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From RAG to Self-Updating Knowledge: Understanding Andrej Karpathy’s “LLM Wiki” Pattern
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 2d 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 2d 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
Running Large Models on Google Colab: Why I Had to Learn Quantization the Hard Way
Medium · LLM 📐 ML Fundamentals ⚡ AI Lesson 2d 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 »
Project Glasswing Isn’t Just About Cybersecurity. It’s a Warning.
Medium · LLM 2d ago
Project Glasswing Isn’t Just About Cybersecurity. It’s a Warning.
In April 2026, Anthropic quietly announced something unusual: Project Glasswing. Continue reading on Medium »
Context Window Blindness: Why Your AI Agent Doesn’t Know It’s Running Out of Space
Medium · LLM 2d ago
Context Window Blindness: Why Your AI Agent Doesn’t Know It’s Running Out of Space
On Monday I showed how agents waste tokens by getting stuck in loops — repeating the same tool call dozens of times, burning money on… Continue reading on Mediu
Understanding Message Roles in LLMs: The Key to Building Advanced Enterprise AI Applications
Medium · LLM 2d ago
Understanding Message Roles in LLMs: The Key to Building Advanced Enterprise AI Applications
Introduction Continue reading on Medium »
Setting Up Ollama and Running Your First Local LLM -Step by Step
Medium · LLM 2d ago
Setting Up Ollama and Running Your First Local LLM -Step by Step
Your first local AI in under 5 minutes. No cloud, no API keys, no subscription. Just you and a powerful language model running on your own… Continue reading on
Building a Real Query Engine ft. VibeCodeArena
Medium · LLM 2d ago
Building a Real Query Engine ft. VibeCodeArena
At first glance, this challenge feels almost boring. Continue reading on Medium »
I Built a Local AI Coding Assistant — Here’s What Actually Works
Medium · LLM 2d ago
I Built a Local AI Coding Assistant — Here’s What Actually Works
Claude Code promised agentic coding at the terminal. But when I tried to run it on my own hardware with local models, the documentation… Continue reading on Med
LLM with Long Term memory
Medium · LLM 2d ago
LLM with Long Term memory
Why do we need them in the first place? There is a huge difference between knowledge and memory. LLM’s are very good at learning knowledge… Continue reading on
Unlock Local AI: Ollama, Llamafile, and Building Responsive Apps
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 2d 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
You Can’t Pause an AI Workflow. You Can Only Stop at the Right Boundary.
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 2d 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 »
How to Add Long-Term Memory to AI Agents
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 2d 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
AI Memory vs Context Window: What’s the Difference?
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 2d ago
AI Memory vs Context Window: What’s the Difference?
Imagine, for a moment, an absurdly ridiculous scenario. Continue reading on Medium »
Building Agent Skills for Claude Code — Live Workshop
Medium · LLM 2d ago
Building Agent Skills for Claude Code — Live Workshop
Learn to Build Reusable Skills in Claude Code Continue reading on Medium »
Why Our 9M-Parameter Model Still Beats a Fine-Tuned 9B LLM at Domain Segmentation
Medium · LLM 2d ago
Why Our 9M-Parameter Model Still Beats a Fine-Tuned 9B LLM at Domain Segmentation
Domain name segmentation sounds simple. Given appleiphone, return apple iphone. It is the prerequisite for almost everything downstream in… Continue reading on
The Role of AI in Multilingual Customer Support: 87+ Languages Explained
Medium · LLM 2d ago
The Role of AI in Multilingual Customer Support: 87+ Languages Explained
Customer support has become a global function. Businesses are no longer limited to one region or one language. Customers expect support in… Continue reading on
MCP at Scale: Access Control, Cost Governance, and 92% Lower Token Costs
Medium · LLM 2d ago
MCP at Scale: Access Control, Cost Governance, and 92% Lower Token Costs
I connected 500 MCP tools to an AI agent. Then I watched 92% of my token budget vanish into context injection before a single task started. Continue reading on
Safety Is Architecture, Not Training
Medium · LLM 2d ago
Safety Is Architecture, Not Training
A customer support team deploys an LLM-based agent. It works. Three months in, the vendor updates the underlying model. Refusal rates… Continue reading on Mediu
Your AI, Your Rules — Running Local AI That Actually Stays Local
Medium · LLM 2d ago
Your AI, Your Rules — Running Local AI That Actually Stays Local
The honest version of enterprise AI in 2025: your prompts are making a round-trip to someone else’s data center, doing inference, and… Continue reading on Mediu