January 23, 2026

5 Prompts to Ship Code Faster

Most developers use AI assistants wrong. They write vague prompts, get mediocre results, and conclude the AI "doesn't work."

The secret isn't smarter AI - it's better prompts. Here are five that will immediately improve your output.

Before we start, read these files to understand the patterns:
- src/api/users.ts (REST API structure)
- src/db/schema.ts (database models)
- src/middleware/auth.ts (how auth works)

Now implement a new endpoint for [feature].

This code produces [unexpected result].
Expected: [what should happen]
Actual: [what's happening]
Error message: [if any]

Find the bug without fixing it first. Explain what's wrong.

Implement [feature] with these constraints:
- No external dependencies
- Must work in Node 18+
- Keep it under 50 lines
- Follow existing patterns in src/utils/

Let's build [feature] step by step.

Step 1: Create the data model
Step 2: Add the database migration
Step 3: Implement the API endpoint
Step 4: Add validation
Step 5: Write tests

Start with Step 1. Wait for my approval before moving to the next step.

I need to implement [feature]. I'm considering:

Option A: [approach 1]
Option B: [approach 2]

What are the tradeoffs? Which would you recommend for a codebase that [key characteristics]?

Why These Work

These prompts share common patterns:

• Explicit context - Don't make the AI guess
• Clear constraints - Narrow the solution space
• Structured output - Guide the format you want
• Incremental progress - Build in checkpoints

The best prompts feel like instructions you'd give to a smart junior developer. Be specific. Be clear. Don't assume shared knowledge.