AI Insights Hub — Jon-Paul Walton AI – Jon-Paul Walton
AI Insights Hub

The Intelligence
Review

Deep dives, analysis, and practical guides on artificial intelligence — covering models, tools, ethics, and the future of machine learning.

All
AI Models
Beginners
Claude
Gemini
GPT-4
Machine Learning
Productivity
Prompt Engineering

Recent Articles

PyTorch and Large Language Models: A Complete Guide to Understanding the Code and Building an LLM from Scratch (2026 Edition)
AI/ML
AI/ML

PyTorch and Large Language Models: A Complete Guide to Understanding the Code and Building an LLM from Scratch (2026 Edition)

PyTorch is the framework most modern AI research and many production AI systems are built on. Every major concept behind…

AI Stack for Startups: A 2026 Buyer’s Guide
AI/ML
AI/ML

AI Stack for Startups: A 2026 Buyer’s Guide

The AI Stack for Startups – 2026 Deep Buyer’s Guide 🧱 The AI Stack Five layers to build a production‑ready…

RLHF Without Humans: Training LLMs Using Automated Feedback From Another LLM
AI/ML
AI/ML

RLHF Without Humans: Training LLMs Using Automated Feedback From Another LLM

📌 Plain-English Summary Traditional Reinforcement Learning from Human Feedback (RLHF) depends on humans rating model outputs. Modern AI systems increasingly…

Building an LLM: The Complete Guide
AI/ML
AI/ML

Building an LLM: The Complete Guide

📖 The one-paragraph version A Large Language Model is often described as "a big pile of numbers called weights." That's…

Specialized Model Evaluations (Code & Creative Writing)
AI/ML
AI/ML

Specialized Model Evaluations (Code & Creative Writing)

Specialized Model Evaluations – Deep Comparative Guide 🏆 Model Showdown Claude 3.5 · GPT‑4o · Gemini 1.5 Pro Claude Code:…

The Future of Small Language Models (SLMs): Big Power in Tiny Packages
AI/ML
AI/ML

The Future of Small Language Models (SLMs): Big Power in Tiny Packages

The Future of Small Language Models (SLMs) – Deep Dive 📱 Small Language Models Big power in tiny packages (1B–10B…

Browse by Topic

1 2 3