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The model that runs your build is impressive. The prompt you give it is the variable that decides what you get back. A vague prompt produces a generic, often-wrong result. A specific prompt produces what you imagined. This section is the prompting handbook for vly. Two reads will pay off forever.

Start here

Fundamentals

The mindset, the structure of a good prompt, the three-line opening that works for 80% of changes.

The five-layer method

The framework that takes 20 minutes to learn and pays off across every project. Read after Fundamentals.

When you’re stuck

Structuring prompts

When the prompt is more than three lines, structure helps. Headers, bullets, examples.

Debugging prompts

When the agent gets it wrong, here’s how to figure out why and re-prompt cleanly.

Iterating effectively

The mindset for 50 small changes a day without losing momentum.

Common mistakes

The ten most common ways prompts go wrong, and how to fix each.

Prompts by app type

The right prompt for a chat app is different from the right prompt for a CRUD app. Examples for the most common shapes:

CRUD

The bread and butter — a list of things, with create / edit / delete.

Marketplace

Two-sided platforms: buyers, sellers, listings, transactions.

Chat

Real-time messaging, threads, presence, attachments.

Dashboard

Metrics, charts, filters, time ranges.

Multiplayer

Lobbies, real-time state sync, leaderboards.

E-commerce

Catalog, cart, checkout, inventory, orders.

Reference

Prompt library

30+ tested prompt templates organized by use case. Copy, adapt, ship.

The 80/20 rule of vly prompting

If you only remember three things, remember these:
1

Describe behavior, not implementation

“When a user marks a task done, the row fades out and slides up” — not “Use a CSS transition with opacity: 0 and translateY: -10px.”
2

Name your nouns

“The tasks table” beats “the things”. The agent uses your names back to you, and your code stays consistent.
3

Iterate in small chunks

Five small prompts beat one giant one. Easier to roll back, easier to reason about.
That’s it. Read Fundamentals for the deeper version.
Last modified on April 18, 2026