LLM Learning App
Learn AI through animations scholars can follow.
A structured path to go from "I use ChatGPT" to "I can design, evaluate, and ship LLM features with confidence" using visual, animated lessons that make complex ideas easier to retain.
50+
Lessons
120+
Exercises
12
Builds
This Week
Prompt Engineering Sprint
Session 1
Prompt anatomy and failure modes
Session 2
Structured outputs and validation loops
Session 3
Build a reliable prompt chain end-to-end
72%
Completion
9
Streak
4
Projects
Learners from teams at
Product Labs
Studio North
Metric Cloud
River Ops
Interactive Labs
Practice in-browser with guided prompts, instant feedback, and animated walkthroughs.
Model Playground
Compare prompts and outputs across multiple model behaviors.
Safety & Evals
Test reliability with guardrails, checks, and evaluation rubrics.
Inside The App
$ eval prompt_chain.ts
reliability_score: 0.93
citation_accuracy: 0.97
latency_p95: 1.4s
Visual Learning
See concepts move, not just text.
Animated transformer flow maps
Animated prompt quality heatmaps
Motion-based model comparison cards
Curriculum
A clear path from beginner to production-ready.
Learn in sequence, practice with feedback, and build projects that demonstrate real competency.
LEVEL 01
LLM Fundamentals
Build a clear mental model of tokens, context windows, transformers, and inference.
2 weeks
LEVEL 02
Prompt Design
Learn patterns for instruction writing, decomposition, and reliable outputs.
3 weeks
LEVEL 03
App Building
Use model APIs, structured outputs, retrieval, and evals in production-style projects.
4 weeks
Outcomes
Skills you can apply immediately
- Understand how modern LLM systems actually work
- Learn with animated explainers designed for scholars
- Write prompts that are testable and repeatable
- Ship portfolio projects with measurable quality
- Apply guardrails, evals, and cost controls
Project Studio
Build work worth showing
AI Research Assistant
Summarize papers, cite sources, and generate study notes.
Support Copilot
Triage tickets, draft replies, and escalate risky responses.
Workflow Agent
Automate repetitive tasks with tools, memory, and checks.
