Curriculum
Curriculum
8 tracks · 41 lessons · every lesson ends in an artifact you keep
| # | Lesson | Artifact you keep | Time | Tier | Status |
|---|---|---|---|---|---|
| 01-1 | Tool Map for Scouts Map ChatGPT, Claude, Codex, open models, spreadsheets, and workbenches to scouting jobs. | Report, memo, workbook, or prompt pack | 9 min | Foundation | 2/4 |
| 01-2 | Prompting Like a Scout Turn messy notes into report-ready language with role, context, evidence, constraints, and output shape. | Report, memo, workbook, or prompt pack | 12 min | Foundation | 0/4 |
| 01-3 | Verification Habits Build hallucination checks, uncertainty flags, and evidence review into every AI-assisted artifact. | Report, memo, workbook, or prompt pack | 10 min | Foundation | 0/4 |
| 02-1 | Game Note Cleanup and Trait Clustering Convert rough game notes into grouped traits and evidence-backed observations.
| Report, memo, workbook, or prompt pack | 11 min | Foundation | Resume |
| 02-2 | Strengths, Weaknesses, Projection, and Role Fit Translate evidence into club-style summaries and projection language. | Report, memo, workbook, or prompt pack | 13 min | Pro | 0/4 |
| 03-1 | Building a Position Board Normalize multiple player cards into a clear board structure. | Report, memo, workbook, or prompt pack | 14 min | Pro | 2/4 |
| 03-2 | Tiering and Role Buckets Use AI to pressure-test role tags without flattening football nuance. | Report, memo, workbook, or prompt pack | 12 min | Pro | 0/4 |
| 04-1 | Cleaning Scouting Datasets Clean roster and combine data while preserving data-quality warnings. | Report, memo, workbook, or prompt pack | 12 min | Foundation | 2/4 |
| 04-2 | Formulas and Sortable Views Build filtered position shortlists and explain the formulas. | Report, memo, workbook, or prompt pack | 13 min | Pro | 0/4 |
| 05-1 | What Codex Is Useful For Turn repeated manual packet work into scripts and QA steps. | Report, memo, workbook, or prompt pack | 15 min | Pro | 2/4 |
| 06-1 | When Open Models Matter Compare frontier and open models on football-specific tasks. | Report, memo, workbook, or prompt pack | 12 min | Pro | 2/4 |
| 07-1 | Reusable AI Skills Write instructions, examples, and failure tests for a scouting assistant. | Report, memo, workbook, or prompt pack | 16 min | Complete | 2/4 |
| 08-1 | Free-Agent Fit Memo Use imperfect information to build a fit memo and decision constraints. | Report, memo, workbook, or prompt pack | 18 min | Pro | 2/4 |