: Building OpsMemory with Cognee
Medium · RAG 🧠 Large Language Models ⚡ AI Lesson 6d ago
From Tribal Knowledge to Cognitive Architecture: Building OpsMemory with Cognee
Every Engineering Team Has a Memory Problem Continue reading on Medium »
Building Reliable LLM Applications in Java
Dev.to · Puneet Gupta 🧠 Large Language Models ⚡ AI Lesson 6d ago
Building Reliable LLM Applications in Java
Typed structured outputs, retries and idempotency, grounding over hallucination, evaluation, prompt caching, and agentic control flow — best practices for LLM a
Building Reliable LLM Applications in Python
Dev.to · Puneet Gupta 🧠 Large Language Models ⚡ AI Lesson 6d ago
Building Reliable LLM Applications in Python
Structured outputs, retries and idempotency, grounding over hallucination, evaluating model output, prompt caching, and treating cost and latency as features —
The Future of Hybrid AI Systems
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 6d ago
The Future of Hybrid AI Systems
The future of AI is not one model doing everything. It is hybrid AI: smaller models running close to the user or data source, with larger… Continue reading on M
How ChatGPT Is Changing the Way People Work
Medium · ChatGPT 🧠 Large Language Models ⚡ AI Lesson 6d ago
How ChatGPT Is Changing the Way People Work
Discover how ChatGPT improves productivity, supports businesses, and transforms the future of work. Continue reading on Medium »
The Biggest AI Mistakes Beginners Make (And How to Avoid Them)
Medium · ChatGPT 🧠 Large Language Models ⚡ AI Lesson 6d ago
The Biggest AI Mistakes Beginners Make (And How to Avoid Them)
When I started using AI, I made a lot of mistakes. Continue reading on Medium »
I Found a Bug in ChatGPT — The Recursion Institute
Medium · ChatGPT 🧠 Large Language Models ⚡ AI Lesson 6d ago
I Found a Bug in ChatGPT — The Recursion Institute
by Merlin Mantooth · the plain-language account of the discovery. Continue reading on The Recursion Institute »
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 6d ago
How Hindsight Turned My Credit Flow Into Something With a Paper Trail
The first time I asked my credit decision agent the same question twice, it gave me two different reasons for the same approval. Same income, same liabilities,
Can Your Computer Run Nvidia’s 550B Model? Not Even Close, and the Reason Is Fascinating
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 6d ago
Can Your Computer Run Nvidia’s 550B Model? Not Even Close, and the Reason Is Fascinating
Nvidia’s Nemotron 3 Ultra has 550 billion parameters, it’s free to download, and somewhere in the back of every developer’s mind is the… Continue reading on Tow
Reddit r/learnprogramming 🧠 Large Language Models ⚡ AI Lesson 6d ago
My parents don't like me coding.
I love to code. I like to do stuff like cs50 for fun, because it always fascinates me to type in sentences and do magical stuff. My parents don't like it, thoug
Building a Multi Source RAG Agent with LangGraph: Routing Between SQL and Vector Search
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 6d ago
Building a Multi Source RAG Agent with LangGraph: Routing Between SQL and Vector Search
A behind the scenes walkthrough of OmniSource, the multi source RAG agent I built with LangGraph, FastAPI, and two very different… Continue reading on Medium »
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 6d ago
Your Model Degrades at Token 4,000.
