Meta's Llama 3.1 405B emerges as a formidable open-source challenger to proprietary AI giants, boasting top-tier performance in reasoning and coding benchmarks. The 405-billion-parameter model significantly outperforms its predecessor while introducing extended context capabilities, sparking developer debates about open vs. closed AI ecosystems.