UK sovereign LLM inference

Redirecting from /docs to /docs/getting-started/introduction

Explore Wikipedia Like a Windows XP Desktop

https://explorer.samismith.com/og.png
The explorer.samismith.com website offers Wikipedia and Wikimedia Commons exploration, with features like desktop background image setting and Earth folder drag-and-drop functionality. It's an open-source project inspired by various web experiences.

Removing the modem and GPS from my 2024 RAV4 hybrid

https://arkadiyt.com/images/rav4/tools.jpg
The author removed the modem and GPS from their 2024 RAV4 Hybrid to prevent telemetry data from being sent to Toyota. This was done to improve car privacy and security, but may void parts of the warranty.

Show HN: Find the best local LLM for your hardware, ranked by benchmarks

https://raw.githubusercontent.com/Andyyyy64/whichllm/main/assets/demo.gif
whichllm ranks models based on real benchmarks and evidence, not size. It chooses the best model for your hardware from merged live and frozen benchmark sources.

Building ML framework with Rust and Category Theory

Category Theory for Tiny ML in Rust is a working draft that uses category theory as an engineering tool to develop a small, explicit machine-learning system in Rust. The book is open-source and allows feedback, but commercial or organizational reuse requires written permission from the project owners.

Show HN: GlycemicGPT – Open-source AI-powered diabetes management

https://raw.githubusercontent.com/GlycemicGPT/GlycemicGPT/main/assets/logo.png
GlycemicGPT is an open source diabetes platform with AI-powered analysis that connects to CGM and insulin pumps for real-time monitoring. It's a supplementary tool for managing diabetes, not a replacement for professional medical care.

A few words on DS4

DwarfStar 4's popularity stems from its single-model integration and fast, large quasi-frontier model. The project will focus on quality benchmarks, coding agent, hardware setup, ports, and distributed inference.

UK government replaces Palantir software with internally-built refugee system

https://ichef.bbci.co.uk/news/480/cpsprodpb/1b91/live/a4434bd0-4a32-11f1-a70d-c72ff4101914.jpg.webp
A UK government department replaced a Palantir IT system with its own, saving millions of pounds. The new system is more flexible and meets high security standards, reducing reliance on external suppliers.

Details of the Daring Airdrop at Tristan Da Cunha

https://www.tristandc.com/images/oc-2026-05-09-plane-over-village.jpg
The UK Government sent a military team and medical supplies to Tristan da Cunha to help with a suspected hantavirus outbreak. The team parachuted in and delivered the supplies, providing much needed relief to the island's hospital team.

RTX 5090 and M4 MacBook Air: Can It Game?

https://scottjg.com/posts/2026-05-05-egpu-mac-gaming/macos-egpu.jpg
A user successfully attached an NVIDIA RTX 5090 GPU to their MacBook Air using a Thunderbolt dock and a USB-C port, but encountered several challenges including macOS not shipping with drivers for NVIDIA or AMD GPUs on Apple Silicon and limited support for different AI models. The user was able to overcome these challenges by using a Linux VM on the MacBook Air, passing through the GPU to the ...

First public macOS kernel memory corruption exploit on Apple M5

https://substackcdn.com/image/fetch/$s_!TJW7!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c731d5e-68ca-4054-894f-659601de6a66_2048x1536.jpeg
Researchers shared a macOS kernel memory corruption exploit with Apple at their Cupertino office, the first to survive MIE on M5 silicon. The exploit was developed using AI and human expertise, highlighting the potential for AI to discover vulnerabilities that bypass advanced mitigations.

Gyroflow: Video stabilization using gyroscope data

https://raw.githubusercontent.com/gyroflow/gyroflow/master/resources/screenshot.jpg
Gyroflow is a video stabilization application that uses gyroscope data to stabilize footage. It supports various cameras and video editors, including Adobe Premiere and DaVinci Resolve.

Solar-based sleep patterns compared to modern norms

https://dylan.gr/img/95.jpg
Past Mediterranean societies had polyphasic sleep patterns, with multiple naps and wakeful periods, influenced by the sun and seasons. The siesta, a midday nap, is a remnant of this practice still found in Greek culture, where it remains an essential part of daily life.

New Nginx Exploit

https://opengraph.githubassets.com/3769a28a5822a4d244e7a66cb803bdf9d051ba3cb319c2953cc6d53a3d2e9753/DepthFirstDisclosures/Nginx-Rift
A critical heap buffer overflow in NGINX's ngx_http_rewrite_module allows unauthenticated RCE. Exploitation involves cross-request heap manipulation to redirect a cleanup pointer to a fake function invoking system().

Codex is now in the ChatGPT mobile app

https://images.ctfassets.net/kftzwdyauwt9/4i08f39LTE7HOZ0R3EKaKA/74f6008bbde015cfef96a14209f7673b/16_9.png?w=3840&q=50&fm=webp
Codex is now in the ChatGPT mobile app, allowing users to work with Codex from anywhere. The app enables users to review, approve, and change direction on work in real-time, streamlining collaboration and productivity.

Mullvad exit IPs are surprisingly identifying

https://tmctmt.com/posts/mullvad-exit-ips-as-a-fingerprinting-vector/tool.png
Mullvad's exit IP picking algorithm uses a seed-based RNG, not truly random numbers, allowing for correlation attacks. This means users can be deanonymized behind a VPN with >99% accuracy.

