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Blog

Thoughts on AI, engineering, and education

September 29, 2026•7 min read

What Is Jev? Inside TypeSafe AI's 'System One' Models and Why They Matter

Jev is a new kind of AI model from TypeSafe AI that doesn't chat, it decides. It's up to 200x faster than a frontier LLM, can't hallucinate, and returns typed, calibrated answers. Here's what System One models are and why they could reshape how software uses AI.

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September 27, 2026•7 min read

Agentic AI, Workflows, and GitHub: How Software Started Building Itself

Agentic AI is the shift from models that answer to systems that act. This guide explains agents vs workflows, when to use each, and how GitHub, from Copilot's coding agent to Actions and MCP, has quietly become the place agentic AI does real work.

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September 22, 2026•5 min read

Vibe Coding, Explained: What It Is, Where It Shines, and Where It Bites

Vibe coding means building software by describing what you want in plain language and letting AI write the code. Here's what it really is, why it exploded in 2026, when it works brilliantly, and the traps that catch people who lean on it too hard.

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September 18, 2026•5 min read

What Is MCP? The Model Context Protocol, Explained Simply

MCP, the Model Context Protocol, is the open standard that lets AI models plug into your tools and data the way USB-C lets any device plug into any port. Here's what it is, why it matters, and how it powers the agentic AI everyone's talking about.

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June 15, 2026•8 min read

AI Startups to Watch in 2026: Companies Reshaping Industries

The most compelling AI startups of 2026 — from healthcare and legal tech to education and code generation — and the problems they're solving.

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June 10, 2026•7 min read

Learn Python for AI: The Minimal Python You Actually Need

You don't need to master Python to use it for AI. Here's the minimal subset of Python that will get you reading, writing, and understanding AI code fast.

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June 5, 2026•11 min read

No-Code Machine Learning: 9 Tools to Build Models Without Writing Code

Build machine learning models with no code. Compare the 9 best no-code ML platforms for 2026, from free browser tools to enterprise AutoML, with zero programming required.

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June 1, 2026•8 min read

Midjourney vs DALL-E vs Stable Diffusion: 2026 Comparison & Market Share

The honest 2026 comparison of the three biggest AI image generators. Quality, pricing, market share, and which one to pick for your work.

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March 31, 2026•9 min read

AI Agents in 2026: How Autonomous AI Is Changing Everything

Discover how AI agents are transforming software development, business, and daily life in 2026. Learn what they are, how they work, and how to build your own.

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March 31, 2026•9 min read

AI's Energy Crisis: Can Data Centres and the Planet Coexist?

AI data centres are consuming record amounts of energy. Explore the scale of the problem, the nuclear revival, and solutions like Google's TurboQuant.

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March 31, 2026•9 min read

Apple's AI App Store: How Siri Extensions Will Change Your iPhone Forever

Apple is opening Siri to third-party AI with iOS 27 Extensions. Learn how this AI App Store will transform your iPhone and what it means for developers.

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March 31, 2026•9 min read

The EU AI Act in 2026: What Developers and Businesses Need to Know

The EU AI Act is reshaping how AI is built and deployed globally. Learn about risk categories, compliance deadlines, and what it means for your AI projects.

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March 31, 2026•8 min read

Why OpenAI Killed Sora: The Rise and Fall of AI Video Generation

OpenAI shut down Sora in March 2026. Learn why AI video generation failed to deliver, what competitors are doing, and what this means for the industry.

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March 31, 2026•11 min read

State of Open Source AI in 2026: The Models, Tools, and Communities Leading the Way

From HuggingFace to Llama to LeRobot, open source AI is thriving in 2026. Explore the top models, tools, and communities shaping accessible AI for everyone.

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March 13, 2026•12 min read

AI for Business: Real-World Use Cases and How to Get Started

Discover how AI is transforming business operations with real-world use cases, ROI insights, and a practical roadmap for getting started with enterprise AI.

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March 13, 2026•16 min read

Top 30 AI Interview Questions and Answers for 2026

Prepare for your AI job interview with 30 essential questions and detailed answers — covering beginner, intermediate, and advanced topics.

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March 13, 2026•10 min read

AI vs Machine Learning vs Deep Learning: What's the Difference?

Understand the clear differences between AI, Machine Learning, and Deep Learning — with definitions, a visual guide, comparison table, and real examples.

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March 13, 2026•12 min read

Best AI Certifications Worth Getting in 2026 (Free and Paid)

Discover the best AI certifications in 2026, including free and paid options from Google, AWS, Microsoft, Stanford, and more. Find the right certification for your career path.

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March 13, 2026•11 min read

How to Build Your First AI Chatbot: Step-by-Step Guide (2026)

Learn how to build your first AI chatbot from scratch. This beginner-friendly guide covers chatbot types, frameworks, architecture, API integration, and deployment.

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March 13, 2026•13 min read

Computer Vision Explained: How AI Sees and Understands Images

Learn how computer vision works, from CNNs to object detection. Discover real-world applications in autonomous driving, medical imaging, retail, and more.

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March 13, 2026•10 min read

Neural Networks Explained: A Visual Guide for Beginners

Understand how neural networks work with clear visual explanations — from neurons and layers to training and backpropagation. No math degree needed.

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March 13, 2026•12 min read

Understanding Transformers: The Architecture Behind ChatGPT

Learn how transformer architecture works, from attention mechanisms to encoder-decoder models. Understand the technology powering ChatGPT, BERT, and modern AI.

