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📰 Medium · Machine Learning

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Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 22h ago
Why Legal AI Is So Much Harder Than ChatGPT
I thought building a legal AI assistant meant giving an LLM a legal document. Then I actually tried it. Continue reading on Medium »
I Spent 5 Days Learning How AI Actually Works.
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 22h ago
I Spent 5 Days Learning How AI Actually Works.
From “what even is a token” to building a working RAG pipeline — no PhD required. Continue reading on Medium »
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 1d ago
I Wanted My AI Collaborator to Have a Point of View
How a relationship with Erik became a design for memory, judgment, and continuity Continue reading on Medium »
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 1d ago
AI Has a Memory Problem: How Do AI Systems Actually Remember?
Imagine talking to an AI today: Continue reading on Medium »
What If AI Could Help a Paralyzed Person Move Again?
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 1d ago
What If AI Could Help a Paralyzed Person Move Again?
How brain-computer interfaces and AI are beginning to translate human intention into physical action. Continue reading on Medium »
Your LLM Demo Tested Whether the Model Could Work.
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 1d ago
Your LLM Demo Tested Whether the Model Could Work.
Your LLM worked beautifully in the demo. Three months later, it’s burning through your API budget at twice the projected rate, your legal… Continue reading on M
Why Machines Can Hear You Perfectly and Still Miss the Point
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 1d ago
Why Machines Can Hear You Perfectly and Still Miss the Point
Underneath every chatbot reply is a machine doing math, not understanding — and that gap explains more about AI’s limits than any spec… Continue reading on Medi
I Fully Designed an AI Voice Studio in Rust — No Python, No PyTorch. Why Won’t I Build It?
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 1d ago
I Fully Designed an AI Voice Studio in Rust — No Python, No PyTorch. Why Won’t I Build It?
Six months ago I sat down and made myself a promise. Continue reading on Medium »
How to run a trillion-parameter LLM on a CPU with 8 GB of RAM
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 1d ago
How to run a trillion-parameter LLM on a CPU with 8 GB of RAM
Someone else’s engine, the four reductions that take 5,560 GB down to 8.24, and the one-minute test that needs no model Continue reading on Generative AI »
I Built an AI That Reads Nigerian News in 4 Languages. Then I Had to Throw Away My Best Score.
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 1d ago
I Built an AI That Reads Nigerian News in 4 Languages. Then I Had to Throw Away My Best Score.
For the DSN AI Bootcamp 2026 LLM/Agent Track, I built a small AI model that does two things at once with Nigerian news articles: it… Continue reading on Medium
I Tested DeepSeek V4.1 Flash. Here’s My Honest Verdict
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 1d ago
I Tested DeepSeek V4.1 Flash. Here’s My Honest Verdict
A hands on review of DeepSeek V4.1 Flash covering coding, long context, and agent workloads, plus real pricing and benchmark numbers. Continue reading on Toward
AI Explained Simply #08: Attention Explained
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 1d ago
AI Explained Simply #08: Attention Explained
How AI decides what actually matters in a sentence. Continue reading on Medium »
AI Sounds Smart. That Doesn’t Mean It’s Always Right.
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 1d ago
AI Sounds Smart. That Doesn’t Mean It’s Always Right.
If you’ve ever asked AI a question and received a clean, confident answer in seconds, you know the feeling. It sounds polished. It sounds… Continue reading on M
What If a Transformer Could Keep Thinking Between Tokens?
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 2d ago
What If a Transformer Could Keep Thinking Between Tokens?
Recurrent Looped Transformer proposes carrying computation forward through the sequence, making effective depth grow with sequence length… Continue reading on M
The People Building the Most Powerful AI Think You Will Never See It
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 2d ago
The People Building the Most Powerful AI Think You Will Never See It
A study interviewed 25 researchers from OpenAI, Anthropic, Google DeepMind, and academia. What they said privately is different from what… Continue reading on M
RAG, Explained the Way I Wish Someone Had Explained It to Me
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 2d ago
RAG, Explained the Way I Wish Someone Had Explained It to Me
Why your LLM keeps lying to you with a straight face — and how a vector database fixes it Continue reading on Medium »
AI Model Fine-Tuning Services: Own Your AI Model, Not Rent It
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 2d ago
AI Model Fine-Tuning Services: Own Your AI Model, Not Rent It
Fine-tune open-source LLMs with ready-made datasets, flexible training options, and no need to build your own GPU infrastructure. Continue reading on Medium »
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 2d ago
Day 10 — LLM05: Improper Output Handling | Guardrail Gazette
The oldest vulnerability class in web security, wearing a new costume — and just as dangerous. Continue reading on Medium »
Your phone runs a language model at 42 tokens per second. For about a minute.
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 2d ago
Your phone runs a language model at 42 tokens per second. For about a minute.
Every on-device LLM benchmark I could find runs on desktop GPUs, laptops and single-board computers. So I measured an actual phone and the… Continue reading on
Tokens aren’t words
Medium · Machine Learning 🧠 Large Language Models ⚡ AI Lesson 2d ago
Tokens aren’t words
A next-token engine is not a database with manners — token IDs, scale, and lookup vs generate. Continue reading on Medium »