Gryffindor
Charms
Prompt Engineering
Directing magic precisely through the right words.
A sloppy incantation gives you a floating feather instead of a flying broom. Structure, context and constraints are the wand movement.
20 subjects · one curriculum
Hogwarts School of AI
Every serious AI concept already has a spell for it. Wander the castle: Charms teaches you to prompt, Potions teaches you to train, Defense Against the Dark Arts keeps your system from cursing your customers, and somewhere in the dungeons the Philosopher's Stone is still missing.
Slytherin
Potions
Model Training
Mixing data, parameters, algorithms and compute to create intelligence.
Ingredients are your dataset, the stirring is gradient descent, and the cauldron is a very expensive GPU cluster.
Ravenclaw
Divination
Predictive AI / Machine Learning
Finding patterns and forecasting outcomes.
Unlike Trelawney, a good model shows its confidence interval — and gets audited when it is wrong.
Ravenclaw
Ancient Runes
Embeddings
Turning words and concepts into mathematical representations.
Every idea becomes a point in high-dimensional space, where similar meanings sit close together.
Gryffindor
Defense Against the Dark Arts
AI Safety & Guardrails
Preventing harmful or unwanted behaviour.
Prompt injection is the Imperius Curse of AI. You need shields, filters and a human who can say 'stop'.
Hufflepuff
Care of Magical Creatures
AI Agents
Autonomous entities that perceive, decide and act.
Powerful, useful and occasionally on fire. Feed them clear goals, tools and boundaries.
Ravenclaw
History of Magic
AI Evolution
Symbolic AI → Machine Learning → Deep Learning → GenAI → Agents.
Boring only until you notice each era failed for reasons the next one solved.
Ravenclaw
Arithmancy
APIs & AI Architecture
Connecting models, systems and applications.
The numbers behind the magic — latency, throughput, cost per token and where each component lives.
Hufflepuff
Owl Post
APIs / Integrations
Sending information between systems.
Reliable delivery, correct address, and a payload the receiving castle can actually read.
Slytherin
Mirror of Erised
Personalized AI
AI adapting to the user's goals and preferences.
It shows you what you want — which is magical for products and dangerous for echo chambers.
Gryffindor
Transfiguration
Generative AI
Transforming one form of information into another.
Text to image, speech to text, spreadsheet to strategy deck. Same substance, new shape.
Slytherin
Occlumency
AI Context & Memory
Controlling what information enters and stays in the model's context.
Close your mind to noise. A tidy context window beats a giant one stuffed with irrelevance.
Gryffindor
Marauder's Map
Observability / AI Monitoring
Seeing what your AI system is actually doing.
I solemnly swear I am up to no good — until you can trace every prompt, tool call and token.
Ministry
Ministry of Magic
AI Governance
Rules, compliance, ethics and accountability.
Slow, bureaucratic and absolutely necessary the moment your magic touches real people.
Slytherin
Felix Felicis
AI Optimization
Finding the combination that produces the best outcome.
Evals, A/B tests and hyperparameter sweeps are liquid luck you can actually brew twice.
Gryffindor
Quidditch
AI Strategy
Coordinating people, models, data and technology to win.
Chasing use cases is not enough — someone has to catch the Snitch that ends the game.
Slytherin
Parseltongue
Natural Language Processing
Communicating with machines through language.
A rare gift in 2015, a default interface today.
Ravenclaw
Wand Lore
LLMs / Foundation Models
Understanding the capabilities and limits of the underlying model.
The wand chooses the wizard. Match the model to the task, not to the hype cycle.
Hufflepuff
Room of Requirement
AI Solutions
Assembling exactly the tools needed for a particular problem.
It appears only when you know precisely what you need — which is why problem framing comes first.
Ministry
Philosopher's Stone
AGI
The mythical ultimate form of artificial intelligence.
Everyone hunts it, nobody has held it, and the search keeps producing very useful side discoveries.
Your first year timetable
- 1. Charms — learn to ask well before you learn to build.
- 2. Wand Lore — understand what your model can and cannot do.
- 3. Ancient Runes — embeddings unlock search, RAG and similarity.
- 4. Transfiguration — generate, summarise, translate, restructure.
- 5. Defense Against the Dark Arts — guardrails before production.
- 6. Care of Magical Creatures — only then release the agents.