At a time of despair, when there seems to be no end in sight for closed AI gaining the upper hand, the "Big Whale" shines a glimmer of hope with the release of DeepSeek 3.2. This release is a defining moment in the history of open-source artificial intelligence with the introduction of a suite of architectural and methodological breakthroughs, most notably DeepSeek Sparse Attention (DSA) and a scalable Group Relative Policy Optimization (GRPO) framework, that collectively shatter the computational ceilings which have historically constrained open-weights models. DeepSeek 3.2 is live on AkashML. →