We can build Hybrid Reasoning Agents that bridge latent reasoning and text-based interaction, enabling efficient agentic capabilities. These agents improve performance by 10.4% while reducing tokens, inference time, and costs compared to existing LLM agents and frameworks.
Good products are shaped by the people who make them, reflecting their experience and perspective. Without a shared understanding and unified point of view, software can become a collection of features without character or soul.
The Free Pascal Compiler and Lazarus IDE now support dynamic packages, allowing users to create and install components, controls, and extensions in seconds. This feature enables plugin systems for native Pascal classes and types through dynamic package libraries.
The µRepRap is a 3D printer designed to achieve micron-scale fabrication using common materials, with the goal of advancing microelectronics and MEMS technology. It aims to replicate the capabilities of desktop fabrication on a smaller scale, enabling inexpensive and rapidly-evolving equipment for biological sciences and microelectronics.
Researchers tested 70 dogs' reactions to sounds associated with round and spiky shapes, finding they looked at the correct shape when hearing its sound. The study suggests dogs may have a universal connection between visual and auditory information like humans do.
The Search API and Fetch API provide access to live web content, allowing agents and RAG applications to search for web pages using a query. Both APIs use the same bearer authentication as the DeepSeek API and return raw JSON results.
A Broadcom 802.11 vulnerability has been present since 2010, affecting dozens of vendors and millions of devices worldwide, allowing for remote code execution and information disclosure. The vendor was aware of the issue but refused to assign a CVE or publicly disclose it until now, leaving many OEMs without patches.
Java 17 introduced sealed classes to explicitly list allowed sub-types, enabling exhaustiveness checking and compile-time safety guarantees. However, adding a new sub-type can break consumers of the code unless everything is recompiled together.
Churchill War Rooms housed a top-secret transatlantic telephone system called SIGSALY, used by Churchill and Roosevelt to communicate securely during WWII. The system allowed for private conversations across the Atlantic Ocean, with 12 terminals installed worldwide, including one in London's Selfridges department store.
The Oxide control plane uses a distributed database and background tasks to manage DNS services, with the Omicron debugger providing runtime observability for debugging purposes. The debugger generates detailed reports on DNS propagation, allowing developers to quickly identify issues and improve system reliability.
The Intel 8087 chip introduced in 1980 significantly improved floating-point operations, with a speedup of almost 100 times over the 8086 processor. The microcode implementation of addition and subtraction involves complex logic to handle special cases such as infinities, zeros, and Not-a-Number values.
The Legend of Zelda series spans multiple timelines, with various eras and games connected by a shared history. The timeline branches into different paths after Ocarina of Time, including the child, adult, and fallen-hero eras.
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The author converted their Razor A5 Lux scooter to electric using a Hercules cordless drill, 3D printing, and various parts. The result is a functional but rough-around-the-edges e-scooter that they enjoy riding at autocross events.
This project is an open-source, low-cost motorized XYZ Micro-Manipulator with submicron precision for applications like optical alignment and microscopy. It can be controlled via G-Code commands over a USB serial interface.
The author designed an esoteric programming language called KillSwitch to test LLMs' ability to understand and write code, exploiting their weaknesses such as letter counting and safety guardrails. The results of benchmarking major LLM models show varying performance, with some performing better than others.
Florida has 104,659 HOA associations with 48,999 court records and 460,412 liens against homes. These associations foreclose on their own members more than any other state combined.
The author learned about Haskell's Kind system while working on a Redis server clone, discovering its ability to classify and manipulate type-level constructs. They built higher-Kinded types (HKTs) using the Wrap and Compose functions, which take other type constructors as arguments, allowing for more expressive and reusable code.
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2026-10-18 20:44:48 UTCgithub.com/netflix
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VMAF is a perceptual video quality assessment tool developed by Netflix, offering metrics like PSNR, SSIM, and CIEDE2000. It includes a C library, Python wrappers, and tools for model training and testing.
ranet3 is a mesh VPN and SD-WAN tool that uses Babel, RTT metrics, and SRv6 for routing. It achieves speeds of 8.84 Gbit/s over hardware and software with TCP payload in UDP framing.
The documentary "You Can See Everything" masterfully manipulates viewers' emotions, forcing them to confront how much of their opinion of Elizabeth Holmes comes from the story's narrative rather than facts. The film expertly uses camera angles, editing, and framing to create a visceral experience that challenges viewers' perceptions and biases.
The author explains parser combinators as a way to parse structured data from unstructured text, using functions that combine and transform parsers. They demonstrate three fundamental combinator functions: pSeq (sequence), pMap (map), and pRepeat (repeat).
Sphinx is a Git hook that asks questions about code before shipping, built for minimal tokens and compatible with various coding agents. It helps reviewers understand changes by asking questions when things go wrong or succeed.
Mitos is a fast-paced, experimental text editor built on Helix's foundation, offering multi-cursor support and syntax awareness. It aims to create a robust and extensible editor with occasional breaking changes for faster development.
Teal is a statically-typed Lua dialect with type annotations, aiming to fill the niche of TypeScript in JavaScript. It's implemented as a compiler and has various tools and integrations for building projects.