Access to frontier AI will soon be limited by economic and security constraints

https://substackcdn.com/image/fetch/$s_!m84U!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae51e8c7-2e50-4488-ba26-cab93af39986_1280x925.jpeg
The future of AI access is uncertain due to economic and security constraints, with the US government and developers restricting access to frontier AI capabilities. To avert this scenario, solutions such as hardening the world against AI threats, building more datacenters, and offering access guarantees to non-US countries in exchange for compute investments are necessary to ensure equitable ...

Tesla Wall Connector bootloader bypasses the firmware downgrade ratchet

https://www.synacktiv.com/sites/default/files/styles/blog_grid_view/public/2026-04/blogpost.png
Tesla's anti-downgrade mechanism in the Wall Connector Gen 3 was bypassed by exploiting the order of operations between partition table write and slot erase, allowing an old firmware to be written to the active slot without calling routine 0x201. This vulnerability was fixed in a firmware update, but it highlights the importance of enforcing the security ratchet in the bootloader to prevent ...
https://opengraph.githubassets.com/9414a3014737e5e313ebf19be7427f91da2d80e0970be3149212d95ec669c508/anthropics/claude-for-legal
Claude for Legal is a platform that provides reference agents, skills, and data connectors for various legal workflows. It offers a customizable solution for in-house, firm, and academic legal work, with a focus on automation and efficiency.

HDD Firmware Hacking

https://icode4.coffee/wp-content/uploads/hdd_twitter_card-470x140.png
The user was working on an Xbox 360 exploit and needed to modify a hard drive's firmware to introduce a delay in read requests, but instead found a way to exploit the race condition without modifying the firmware. The user then decided to modify the firmware of various hard drives and solid state drives, including Western Digital and Samsung models, to gain a deeper understanding of how they ...

RISC-V Router

Goal resets every {{srvModel.resetEveryAmount}} {{srvModel.resetEvery}} {{srvModel.resetEveryAmount>1?'s': ''}}

What's in a GGUF, besides the weights – and what's still missing?

https://nobodywho.ooo/assets/favicon/android-chrome-512x512.png
GGUF is a single-file format for conversational language models, making it more ergonomic than typical safetensors repos. GGUF includes a chat template in the jinja2 templating language to handle complex conversation formats.

Porting 3D Movie Maker to Linux

https://benstoneonline.com/images/3dmm-linux-giant-rat.png
A developer successfully ported Microsoft 3D Movie Maker to Linux using a fork called 3DMMEx, overcoming various challenges including assembly language and platform-specific code. The project now allows users to run 3DMM natively on Linux, with plans for future improvements and potential ports to other platforms.

Geography is four-dimensional

https://m.sive.rs/og.jpg
People's perceptions of places change over time due to evolving circumstances. Geography is four-dimensional, combining where and when to understand a place accurately.

New arXiv policy: 1-year ban for hallucinated references

Something went wrong, but don’t fret — let’s give it another shot. Some privacy related extensions may cause issues on x.com. Please disable them and try again.

OVMS: Open source electric vehicle remote monitoring, diagnosis and control

https://www.openvehicles.com/sites/default/files/ovms-intro.jpg?fid=3004
We provide live vehicle monitoring and control through a smartphone app with features like alerts, charge control, and climate control. Our module offers advanced CAN bus capabilities, scripting, and data logging for vehicle customization and automation.

How Claude Code works in large codebases

https://cdn.prod.website-files.com/68a44d4040f98a4adf2207b6/6a04aaf1c37c6196e5ee19bb_fig1-the-claude-code-harness-v1%402x.png
Claude Code navigates large codebases by traversing the file system and using context files, hooks, and skills to improve performance and accuracy. Effective deployments invest in codebase setup, layering context with CLAUDE.md files and skills, and establishing a governance framework to manage adoption and ensure smooth rollout.

More than sixty percent of the United States is experiencing drought conditions

https://news.vt.edu/content/news_vt_edu/en/articles/2026/05/drought-united-states-la-nina-expert/_jcr_content/article-image.transform/m-medium/image.png
More than 60 percent of the US is experiencing drought, with 20 percent in extreme drought, due to La Niña conditions and increased air temperatures. Relief may come from late summer or early fall tropical systems, and potentially a historic El Niño event next fall and winter.

LLM Policy for Rust Compiler

https://opengraph.githubassets.com/1e09be65296b2eae6ccf12783155cadd83633592711aac537fe47325b5e3adeb/rust-lang/rust-forge/pull/1040
A policy is proposed for using Large Language Models (LLMs) in contributing to the rust-lang/rust repository, excluding subtrees, submodules, and dependencies from crates.io. The policy aims to make moderation easier by banning some valid usages of LLMs and focusing on the specific needs of the rust-lang/rust repository.

Coldkey – Post-quantum age key generation and paper backup tool

https://raw.githubusercontent.com/pike00/coldkey/main/image.png
coldkey generates post-quantum age keys and creates printable HTML backups with QR codes for secure storage. It provides defense-in-depth against key exposure through Go's garbage collector and secure memory features.