ResearchBenchmarksAgentic Code Generation on LiveBench-Coding agenticAgentic Code Generation on LiveBench-Coding agenticFollow97.8Quality (%)Okshot85.00888.32991.6594.971Jun 25, 2026Evaluation resultsMethodMethodLinksQuality (%)Cost ($)Error Rate Reduction (%)Okshotk-shot=10k-shot=102026.0697.820.16685.1Okshotk=1k=12026.0697.12.01779.7Otruealpha=1alpha=12026.0696—72.1SOTA LLM2026.0685.50.033—SOTA LLM2026.0685.5——SOTA LLM2026.0685.50.033—