The user wants a complete single-file FastAPI application with 5 resources (books, authors, publishers, genres, customers), each with CRUD endpoints (list, get by id, create, update, delete). Let me plan this out: Resources: 1. books - fields: title (str), isbn (str), price (float), publication_year (int) 2. authors - fields: first_name (str), last_name (str), birth_year (int), nationality (str) 3. publishers - fields: name (str), country (str), founded_year (int), website (str) 4. genres - fields: name (str), description (str), parent_genre (str|None), created_at (str) 5. customers - fields: name (str), email (str), phone (str), joined_date (str) Each needs: - Pydantic model (create + possibly read) - In-memory dict storage - Integer id from a counter - 5 endpoints: GET list, GET by id, POST create, PUT update, DELETE I'll use a pattern with counters per resource. Let me write clean, type-hinted code with one-line docstrings. Let me structure this: - Imports - Pydantic models (5) - Storage dicts and counters - Endpoints (25 total) I need to be careful: "No comments about what you might do differently" - so no speculative comments. Just the code. Let me write it out.