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Sequoia Capital highlights the gap between current AI models that train once and human continuous learning, and points to EngramLab's work on AI that never stops learning with memory inside the model.
An opinion piece arguing that AI's biggest limitation may not be reasoning but its inability to accumulate experience like humans, suggesting that continuous learning could be more transformative than scaling model size.
This paper studies adversarial attacks on continuous data summarization under similarity-level perturbations via DR-submodular optimization, proposing multi-target attack generation as a min-max problem and robust defense as a regularized max-min problem, with theoretical guarantees and experiments.
Jeff Bezos has funded Flourish, a neuro-AI startup valued at $2.5 billion with $500 million in funding, co-founded by former Amazon executive Rob Williams and neuroscientist Thomas Reardon. The company aims to build brain-inspired AI systems called Cortex AI that can run on 50 watts or less and continuously learn, addressing key limitations of current LLMs.
Coursera and Udemy have officially merged to create a unified global skills development platform, with Andrew Ng appointed as chairman. The combined entity plans to integrate AI-powered tools and a vast course catalog to help learners continuously adapt to the evolving demands of the AI-driven workforce.
Google Research introduces ReasoningBank, an agent memory framework that lets LLM agents learn continuously from successes and failures, improving success rates and efficiency.