Inception Labs has developed a revolutionary language model called Diffusion LLM (dLLM) that generates words simultaneously rather than sequentially like traditional models. This approach has led to a 5-10x improvement in speed and efficiency, particularly in code generation. Unlike traditional LLMs, dLLMs reduce hallucinations and allow for validation of generated text in real-time. This has […]
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Rayhunter is an IMSI Catcher Catcher specifically designed for the Orbic mobile hotspot, with a disclaimer that it’s only a proof of concept and should not be used in high-risk situations. The code is tailored for the Orbic RC400L mobile hotspot, but may work on other Orbics and Linux/Qualcom devices. The installation process involves downloading […]
In part 2 of this series, the focus is on the BSD Fast Filing System, which aimed to fix the structural problems of the original Unix filesystem. The paper highlights the innovation of the BSD FFS layout, optimizing disk I/O throughput by understanding CHS geometry and incorporating several layout policies for file placement. The FFS […]
A rare “megalography” unearthed in Pompeii’s Casa del Tiaso showcases the Dionysiac mysteries with intricate frescoes from the 1st century BC. The large frieze of life-size figures portrays a procession of Dionysus, including bacchantes, satyrs, and a woman about to be initiated into the cult’s secrets. The depiction reveals a blend of religious and festive […]
In this post, we explore how Group Relative Policy Optimization (GRPO) was used to improve reasoning models in a game called “temporal clue”, exceeding previous models like o1, o3-mini, and coming close to Sonnet 3.7 while being cost-effective. The goal was to enhance logical deduction by training smaller models iteratively. By using reinforcement learning techniques, […]
This web content provides detailed information on using vectors, quaternions, and matrices in general purposes and computer graphics. It covers data structures, operations, and example use cases in fields like computer graphics, biomechanics, robotics, and more. Unique features include the ability to use f32 or f64 types, no_std compatibility for embedded systems, and various specialized […]
Distrusts in the Web PKI involve removing certification authorities that issue HTTPS certificates from root stores due to lack of trust. This can lead to certificate errors for users. However, due to advancements like certificate transparency logs and shorter certificate lifetimes, the impact of distrust events has decreased. Forward-looking distrust mechanisms allow for a smoother […]
The author stumbled upon the world of succinct data structures while searching for ways to optimize code. He found himself talking to a renowned expert in the field, Gonzalo Navarro, who introduced him to concepts he had never encountered before. Succinct data structures, like rank/select bit vectors and wavelet matrices, aim to efficiently store data […]
Researchers affiliated with Google and the Paradigms of Intelligence Team explore the concept of reverse-engineering complex patterns from simple rules using cellular automata. They aim to create systems that can learn local rules to produce desired patterns, blending Neural Cellular Automata (NCA) with Differentiable Logic Gates Networks. The NCA can learn patterns and behaviors but […]
Advancements in information abstraction have driven human progress throughout history. Mistral OCR, an Optical Character Recognition API, sets a new standard by comprehending all elements of documents with unprecedented accuracy. Unlike other models, Mistral OCR understands media, text, tables, and equations. It processes up to 2000 pages per minute and offers structured outputs for precise […]