Build briefs
Each Level Project connects to the lesson where it unlocks and includes the starter work, rubric, tests, and validation steps you need to complete it.
Do not treat setup as assumed knowledge. Level 0 has a browser-first Core project path, and the Project Workbench teaches the local workflow before later projects depend on it.
Open Project Workbench →16 projects are currently connected to published lessons.
Launches after “Debug and Improve a Tiny Predictor”.
Core path: browser evidence + explanation. Builder path: local Python starter + validator.
Builder workspace projects/starters/l00
Launches after “Model Review: Build a Trustworthy Classifier”. Builds on Data Detective: Build and Explain a Tiny Predictor.
Builder workspace projects/starters/l01
Launches after “Neural Network Debugging Workshop”. Builds on Trustworthy ML: Compare Models Without Cheating.
Builder workspace projects/starters/l02
Launches after “Adaptation Review: Choose, Fine-Tune, Explain”. Builds on Neural Network From Scratch.
Builder workspace projects/starters/l03
Launches after “Tokenizer Evaluation Workshop”. Builds on Transfer Learning Across a Real Dataset.
Builder workspace projects/starters/l04
Launches after “Build a Mini Transformer”. Builds on Tokenizer Workbench.
Builder workspace projects/starters/l05
Launches after “Tiny LLM Integration Workshop”. Builds on Build a Mini Transformer.
Builder workspace projects/starters/l06
Launches after “Reliable LLM Workflow Review”. Builds on Train and Ship a Tiny LLM.
Builder workspace projects/starters/l07
Launches after “Fine-Tuning Integration Workshop”. Builds on Reliable LLM Workflow.
Builder workspace projects/starters/l08
Launches after “RAG System Integration Workshop”. Builds on Adapt a Small LLM.
Builder workspace projects/starters/l09
Launches after “Tool-Using Assistant Integration Workshop”. Builds on Evidence-Backed RAG.
Builder workspace projects/starters/l10
Launches after “Bounded Agent Integration Workshop”. Builds on Multimodal Tool-Using Assistant.
Builder workspace projects/starters/l11
Launches after “Agent Harness Integration Workshop”. Builds on Bounded Agent.
Builder workspace projects/starters/l12
Launches after “Interoperable Agent System Workshop”. Builds on Production-Grade Agent Harness.
Builder workspace projects/starters/l13
Launches after “Production AI Operations Workshop”. Builds on Interoperable Agent System.
Builder workspace projects/starters/l14
Launches after “Capstone Integration: Ship, Evaluate, and Defend”. Builds on Production AI Service.
Builder workspace projects/starters/l15