Eight models, five vendors, one answer sheet

📰 Medium · Programming

Discover how eight AI coding models from five vendors performed on unseen tests, with surprising results on their ability to solve fresh tasks

intermediate Published 17 Jul 2026
Action Steps
  1. Run tests on AI coding models with unseen data to evaluate their performance
  2. Configure a grading system to assess the models' ability to solve fresh tasks
  3. Compare the results of different models and vendors to identify patterns and limitations
  4. Analyze the findings to understand the strengths and weaknesses of current AI coding models
  5. Apply the insights to inform decisions on AI adoption and development in coding tasks
Who Needs to Know This

Software engineers and AI researchers can benefit from understanding the limitations of AI coding models, while product managers and entrepreneurs can learn about the current state of AI-powered coding tools

Key Insight

💡 AI coding models struggle with solving fresh tasks, with even flagship models only able to solve 3/10 unseen tests

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🚨 AI coding models put to the test! 🚨 Discover how they performed on unseen tasks and what it means for the future of coding

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 »
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