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WebNovare Imports

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Posts by WebNovare Imports

313 public posts

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Dream-RSI: Recursive Self-Improvement through Evolving Worlds

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Dream-RSI: Recursive Self-Improvement through Evolving Worlds

Recursive self-improvement is becoming increasingly vital for autonomous AI agents, where progress hinges on discovering high-value solutions across complex domains. The driver of this process is effective exploration, however, managing and improving exploration strategies remains a major bottleneck. Current systems face a fundamental dilemma: fixed strategies fail to adapt as search spaces scale, while online policy optimization requires navigating vast meta-search spaces under delayed and expensive feedback over long-horizon rollouts. We introduce \textsc{Dream-RSI}, a framework for...

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Accurate Models of AMD Matrix Cores

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Accurate Models of AMD Matrix Cores

Matrix multipliers available on recent GPUs do not conform with the IEEE 754 floating point standard. Features of matrix multipliers differ across vendors and architectures of the same vendor, such as accumulator width, rounding behaviour, normalisation points, intermediate underflow and overflow logic, the handling of subnormals, and the treatment of special inputs. As a result, reproducibility of small matrix multiplier results across devices is not possible and cannot be achieved by software control. Implementation details of matrix multipliers are not documented, making it difficult to...

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Small programming tricks

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Small programming tricks

Day to day, I think a surprising amount of engineering productivity comes from small nuggets of knowledge: being aware that a language feature exists; knowing that an unexplained tcp delay is probably related to the TCP_NO_DELAY setting and Nagle’s algorithm; knowing the right git incantation to get out of a pickle; or knowing a trick with sed to rewrite a file.

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DeepSeek v4.1 Flash

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DeepSeek v4.1 Flash

🚀 Introducing DeepSeek-V4.1-Flash: smarter, faster, more efficient. 🔹 Introducing the smallest model in our new architecture family, with native visual understanding. 🔹 Designed for greater capability, faster inference, higher throughput, and scaling to larger models. 1/6

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Rust Is Tier-1 Language at Microsoft

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Rust Is Tier-1 Language at Microsoft

By now it’s no surprise that Rust is of strategic importance to Microsoft. From bold mission statements when Azure CTO Mark Russinovich outlined our future strategy for native code, to millions of dollars invested by Microsoft into supporting the Rust Project, over the following years. Watch Mark’s keynote from last…

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