Image created with gemini-3.1-flash-image-preview with claude-sonnet-4-5. Image prompt: High altitude aerial photography of the black and cyan TikTok musical note logo freefalling through crisp bright blue sky in a dynamic joyful pose, ground visible far below, bold clean title text ‘BYTEDANCE’ integrated at top, wide angle, bright daylight, simple clean composition, cheerful and optimistic mood.

ByteDance just published something I’ve been waiting for someone to build: CUDA Agent! It trained a model that writes fast CUDA kernels. Not just correct ones — actually optimized ones. It beats torch.compile by 2× on simple/medium kernels, ~92% on complex ones, and even”” https://x.com/BoWang87/status/2028599174992949508

CUDA Agent by ByteDance A large-scale agentic RL system for high-performance CUDA kernel generation. Achieves SOTA on KernelBench–100% faster than torch.compile on Level-1/2 splits and 92% on Level-3, beating Claude Opus 4.5 and Gemini 3 Pro by ~40% on the hardest tasks.”” https://x.com/HuggingPapers/status/2028504440978739428

Also, in the past two years, most Chinese tech giants have repeatedly reshuffled their model orgs — Alibaba had changed the least. Looking across peers: – At ByteDance, the Seed organization runs internal “”horse-racing”” setups, where multiple teams work on the same direction or”” https://x.com/ZhihuFrontier/status/2029120535599431797

New ByteDance paper shows how an AI learned to write CUDA hardware code so well it beats standard compilers at their own game. This system creates custom software components that run up to 100% faster than traditional automated tools. Writing instructions for AI hardware is”” https://x.com/rohanpaul_ai/status/2029161433519567175

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