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Copy-paste starter prompts

Sample AI Coding PromptsFor People Who Need A Safe First Move

This page is not the whole prompt library. It is the smaller, safer starter set for non-software developers who want a prompt they can copy right now without asking the agent to run wild.

Open the start guideBrowse the full prompt library

Need the exact safest first move? Open Safe Beginner Loop or copy it directly above.

Want every starter prompt in one paste? Use Copy Starter Bundle or open the starter prompt export. The export includes all 4 starter prompts with lesson links and prompt pages.

Scope one change

These starter prompts bias the agent toward one reviewable step instead of a sprawling build request.

Copy, then adapt

Replace the task, files, and constraints with your real context. Keep the guardrails that force the agent to explain itself.

Stop and inspect

The point is not speed. The point is keeping the diff small enough that you can read it, test it, and decide what happens next.

Prompt pack

Start safely

Prompts for scoping work, protecting secrets, and making the agent stop after one reviewable step.

Open Start safely

Prompt pack

Run your first agent session

Prompts for your first real AI-assisted build session so the agent explains scope, asks clarifying questions, and stops after one safe first move.

Open Run your first agent session

Prompt pack

Review and debug

Prompts for tightening requests, reviewing diffs, and debugging without letting the agent thrash.

Open Review and debug
Sample prompts you can use today

Copy A Safe Prompt First. Learn The Why Second.

If you are not a software developer, this is the fastest useful on-ramp: copy one safe sample prompt, scope the job, protect secrets, review the diff, and make the agent stop after one clear change you can inspect.

SafetyStart Here — Build Safely With AI

Safe Beginner Loop

Use this before any implementation work when you want the agent to stay scoped, explain itself, and stop after one reviewable change.

"I want to work in a safe beginner loop.
Please do only this one task: [describe one tiny change].
Before making changes:
1. explain your plan in plain English
2. list the files you expect to change
vibe-codingworkflowbeginnerssafety
Prompt DesignWorking With AI Tools

Tighten My Coding Prompt

Use this when your current request feels vague and you want the agent to help shape a safer, sharper implementation prompt before files change.

**Use this with Cursor or Claude Code before you ask for implementation work:**
"Help me tighten this coding prompt before any files are changed.
Project context: [stack, app purpose, relevant data model]
Goal: [the feature or fix I want]
Rough prompt: [paste your current prompt]
ai-toolsprompt-engineeringbest-practices
ReviewWorking With AI Tools

Review The Diff

Use this after an AI-generated change lands so the reviewer focuses on correctness, security, edge cases, and misleading tests.

"Review the diff between my branch and `main`.
For every finding:
1. label it as must-fix, should-fix, consider, or optional
2. explain why it matters
3. point to the relevant file or code section
ai-toolsworkflowscode-reviewquality
Secrets HygieneStart Here — Build Safely With AI

Pre-Flight Secrets Check

Run this before you paste configs, screenshots, or terminal output into an AI tool so you do not leak API keys, connection strings, or internal URLs.

"I am about to share this small app with another person for the first time.
Please give me a beginner-safe pre-share review.
Context:
- project: [describe project]
- who will see it: [friend/coworker/client/internal team]
beginnerssafetysharingshipping

Curated prompt packs

Start from the failure mode you are trying to control

If you do not want to browse prompt-by-prompt, open a pack built around one concrete job: getting through your first agent session, tightening prompts, protecting your work, reviewing a diff, or thinking in systems before the agent writes itself into a corner.

2 promptsStart Here — Build Safely With AI

Run your first agent session

Prompts for your first real AI-assisted build session so the agent explains scope, asks clarifying questions, and stops after one safe first move.

Featured prompt

Safe Beginner Loop

Use this before any implementation work when you want the agent to stay scoped, explain itself, and stop after one reviewable change.

6 promptsStart Here — Build Safely With AI

Start safely

Prompts for scoping work, protecting secrets, and making the agent stop after one reviewable step.

Featured prompt

Safe Beginner Loop

Use this before any implementation work when you want the agent to stay scoped, explain itself, and stop after one reviewable change.

23 promptsWorking With AI Tools

Review and debug

Prompts for tightening requests, reviewing diffs, and debugging without letting the agent thrash.

Featured prompt

Review The Diff

Use this after an AI-generated change lands so the reviewer focuses on correctness, security, edge cases, and misleading tests.

6 promptsWorking With AI Tools

Write better prompts

Prompts for tightening vague requests, decomposing big ideas, teaching patterns with examples, and avoiding prompting anti-patterns.

Featured prompt

The Anti-Patterns — Prompts That Produce Bad Code

Recognize and avoid the most common prompting mistakes that lead to buggy, bloated, or wrong code.

7 promptsFoundations for AI-Assisted Builders

Think in systems

Prompts that push the agent toward architecture, tradeoffs, and production-safe structure instead of surface fixes.

Featured prompt

Choosing Your Tech Stack — A Decision Framework

A practical framework for choosing the right tools and technologies for your project — with sensible defaults for AI-assisted builders.

4 promptsStart Here — Build Safely With AI

Protect your work

Prompts for Git, checkpoints, backups, and version-control habits before you let the agent touch more files.

Featured prompt

Don't Lose Your Work — Folders, Git, and Checkpoints

The minimum safe setup for total beginners: a real project folder, a Git repo, a remote backup, and repeatable checkpoints.

Need more than the starter pack?

Need the full library instead of the safest first moves? Open the complete prompt archive or step into the beginner-safe start guide that tells you which prompt to run first.