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March 13, 2026•12 min read

What Is Natural Language Processing (NLP)? A Beginner's Guide

Learn what NLP is, how it works, and why it powers everything from chatbots to search engines. A complete beginner's guide to natural language processing.

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March 13, 2026•8 min read

What is RAG? Retrieval-Augmented Generation Explained Simply

Learn what Retrieval-Augmented Generation (RAG) is, how it works step by step, and why it's transforming AI applications — explained in plain language.

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March 12, 2026•6 min read

Introducing Career Ready: Your AI Career Launchpad

AI Educademy launches its 3rd learning track — Career Ready — with 5 programs and 36 lessons to help you land your dream AI role.

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March 12, 2026•6 min read

Freemium to Premium: AI Educademy's New Learning Tiers

We're introducing Pro plans with premium content, AI mock interviews, and completion certificates — while keeping beginner content free forever.

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March 12, 2026•4 min read

Why We Built AI Educademy

The story behind a free, open-source AI education platform that teaches artificial intelligence in 11 languages — from absolute beginners to advanced practitioners.

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March 11, 2026•9 min read

AI Career Paths in 2026: Which Role Is Right for You?

Thinking about an AI career? We break down every major role — ML Engineer, Data Scientist, AI Researcher, Prompt Engineer, MLOps, and more — with honest salary ranges, required skills, and how to get started.

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March 11, 2026•11 min read

AI for Teachers: How Educators Can Use AI in the Classroom

A practical guide for teachers on using AI tools in education — lesson planning, personalised learning, feedback, accessibility, and how to teach students about AI responsibly. Real examples included.

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March 11, 2026•11 min read

15 Best Free AI Tools for Students in 2026 (Ranked by Use Case)

The best free AI tools for students — ranked by use case. Writing, research, coding, creativity, and learning tools reviewed honestly, with free tier limits and best use cases for each.

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March 11, 2026•9 min read

AI vs Machine Learning vs Deep Learning: What's the Real Difference?

Confused by AI, machine learning, and deep learning? This guide breaks down the differences with clear examples, diagrams in words, and practical context — so you finally understand how they relate.

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March 11, 2026•9 min read

Best Free ChatGPT Alternatives in 2026: Honest Comparison

Looking for a free ChatGPT alternative? We tested the top options — Claude, Gemini, Copilot, Perplexity, Mistral, and more — so you can find the best AI assistant for your needs without spending a penny.

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March 11, 2026•9 min read

How to Learn AI From Scratch in 2026 (Complete Roadmap)

A complete, honest roadmap for learning AI from zero — what to study, in what order, which free resources to use, and how long it realistically takes. No CS degree required.

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March 11, 2026•13 min read

Neural Networks Explained Simply: How AI Brains Actually Work

Neural networks explained simply — biological vs artificial neurons, layers, training, backpropagation, activation functions, and the difference between CNNs, RNNs, and Transformers. No maths required.

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March 11, 2026•12 min read

Prompt Engineering: The Complete Beginner's Guide (2026)

Learn prompt engineering from scratch — what it is, why it matters, 5 key techniques with practical examples, common mistakes to avoid, and the best tools to practise with.

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March 11, 2026•10 min read

Responsible AI: Ethics, Bias, and Why It Matters

What is responsible AI and why does it matter? This guide explains AI bias, fairness, transparency, privacy, and safety in plain language — with real examples of what goes wrong and how we can do better.

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March 11, 2026•10 min read

What Is Generative AI? A Beginner's Complete Guide (2026)

Generative AI explained simply — what it is, how it works (LLMs, diffusion models, GANs), real-world examples like ChatGPT and DALL-E, use cases, limitations, and how to learn it free.

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March 9, 2026•6 min read

How to Learn AI for Free in 2026: A Complete Beginner's Roadmap

Want to learn AI for free? This step-by-step roadmap covers the best free AI courses, tools, and resources to go from complete beginner to confident practitioner.

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March 9, 2026•9 min read

Machine Learning for Beginners: Everything You Need to Know (2026 Guide)

Machine learning for beginners explained simply — learn what ML is, how it works, key algorithms, and how to start learning for free with hands-on examples.

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March 9, 2026•8 min read

What Is Artificial Intelligence? A Simple Guide for Complete Beginners

What is artificial intelligence? This beginner-friendly guide explains AI in plain English — how it works, real-world examples, common myths, and where it's heading.

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March 6, 2026•10 min read

5 AI Concepts Everyone Should Know (Explained Simply)

Learn the fundamentals of AI: Machine Learning, Neural Networks, Natural Language Processing, Computer Vision, and Generative AI - all explained with real-world analogies.

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March 6, 2026•8 min read

How We Built a Multilingual AI Education Platform with Next.js and MDX

Explore the technical architecture behind AI Educademy: Next.js 15 App Router, next-intl for i18n, MDX content pipeline, git submodules, PWA support, and Vercel deployment.

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March 6, 2026•4 min read

Welcome to AI Educademy - Free AI Education for Everyone

Announcing the launch of AI Educademy: a free, open-source, multilingual platform to learn Artificial Intelligence from scratch. No coding experience needed.

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March 6, 2026•5 min read

Why Everyone Should Learn AI in 2026 - Even If You're Not Technical

Discover why AI literacy is now an essential skill for everyone. Learn how AI impacts careers, daily life, and future opportunities - no coding background required.

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March 1, 2026•3 min read

The Pace of AI Isn't the Problem - Our Readiness Is

AI is advancing faster than ever, but the real gap isn't in the technology - it's in how prepared we are to understand and use it. Originally published on LinkedIn.

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