arXiv:2602.00997v1 Announce Type: new Abstract: Automatic Prompt Optimization (APO) is a powerful approach for extracting performance from large language models without modifying their weights. Many existing methods rely on trial-and-error, testing different prompts or in-context examples until a good configuration emerges, often consuming substantial compute. Recently, natural language feedback derived from execution logs has shown promise as a way to identify how prompts can be improved. However, most prior approaches operate in a bottom-up manner, iteratively adjusting the […]

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This is Rudhyar’s major philosophical and psychological work, the concentrated outcome of a lifetime concerned with the most basic problems of human existence and the meaning of radical social-cultural crisis mankind is experiencing. Rudhyar has been for years an apostle of world integration based on the interpretation of Eastern and Western concepts and attitudes to life. He sees emerging a global society, and through the world-wide interaction of all cultures, a new type of “planetary” consciousness which for […]

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The Secret The sun in the Free Zone didn’t just shine; it weighed. Kael walked through the Market Sector with his head down, clutching a plastic jug against his chest. The jug was empty. Around him, the “Market” was a cacophony of arguments. There were no price tags. Every transaction was a debate. “Three batteries?” a vendor screamed at a woman holding a can of beans. “Yesterday it was two! You’re gouging me!” “The batteries are dead!” the […]

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Generating publication-ready illustrations is a labor-intensive bottleneck in the research workflow. While AI scientists can now handle literature reviews and code, they struggle to visually communicate complex discoveries. A research team from Google and Peking University introduce new framework called ‘PaperBanana‘ which is changing that by using a multi-agent system to automate high-quality academic diagrams and plots. https://dwzhu-pku.github.io/PaperBanana/ 5 Specialized Agents: The Architecture PaperBanana does not rely on a single prompt. It orchestrates a collaborative team of 5 […]

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arXiv:2601.17001v1 Announce Type: new Abstract: Twenty-five years ago, Joel Reidenberg argued that technology itself, not just law and regulation, imposes rules on communities in the Information Society. System design choices like network architecture and configurations create regulatory norms he termed “Lex Informatica”-referencing the merchant-driven medieval “Lex Mercatoria” that emerged independent of sovereign control. Today we face different challenges requiring us to revisit Reidenberg’s insights and examine the consequences of that earlier era. While Lex Informatica provided a framework […]

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arXiv:2502.07244v2 Announce Type: replace-cross Abstract: Autoregressive attention-based time series forecasting (TSF) has drawn increasing interest, with mechanisms like linear attention sometimes outperforming vanilla attention. However, deeper Transformer architectures frequently misalign with autoregressive objectives, obscuring the underlying VAR structure embedded within linear attention and hindering their ability to capture the data generative processes in TSF. In this work, we first show that a single linear attention layer can be interpreted as a dynamic vector autoregressive (VAR) structure. We then […]

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Published on December 13, 2025 12:38 PM GMT How it started I used to think that anything that LLMs said about having something like subjective experience or what it felt like on the inside was necessarily just a confabulated story. And there were several good reasons for this. First, something that Peter Watts mentioned in an early blog post about LaMDa stuck with me, back when Blake Lemoine got convinced that LaMDa was conscious. Watts noted that LaMDa […]

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