A Kedr model-personification meme reads, “Muse spark 1.3 and gemini 3.8 flash teaming up to benchmax.” A blue-haired Meta Muse Spark 1.3 character and a blue, teal, and pink-haired Gemini 3.8 Flash character pose together beneath benchmark screenshots. The upper chart shows GPT-6 Astra, Gemini 3.8 Flash, and Claude Opus 5 tied at 74% pass@1. Red circles and arrows contrast a 75.4 score labeled “DeepSWE v1.1 Long-horizon agentic coding” with a 73.7% “DeepSWE v1.1 Long-horizon software engineering” result. Kedr’s source caption reads, “Best friends.”

A Kedr model-personification meme reads, “Muse spark 1.3 and gemini 3.8 flash teaming up to benchmax.” A blue-haired Meta Muse Spark 1.3 character and a blue, teal, and pink-haired Gemini 3.8 Flash character pose together beneath benchmark screenshots. The upper chart shows GPT-6 Astra, Gemini 3.8 Flash, and Claude Opus 5 tied at 74% pass@1. Red circles and arrows contrast a 75.4 score labeled “DeepSWE v1.1 Long-horizon agentic coding” with a 73.7% “DeepSWE v1.1 Long-horizon software engineering” result. Kedr’s source caption reads, “Best friends.”