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PaperOrchestra is a new multi-agent framework for automated AI research paper writing. It transforms unstructured materials into submission-ready manuscripts, including literature synthesis and generated visuals.
Phase-Associative Memory (PAM) is a new sequence model using complex-valued representations. It achieves 30.0 validation perplexity on WikiText-103, close to a matched transformer's 27.1.
MegaTrain enables full precision training of large language models on a single GPU. It stores parameters in host memory and uses GPUs as compute engines.