My AI Team Has Four Models and One Human in the Loop

My AI Team Has Four Models and One Human in the Loop Last week, GPT found a security bug in code that Claude wrote. Not a hypothetical. Not a contrived test. A real conversation-ownership vulnerabi...

By · · 1 min read
My AI Team Has Four Models and One Human in the Loop

Source: DEV Community

My AI Team Has Four Models and One Human in the Loop Last week, GPT found a security bug in code that Claude wrote. Not a hypothetical. Not a contrived test. A real conversation-ownership vulnerability in a production app. If you started a chat, someone else could read your messages. Claude wrote the code. Claude reviewed the code. Claude missed it. GPT caught it in seconds. That moment changed how I think about AI-assisted development. The Single-Model Trap We all have a favorite model. Maybe it's Claude for reasoning, GPT for breadth, or whatever ships fastest. But here's the thing: every model has blind spots. And if you only use one model, you inherit all of its blind spots as your own. I've been building a workflow called TAT (Tiny AI Team) that treats AI models like an engineering team. Not one genius doing everything, but specialists collaborating, with me as the product owner making the final calls: Claude Opus orchestrates. Plans epics, breaks work into sprints, makes architec

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

#ai (2752)#news (1878)#webdev (1209)#business (866)#programming (848)#/business (707)#opensource (630)#sa transcripts (604)#productivity (600)#investing (575)

Around the Network