ResearchBenchmarksCompetitive Programming on LeetCodeCompetitive Programming on LeetCodeFollow93.9QualityOkshot78.50882.50486.590.496Jun 25, 2026Evaluation resultsMethodMethodLinksQualityCost ($)Error Rate ReductionOkshotk-shot=10k-shot=102026.0693.91.29270.6Okshotk=1k=12026.0689.30.12948.8SOTA LLM2026.0679.10.011—SOTA LLM2026.0679.10.011—