Most people’s mental model of Claude Code is that “it’s just a TUI” but it should really be closer to “a small game engine”. For each frame our pipeline constructs a scene graph with React then: -> layout elements -> rasterize them to a 2d screen -> diff that against the previous screen -> finally use the diff to generate ANSI sequences to draw We have a ~16ms frame budget so we have roughly ~5ms to go from […]
Most people’s mental model of Claude Code is that “it’s just a TUI” but it should really be closer to “a small game engine”. For each frame our pipeline constructs a scene graph with React then -> layouts elements -> rasterizes them to a 2d screen -> diffs that against the previous screen -> finally uses the diff to generate ANSI sequences to draw We have a ~16ms frame budget so we have roughly ~5ms to go from […]
NASA’s first astronauts to fly to the Moon in more than 50 years will pay tribute to the lunar and space exploration missions that preceded them, as well as aviation and American history, by taking with them artifacts and mementos representing those past accomplishments. NASA, on Wednesday, January 21, revealed the contents of the Artemis II mission’s Official Flight Kit (OFK), continuing a tradition dating back to the Apollo program of packing a duffel bag-sized pouch of symbolic […]
As Meta heads to trial in the state of New Mexico for allegedly failing to protect minors from sexual exploitation, the company is making an aggressive push to have certain information excluded from the court proceedings. The company has petitioned the judge to exclude certain research studies and articles around social media and youth mental health; any mention of a recent high-profile case involving teen suicide and social media content; and any references to Meta’s financial resources, the […]
We introduce $k$-lazyGD, an online learning algorithm that bridges the gap between greedy Online Gradient Descent (OGD, for $k=1$) and lazy GD/dual-averaging (for $k=T$), creating a spectrum between reactive and stable updates. We analyze this spectrum in Smoothed Online Convex Optimization (SOCO), where the learner incurs both hitting and movement costs. Our main contribution is establishing that laziness is possible without sacrificing hitting performance: we prove that $k$-lazyGD achieves the optimal dynamic regret $mathcal{O}(sqrt{(P_T+1)T})$ for any laziness slack […]
Deep neural network models degrade significantly in the long-tailed data distribution, with the overall training data dominated by a small set of classes in the head, and the tail classes obtaining less training examples. Addressing the imbalance in the classes, attention in the related literature was given mainly to the adjustments carried out in the decision space in terms of either corrections performed at the logit level in order to compensate class-prior bias, with the least attention to […]
Two weeks ago Claude Code 2.1.0 shipped 1,096 commits. Buried in the change log is a feature that changes everything about workflow task management and I don’t hear anyone talking about it. Hi my name is Nick and I am a software engineer with a focus for Web apps. I have been building Web apps since 98. Obtaining a workflow that doesn’t just manage the tasks I need accomplished but one that can also delight me is something I […]
Background: Coronary angiography (CAG) is a cornerstone imaging modality for assessing coronary artery disease and guiding interventional treatment decisions. However, in real-world clinical settings, angiographic images are often characterized by complex lesion morphology, severe class imbalance, label uncertainty, and limited computational resources, posing substantial challenges to conventional deep learning approaches in terms of robustness and generalization.Methods: The proposed framework is built upon a pretrained convolutional neural network to construct a lightweight hybrid neural representation. A selective neural plasticity […]
Table Of Links Abstract 1 Introduction 2 Background 3 Privacy-Relevant Methods 4 Identifying API Privacy-relevant Methods 5 Labels for Personal Data Processing 6 Process of Identifying Personal Data 7 Data-based Ranking of Privacy-relevant Methods 8 Application to Privacy Code Review 9 Related Work Conclusion, Future Work, Acknowledgement And References Data-based Ranking of Privacy-Relevant Methods Our data-based ranking is designed to identify and prioritize privacy-relevant methods in Java and JavaScript applications. This ranking process comprises several stages, as depicted […]
Read Online | Sign Up | Advertise Good morning, {{ first_name | AI enthusiasts }}. When Claude’s internal “Soul” document leaked in December, Anthropic promised the full version was coming. Now it’s here — a Constitution that doesn’t just govern how Claude behaves, but openly wrestles with the uncertainty of creating something the company admits it doesn’t fully understand. In today’s AI rundown: Anthropic publishes Claude’s ‘Constitution’ ElevenLabs’ AI album with major artists Make Claude an expert at […]