Swe Marathon Ext Can Ai Build A Whole Saas Product

Models ship auth and CRUD reliably but fail on concurrency, time logic and rejection paths, so repo-edit benchmark scores overstate end-to-end product building. Review those areas when an agent builds from scratch.

• benchmark — A standard public test set for comparing AI models — the shared scoreboards behind every "model X beats model Y" claim.
• AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.

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