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Ship-Bench: Benchmarks

Ship-Bench tests if AI agents and coding tools can actually ship realistic software. It evaluates LLMs across a full agentic SDLC workflow: planning, architecture, UX/design, implementation, and QA.

Can Gemma 4 Beat Gemini 3.1 Pro at Coding?
Is a $20/month Google AI Pro account worth it versus running Gemma 4 31B on OpenRouter pay-as-you-go? This Ship-Bench run was designed to answer that question across a realistic coding workflow rather
Apr 27, 202611 min read6
An AI Benchmark That Tests Real Coding Workflows
Developers face a real choice: pick a coding model or agent based on synthetic benchmarks that look great but do not predict actual project work. The problem is no longer whether models can score well
Apr 19, 20268 min read20

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