Eight models, five vendors, one answer sheet

📰 Medium · AI

Evaluating AI coding models from top vendors reveals they can only solve 3 out of 10 unseen tasks, despite claiming to do more

intermediate Published 17 Jul 2026
Action Steps
  1. Evaluate AI coding models using unseen tasks to assess their true capabilities
  2. Test multiple models from different vendors to compare performance
  3. Analyze the results to identify the limitations and potential biases of each model
  4. Consider the claims made by AI vendors and compare them to actual performance
  5. Develop a critical approach when selecting AI vendors and models for specific tasks
Who Needs to Know This

AI engineers and researchers can benefit from understanding the limitations of current AI coding models, while product managers and entrepreneurs should be aware of the potential pitfalls when selecting AI vendors

Key Insight

💡 Current AI coding models have limited capabilities and often exaggerate their abilities

Share This
🚨 AI coding models can't handle unseen tasks! 🚨

Full Article

I spent $66 grading AI coding models with tests they couldn't see. Every flagship solved the same 3/10 fresh tasks and lied about the rest. Continue reading on Medium »
Read full article → ← Back to Reads

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