The Debug-First AI Workflow: Why I Make My Assistant Break Things on Purpose

Most people use AI assistants to write code. I've started using mine to break code first. It sounds counterintuitive, but this one change to my workflow cut my bug rate in half and made code review...

By · · 1 min read
The Debug-First AI Workflow: Why I Make My Assistant Break Things on Purpose

Source: DEV Community

Most people use AI assistants to write code. I've started using mine to break code first. It sounds counterintuitive, but this one change to my workflow cut my bug rate in half and made code reviews actually meaningful. The Problem With Write-First The default AI coding workflow looks like this: Describe what you want AI writes the code You review it You find bugs (maybe) You fix them Step 4 is where things fall apart. Reviewing AI-generated code is hard because it looks correct. It's well-structured, properly indented, has reasonable variable names. Your brain pattern-matches it as "good code" and skips over the logic errors. I call this correctness theater — the code performs competence without actually being correct. The Debug-First Approach Here's what I do instead: Step 1: Write the Spec (30 seconds) Function: calculateShippingCost(order) - Input: order with items[], destination, shipping_method - Output: { cost: number, estimatedDays: number } - Rules: free shipping over $100, ex

Related Posts

Trending on ShareHub

  1. Understanding Modern JavaScript Frameworks in 2026
    by Alex Chen · Feb 12, 2026 · 0 likes
  2. The System Design Primer
    by Sarah Kim · Feb 12, 2026 · 0 likes
  3. Just shipped my first open-source project!
    by Alex Chen · Feb 12, 2026 · 0 likes
  4. OpenAI Blog
    by Sarah Kim · Feb 12, 2026 · 0 likes
  5. Building Accessible Web Applications: A Practical Guide
    by Alex Chen · Feb 12, 2026 · 0 likes
  6. Rapper Lil Poppa dead at 25, days after releasing new music
    Rapper Lil Poppa dead at 25, days after releasing new music
    by Anonymous User · Feb 19, 2026 · 0 likes
  7. write-for-us
    by Volt Raven · Mar 7, 2026 · 0 likes
  8. Before the Coffee Gets Cold: Heartfelt Story of Time Travel and Second Chances
    Before the Coffee Gets Cold: Heartfelt Story of Time Travel and Second Chances
    by Anonymous User · Feb 12, 2026 · 0 likes
    #coffee gets cold #the #time travel
  9. Best DoorDash Promo Code Reddit Finds for Top Discounts
    Best DoorDash Promo Code Reddit Finds for Top Discounts
    by Anonymous User · Feb 12, 2026 · 0 likes
    #doordash #promo #reddit
  10. Premium SEO Services That Boost Rankings & Revenue | VirtualSEO.Expert
    by Anonymous User · Feb 12, 2026 · 0 likes
  11. NBC under fire for commentary about Team USA women's hockey team
    NBC under fire for commentary about Team USA women's hockey team
    by Anonymous User · Feb 18, 2026 · 0 likes
  12. Where to Watch The Nanny: Streaming and Online Viewing Options
    Where to Watch The Nanny: Streaming and Online Viewing Options
    by Anonymous User · Feb 12, 2026 · 0 likes
    #streaming #the nanny #where
  13. How Much Is Kindle Unlimited? Subscription Cost and Plan Details
    How Much Is Kindle Unlimited? Subscription Cost and Plan Details
    by Anonymous User · Feb 12, 2026 · 0 likes
    #kindle unlimited #subscription #unlimited
  14. Russian skater facing backlash for comment about Amber Glenn
    Russian skater facing backlash for comment about Amber Glenn
    by Anonymous User · Feb 18, 2026 · 0 likes
  15. Google News
    Google News
    by Anonymous User · Feb 18, 2026 · 0 likes

Latest on ShareHub

Browse Topics

#artificial intelligence (5111)#deep learning (3221)#pro graphics (2571)#ai (1802)#news (1722)#generative ai (1655)#3d (1638)#gaming (1630)#geforce now (1192)#cloud gaming (1161)

Around the Network