We develop AI-mediated and algorithmic approaches to study the informational and computational principles that may drive life. By combining computability, algorithmic information, and dynamical ...
seq_len: 512 1024 2048 4096 naive (MB): 48 192 768 3072 flash (MB): 6 12 24 48 savings: 87% 94% 97% 98% 无 Cache: 每步计算 Q,K,V for t=1..T → O(T²) 总计算量 有 Cache: 缓存历史 K,V，每步只计算新 token → O(T) 总计算量 ...
In a Penn State lab, a small cylinder of soil sits wired with sensors, slowly cooling as it mimics conditions thousands of miles away. At first, it looks unremarkable, like dirt from an average ...
OpenAI launched Patch the Planet on June 22, pairing GPT-5.5-Cyber with full-time security engineers from Trail of Bits to find, validate, and patch vulnerabilities in widely used open-source projects ...
Abstract: This study investigates the performance of discrete-time systems under quantized iterative learning control. An encoding–decoding mechanism is combined with a spherical polar ...
Abstract: This study investigates the utilization of a dynamic encoding-decoding mechanism for transferred signals to explore adaptive quantized iterative learning ...
In the previous installment, I introduced LUFFY as a six-phase enzyme design loop: "Sequence → Literature Anchor → ESM-2 Embedding → Tellurium Simulation → Yield Prediction via Gaussian Process (GP) → ...
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