A recent test of five large language models on real-world coding tasks revealed Gemini 2.5 Flash as the best value, achieving perfect scores on all ten tasks for a total cost of $0.008. Claude Sonnet 4 followed as the most reliable option, with zero failures and two partial successes at a slightly higher cost. GPT-5.5, while strong in reasoning, struggled with concise code generation, failing four tasks due to excessive verbosity. AI
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IMPACT Gemini 2.5 Flash's cost-effectiveness and performance in coding tasks could significantly influence agent development and adoption.
RANK_REASON The cluster details a comparative benchmark of LLMs on practical coding tasks, evaluating their performance and cost-effectiveness.