All technologies
Claude 3.7 Sonnet
2 painsavg 6.5/10
testing 1dx 1
AI models struggle to debug software reliably
7A Microsoft study found that industry-leading AI coding models, including Claude 3.7 Sonnet and o3-mini, struggle to reliably debug software. Models need adequate test case coverage to be effective; without it, they become lost.
testingCodexClaude 3.7 Sonneto3-mini+1
AI models fail on complex logic and novel algorithmic problems
6Codex struggles with truly novel problems, complex logic, and abstract reasoning tasks that deviate significantly from its training data. Its pattern-matching approach makes it ineffective for innovative algorithmic design and entirely new programming paradigms.
dxCodexClaude 3.7 Sonneto3-mini+1