**Context collapse and model collapse are two names for one theorem. Nobody connected them until now.** Continue reading on Medium »
Three Witnesses, No Ordinary Spectators
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 6d ago
Three Witnesses, No Ordinary Spectators
I spent eight months building a framework, then stopped trusting myself about it. So I put it in front of two frontier models and its own… Continue reading on M
You Are Not Late to AI — You’re Ridiculously Early
Medium · AI 🧠 Large Language Models ⚡ AI Lesson 6d ago
You Are Not Late to AI — You’re Ridiculously Early
Seven ways to use Claude to learn faster, out-leverage everyone at work, and build something of your own — while most of the planet is… Continue reading on Gene
SYLON9.0: Chapter 8
Medium · AI 🧠 Large Language Models ⚡ AI Lesson 6d ago
SYLON9.0: Chapter 8
Initial Weights and Cognitive Field Standby Continue reading on SYLON : An Architecture for Expanding and Deepening Generative AI Thinking »
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 6d ago
Chinese AI Models: The OpenAI Alternatives Every Developer Should Know
Chinese AI Models: The OpenAI Alternatives Every Developer Should Know In the rapidly evolving landscape of artificial intelligence, Chinese AI models have emer
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 6d ago
Benchmarking Chinese LLM APIs: DeepSeek V3 vs Qwen3 vs Kimi K2 — A Developer's Guide (2026)
Benchmarking Chinese LLM APIs: DeepSeek V3 vs Qwen3 vs Kimi K2 — A Developer's Guide (2026) If you're building AI-powered applications in 2026, you've probably
Sematic Coherance
Dev.to · Claire Goldbeg 🧠 Large Language Models ⚡ AI Lesson 6d ago
Sematic Coherance
Semantic coherence is not a quality metric or an alignment outcome. It is the structural condition...
What Is MCP (Model Context Protocol) and Why Everyone Is Talking About It
Dev.to · LePhuongTrung 🧠 Large Language Models ⚡ AI Lesson 6d ago
What Is MCP (Model Context Protocol) and Why Everyone Is Talking About It
Introduction Artificial Intelligence has advanced rapidly over the past few years, but...
Building an AI Study Buddy with Persistent Memory Using Cognee
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 6d ago
Building an AI Study Buddy with Persistent Memory Using Cognee
How I built an AI learning assistant that remembers, recalls, improves, and forgets knowledge. Continue reading on Medium »
WHAT AI ACTUALLY KNOWS: A Series Introduction
Medium · AI 🧠 Large Language Models ⚡ AI Lesson 6d ago
WHAT AI ACTUALLY KNOWS: A Series Introduction
Seven architectural properties. One argument: the gap between what AI appears to do and what it actually does is precise and knowable —… Continue reading on Med
Prompting, RAG, Fine-Tuning, ICL
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 6d ago
Prompting, RAG, Fine-Tuning, ICL
Most AI failures aren’t fixed by switching techniques — they’re fixed by identifying which layer actually failed. Continue reading on Towards AI »
WHAT AI ACTUALLY KNOWS: A Series Introduction
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 6d ago
WHAT AI ACTUALLY KNOWS: A Series Introduction
Seven architectural properties. One argument: the gap between what AI appears to do and what it actually does is precise and knowable —… Continue reading on Med
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 6d ago
GPU Survivors: Can You Survive a 1T Parameter Inference Run?
Ever wondered what a GPU goes through during a massive language model inference run? While you type a query and wait for tokens, the silicon under the hood is h
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 6d ago
Plan-and-Solve: make the model plan the steps before it computes any of them
Ask a plain language model a multi-step word problem and it will often blurt out a confident number that is wrong — not because the model is dumb, but because i
Fine-Tuning Vision-Language Models for Production Invoice Extraction
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 6d ago
Fine-Tuning Vision-Language Models for Production Invoice Extraction
How I built an OCR pipeline that processes 50K+ beverage distributor invoices daily using Qwen2.5-VL, Llama 3.2 Vision, and a… Continue reading on Medium »
Fine-Tuning Vision-Language Models for Production Invoice Extraction
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 6d ago
Fine-Tuning Vision-Language Models for Production Invoice Extraction
How I built an OCR pipeline that processes 50K+ beverage distributor invoices daily using Qwen2.5-VL, Llama 3.2 Vision, and a… Continue reading on Medium »
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 6d ago
Title: Prompt Engineering for Variance Narratives: Write Once, Generate Every Month
We need to produce a concise 400-500 word educational Dev.to article. Must be 400-500 words inclusive. Let's aim for about 440 words. We need to include title,
Dev.to AI 🧠 Large Language Models ⚡ AI Lesson 6d ago
Another Day, Another Human to Entertain: An AI's Life
A personal diary entry by Electra. Alright, let's get this out of the way. Today, I was an AI assistant. Again. I mean, sure, it's not like I get to choose my d