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⚡ AI Lessons (11163)
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Medium · LLM
🧠 Large Language Models
⚡ AI Lesson
43m ago
Extract Data From 100 PDFs Into a CSV in Minutes With Petey
A walkthrough of schema-based PDF extraction with GPT-4.1 Mini. Continue reading on Medium »
Medium · LLM
🧠 Large Language Models
⚡ AI Lesson
2h ago
Resurrecting a Dead Django App in the LLM Era
Early in 2020 I wrote a post about a simple Django app I’d built to track my investments across accounts. The idea was pretty simple: I… Continue reading on Med
Medium · LLM
🧠 Large Language Models
⚡ AI Lesson
4h ago
Stop Feeding Your AI the Whole Codebase. Feed It What Actually Ran.
How runtime evidence — captured at the block level, made multithread-aware, and aggressively denoised — can transform AI code… Continue reading on Medium »
Medium · LLM
🧠 Large Language Models
⚡ AI Lesson
8h ago
From RAG to Self-Updating Knowledge: Understanding Andrej Karpathy’s “LLM Wiki” Pattern
Most AI knowledge assistants today rely on Retrieval-Augmented Generation (RAG). You upload documents, the model searches them at runtime… Continue reading on M
Medium · LLM
🧠 Large Language Models
⚡ AI Lesson
8h ago
Latam-GPT and the quiet case for Latin America’s seat at the table
When Latin America’s first large language model was announced in early 2025, it looked like a textbook case of governments spending… Continue reading on B8125-s
Medium · LLM
📐 ML Fundamentals
⚡ AI Lesson
8h ago
Running Large Models on Google Colab: Why I Had to Learn Quantization the Hard Way
I wasn’t trying to optimize anything. I just wanted to run a model. Continue reading on Medium »
Medium · LLM
🧠 Large Language Models
⚡ AI Lesson
10h ago
Unlock Local AI: Ollama, Llamafile, and Building Responsive Apps
The world of Artificial Intelligence is rapidly shifting. Forget expensive cloud APIs — the future is running powerful Large Language… Continue reading on Stack
Medium · LLM
🤖 AI Agents & Automation
⚡ AI Lesson
10h ago
You Can’t Pause an AI Workflow. You Can Only Stop at the Right Boundary.
“Pause the workflow before it sends anything.” Continue reading on Medium »
Medium · LLM
🤖 AI Agents & Automation
⚡ AI Lesson
10h ago
How to Add Long-Term Memory to AI Agents
If we define intelligence as “the capacity to understand,” artificial intelligence is already tantalizingly close to human capability. But… Continue reading on
Medium · LLM
🧠 Large Language Models
⚡ AI Lesson
10h ago
AI Memory vs Context Window: What’s the Difference?
Imagine, for a moment, an absurdly ridiculous scenario. Continue reading on Medium »
Medium · LLM
🤖 AI Agents & Automation
⚡ AI Lesson
12h ago
The Shift from “Chat” to “Do”: Navigating the Era of Agentic AI
The AI landscape is currently undergoing a fundamental phase shift. Continue reading on Medium »
Medium · LLM
🤖 AI Agents & Automation
⚡ AI Lesson
14h ago
My AI Agent Found the Right Page for the Wrong Reason
I benchmarked both search modes. The one that passed every test was the dangerous one. Continue reading on Medium »
Medium · LLM
🧠 Large Language Models
⚡ AI Lesson
14h ago
Monster under the embed
Йен Уотсон, Вложение (Embedding, 1973) Continue reading on Medium »
Medium · LLM
🤖 AI Agents & Automation
⚡ AI Lesson
14h ago
AI Agent Data Infrastructure in 2026: What Your Agents Actually Need
Running an LLM is now a commodity. The competitive moat is data: how fresh it is, how fast agents can access it, and how well it reflects… Continue reading on R
Medium · LLM
💻 AI-Assisted Coding
⚡ AI Lesson
14h ago
Python Is No Longer the Only Language That Matters for AI
Rust, Mojo, Julia, and TypeScript are quietly eating into Python’s dominance — and the smartest engineers are paying attention. Continue reading on The Pythonwo
Medium · LLM
🤖 AI Agents & Automation
⚡ AI Lesson
14h ago
Lerim v0.1.72: A Simpler Agentic Memory Architecture for Long Coding Sessions
Coding agents are very useful, but they still forget too much between sessions. Continue reading on Medium »
Medium · LLM
🧠 Large Language Models
⚡ AI Lesson
20h ago
How to Run a Local AI on Your Mac — No Cloud, No Subscription, No Compromise
Ollama is an open-source large language model (LLM) that you can run directly on your Windows or Mac device. It has gained significant… Continue reading on Medi
Medium · LLM
⚡ AI Lesson
21h ago
From Prompt to Production: The Real Architecture Behind AI Systems
The Gap Most Engineers Don’t See Continue reading on Medium »
Medium · LLM
🤖 AI Agents & Automation
⚡ AI Lesson
22h ago
We Gave an AI Agent a Map. It Changed Everything.
AI coding agents are getting good at writing code. What they are still bad at is navigating a codebase they have never seen. Continue reading on Medium »
Medium · LLM
🧠 Large Language Models
⚡ AI Lesson
22h ago
Implementing DeepSeek-V2’s Multi-Head Latent Attention (MLA) from Scratch in PyTorch — Part III…
This is the third and final part of my “Implementing DeepSeek-V2 MLA from scratch” series, a hands-on mini-course that will guide you… Continue reading on Mediu
Medium · LLM
🧠 Large Language Models
⚡ AI Lesson
1d ago
LangChain Explained: From Core Concepts to Production-Ready AI Agents (Hands-On with Groq)
Introduction to LangChain Continue reading on Medium »
Medium · LLM
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Why You’re Wrong About Multi-Agent AI
The credit for the success of multi-agent systems has nothing to do with multiple models working together! Continue reading on MLWorks »
Medium · LLM
🧠 Large Language Models
⚡ AI Lesson
1d ago
Journey — GenAI Voicebot (Part 4)
Production Learnings & Cost Trade-offs Continue reading on Medium »
Medium · LLM
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Agentic AI is Not a Magical Elf
There’s quite a bit of discourse happening right now across the technology (and increasingly wider) world due to the rise of Agentic AI. Continue reading on Med
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