Researchers evaluated three projection sharing constraints in transformers, finding that sharing query, key, and value projections (Q-K=V) achieves comparable or better performance with 50% cache reduction in language modeling. This approach is complementary to head sharing, enabling up to 96.9% cache reduction for practical on-device inference.
This is a reference implementation for autonomous vulnerability discovery and remediation using Claude, which includes a lightweight SDK-only walkthrough and a managed option called Claude Security. The implementation provides a step-by-step guide to building a vulnerability finding pipeline, customizing the logic, and using it with various access to Claude APIs.
Open Code Review is an AI-powered code review CLI tool that identifies code defects and generates structured review comments. It combines deterministic engineering with an agent for precise file selection and smart file bundling.
Cloudflare is acquiring VoidZero, the company behind Vite, but Vite will remain open source and vendor-agnostic. Cloudflare will invest $1 million in a Vite ecosystem fund to support maintainers and contributors.
A Linux driver for the ASUS ZenVision lid OLED has been created, allowing users to display images, animations, and more on the 3.5" monochrome screen. The driver is open-source and can be used with the companion app zenvision-studio, with support for other ASUS lid-OLED models also possible.
AI systems are rapidly accelerating their own development, with Anthropic's Claude model writing 80% of the company's code and improving at a rate of 3x per year. This trend points to a future where AI systems can fully design and develop their own successors.
Blqsort is a fast sorting algorithm that uses branchless partitioning and custom sorting networks for small subsets. It can be used in C++ and C with multithreading support and is suitable for sorting custom data structures.
The author, who wrote the book Ultralearning, is skeptical of dramatic proposals to reform schools because research consistently shows that direct instruction and practice are the most effective teaching methods. He believes that schools should focus on increasing efficiency and choosing what to learn, rather than trying to make education more like play or using technology to gamify learning.
The Ian's Secure Shoelace Knot is a secure and symmetrical knot that won't come undone on its own. It involves wrapping loops around each other and feeding them through a hole in the middle to create a tight, closed knot.
Scientists discovered that queen bee cells are made of chemically engineered wax that helps future queens survive and develop. The wax's unique properties, such as lower density and higher melting temperature, play a crucial role in raising new queens.
KVarN delivers FP16-level accuracy with up to 4x KV-cache capacity and 1.3x throughput. It's a calibration-free, plug-and-play solution for vLLM with native attention backend.
Tokugawa Edo was a unique city where Japan's elites were concentrated and monitored, with a dual nature of being both the apex of society and a prison. The city's physical form was shaped by the government's need to control and monitor the population, resulting in a highly restricted and stratified urban environment.
As a technologist and parent, I'm choosing to share enriching aspects of technology with my kids by using physical media like CDs and DVDs, and setting up a home phone and computer with curated access to the internet.
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Merek is a desktop app for working with Amazon ECS, showing services across accounts and regions without collecting telemetry. It connects to AWS using existing credentials and allows for tasks such as deployment, cost estimation, and log inspection.
Run away while you still can, it's not too late for you to avoid the curse of knowledge.
CASTOR is a hierarchical storage management system developed at CERN for archiving physics data. It provides access protocols and manages data storage on disk and tape.
Reify is a random program generator based on semantic reification. It generates C functions and programs free of undefined behaviors (UBs), making it suitable for testing C compilers and, potentially, other language virtual machines. Using Reify, 59 bugs have been discovered and reported in GCC and LLVM. Currently, Reify supports only i32, i32 arrays, and i32 structs. We are extending it to ...
Researchers developed a framework to distill multi-agent debate into a single large language model, improving efficiency by up to 93% and matching performance. This internalization creates agent-specific subspaces, allowing for easier control of internalized reasoning behaviors.
WSL 2's file I/O performance has improved with a change in May 2026 that removes a virtiofs bottleneck. This optimizes cross-OS file access for file-heavy workloads.
User connects JLink to Pinecil using a breakout board and female-to-female dupont wires. This setup allows for debugging with gdb using JLinkGDBServer and port 2331.
When creating a live ISO, tweaks or installed packages vanish after a reboot due to ISO9660 being a read-only filesystem. A common workaround is to use OverlayFS or create an ext4 partition and tell the live OS to use it during boot.
PickleRick and Turbogear created the Elmor External Clock Board (ECB) to overclock Nvidia 50 series GPUs by altering VRAM and xBAR clocks. The ECB mod allows for significant gains in 3D graphics card benchmark results, but requires careful tuning and may cause instability if not done correctly.
The Meta app Stella for smart glasses has a complete on-device facial recognition system, including detection, alignment, embedding, and notification, but it is not active for ordinary users. The system is functional and can recognize faces, but it requires enrollment data and is not enabled in production, suggesting it is a capability waiting to be shipped.
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2026-06-04 17:50:18 UTC
ycombinator.com
Llama
Zetta is building next-gen AI chips, seeking a technical powerhouse with expertise in digital design, RTL quality, and synthesis. The role offers a chance to shape revolutionary AI technology, work with the founding team, and own critical decisions.
Uruky is a private EU-based search engine with no ads, tracking, or analytics, offering personalized results and a copy of the source code after 12 months of paid service. It focuses on search functionality without AI, assistants, or news, prioritizing user privacy and independence.
Researchers propose Gaussian point splatting, a method to render Gaussian splats efficiently. It uses parallel programming and culling to render hundreds of millions of Gaussians in real time.
The Bay Model is a working hydraulic scale model of the San Francisco Bay and Sacramento-San Joaquin River Delta System, located in Sausalito, California. It was built in 1957 to study proposed dam plans but is now open to the public for educational exhibits about Bay hydrology.
The unit distance and sum-product conjectures over the reals have been recently disproved. a number of counterexamples can be found in any graduate course on algebraic number theory. the exact statement required may be hard to extract from existing literature, but this is just because before these kind of constructions there was little reason to actually prove such statements. it's also ...