According to @karpathy, Gemini 3 demonstrates impressive capabilities in personality, writing, coding, and humor based on early access testing. Karpathy urges caution when interpreting public AI benchmarks, noting that teams may feel pressured to optimize results using data adjacent to test sets, potentially skewing results (source: @karpathy on Twitter, Nov 18, 2025). He recommends organizations rely on private evaluations for a more accurate understanding of large language model (LLM) performance. The initial findings suggest Gemini 3 could serve as a robust daily driver AI tool, positioning it as a top-tier LLM with significant business potential for enterprise applications and content generation.