Learn the pattern once. Write the next prompt yourself.
Short courses — ten to twenty minutes — each ending in a quiz you have to pass. They teach how a prompt works, not how one tool works, so what you learn survives the next model.
Learning paths
Pick where you want to end up. The order is done for you.
Each path runs in dependency order — no course comes before the one it builds on. A milestone counts when you pass its quiz (75%+), not when you say you're done. Move on at 85%+; between 75 and 84, redo the drills first.
FoundationsNew to prompting, or self-taught and guessing.
End state You can write a five-part prompt — role, context, task, constraints, output — that gets a usable answer on the first try, and fix one that doesn't.
- Prompting Mindset 101
Notice the gap between what you want and what you ask for
You can move on when you pass the quiz at 75%+.
- Prompt Anatomy 101
Name the five structural ingredients every prompt needs
You can move on when you pass the quiz at 75%+.
- Simple Role Prompting
Replace generic "AI" responses with expert voice
You can move on when you pass the quiz at 75%+.
- Output Format Basics
Specify formats that the model actually obeys
You can move on when you pass the quiz at 75%+.
- Clarity Over Cleverness
Stop trying to be clever — be specific instead
You can move on when you pass the quiz at 75%+.
- Prompt Debugging 101
Diagnose which prompt field caused a bad output (Role, Context, Task, Format, Constraint)
You can move on when you pass the quiz at 75%+.
Reliable answersYou get fluent answers that turn out to be wrong.
End state You can make a model show its reasoning, bound what it may claim, and catch a wrong answer before you act on it.
- Basic Chain-of-Thought
Use the phrase "think step by step" to unlock dramatically better reasoning
You can move on when you pass the quiz at 75%+.
- Negative Instructions
Use negative constraints to prevent recurring failure modes
You can move on when you pass the quiz at 75%+.
- Constraint Calibration
Run the constraint-stress test on any prompt in under a minute
You can move on when you pass the quiz at 75%+.
- Advanced Chain-of-Thought Mastery
Spot tasks where naive CoT picks the first plausible cause and stops thinking
You can move on when you pass the quiz at 75%+.
- Self-Consistency Voting
Apply majority-vote sampling to high-stakes reasoning tasks
You can move on when you pass the quiz at 75%+.
- Stop Hallucinations Forever
Force the model to cite a specific source for every factual claim
You can move on when you pass the quiz at 75%+.
Prompts other people rely onYour prompts run in a product, a team workflow or a client deliverable.
End state You can ship a prompt with examples, a fixed output contract and a rubric that tells you when a change made it worse.
- Single-shot vs Iteration
Decide one-shot vs multi-turn in under 5 seconds
You can move on when you pass the quiz at 75%+.
- Few-Shot Pattern Recognition
Pick the 2-4 examples that compress your style into a transferable pattern
You can move on when you pass the quiz at 75%+.
- Output Formatting Secrets
Specify formats the model actually obeys 99% of the time (vs. 70% naive)
You can move on when you pass the quiz at 75%+.
- Multi-turn Refinement
Decide when iteration outperforms one-shot
You can move on when you pass the quiz at 75%+.
- Prompt Evaluation Rubrics
Author a 4-criterion rubric for any production prompt
You can move on when you pass the quiz at 75%+.
- Meta-Prompting
Use the model as a prompt-engineering collaborator
You can move on when you pass the quiz at 75%+.
Agents and planningYou want the model to plan and act over several steps, not answer once.
End state You can scope a multi-step job, give the model a role that holds, and build a simple tool-using agent that knows when to stop.
- Pre-Project Thinking Framework
Decompose any AI project into the 4-question pre-flight (audience / decision / format / measure)
You can move on when you pass the quiz at 75%+.
- Role & Persona Prompting That Actually Works
Build 4-axis personas: expertise + voice + taste + decision frame
You can move on when you pass the quiz at 75%+.
- Tree-of-Thoughts for Planning
Apply ToT to problems with multiple viable strategies (entry, hiring, build-vs-buy, pricing)
You can move on when you pass the quiz at 75%+.
- Building Simple Agents (ReAct)
Write tool descriptions that get selected reliably (vs. the 60%-selection default)
You can move on when you pass the quiz at 75%+.
- The Architect Mindset
Internalize the Architect Mindset (Specify · Constrain · Verify) as a daily reflex
You can move on when you pass the quiz at 75%+.
The five mindset shifts every prompter needs.
Start here. Each is under 10 minutes, taught by She, ends with a canvas you can drop into Studio.
Eight short patterns. Five minutes each.
Bite-sized prompt patterns most working teams never learn. All free, all skippable, all immediately useful.
Where deliberate practice compounds.
Self-consistency voting · few-shot pattern recognition · meta-prompting · rubric evals. The Chip-Huyen / Wei et al. canon, taught by example.
Real prompts for real professions.
Legal · SaaS · Founders · Marketing · Creators · Video Clippers. Pulled from 2025–2026 practitioner data, not generic templates.
Our goal is for you to not need us.
The capstone path: daily drills, the Prompt Literacy Audit, the Architect Mindset synthesis. Graduate the platform.
Schemas are active organizations of past reactions or past experiences. — Frederic Bartlett · 1932
Deliberate practice requires targeted reps, immediate feedback, and spaced intervals. — K. Anders Ericsson · 1993