SAW: Build Structured Multi-Agent AI Workflows on Linux
The post SAW: Build Structured Multi-Agent AI Workflows on Linux first appeared on Tecmint: Linux Howtos, Tutorials & Guides .Learn how to install safe-agentic-workflow (SAW) on Linux, add it to a project alongside Claude Code, and use it to
The post SAW: Build Structured Multi-Agent AI Workflows on Linux first appeared on Tecmint: Linux Howtos, Tutorials & Guides.
👉@sysadminoff
https://www.tecmint.com/safe-agentic-workflow-linux/
The post SAW: Build Structured Multi-Agent AI Workflows on Linux first appeared on Tecmint: Linux Howtos, Tutorials & Guides .Learn how to install safe-agentic-workflow (SAW) on Linux, add it to a project alongside Claude Code, and use it to
The post SAW: Build Structured Multi-Agent AI Workflows on Linux first appeared on Tecmint: Linux Howtos, Tutorials & Guides.
👉@sysadminoff
https://www.tecmint.com/safe-agentic-workflow-linux/
SAW: Build Structured Multi-Agent AI Workflows on Linux
SAW: Run AI Agent Teams for Software Development on Linux
Set up Safe Agentic Workflow (SAW) on Linux and learn how to run structured multi-agent AI coding workflows with Claude Code step by step.
📰 JOPDF Offers Linux Users Free, Full-Featured PDF Editing
JOPDF is a cross-platform PDF editor that lets Linux users edit text and images, annotate, convert, compress, and manage PDF files for free.
🔗 Source: https://linuxiac.com/jopdf-offers-linux-users-free-full-featured-pdf-editing/
#linux
👉@sysadminoff
https://share.google/rVKgnsWA7tY6drtBc
JOPDF is a cross-platform PDF editor that lets Linux users edit text and images, annotate, convert, compress, and manage PDF files for free.
🔗 Source: https://linuxiac.com/jopdf-offers-linux-users-free-full-featured-pdf-editing/
#linux
👉@sysadminoff
https://share.google/rVKgnsWA7tY6drtBc
Linuxiac
JOPDF Offers Linux Users Free, Full-Featured PDF Editing
JOPDF is a cross-platform PDF editor that lets Linux users edit text and images, annotate, convert, compress, and manage PDF files for free.
📰 User Frustrations Over The "Tragic State of FreeBSD Audio/Sound" Support
Besides the FreeBSD graphics and WiFi drivers lagging behind Linux and other operating systems, the FreeBSD audio driver support and handling of audio streams with FreeBSD on the desktop can be problematic depending upon the hardware/system. One of the most active mailing list threads this week in the FreeBSD camp was over the "tragic state" of FreeBSD audio/sound support...
🔗 Source: https://www.phoronix.com/news/Tragic-FreeBSD-Audio-Support
#linux
👉@sysadminoff
https://lxer.com/module/newswire/ext_link.php?rid=366426
Besides the FreeBSD graphics and WiFi drivers lagging behind Linux and other operating systems, the FreeBSD audio driver support and handling of audio streams with FreeBSD on the desktop can be problematic depending upon the hardware/system. One of the most active mailing list threads this week in the FreeBSD camp was over the "tragic state" of FreeBSD audio/sound support...
🔗 Source: https://www.phoronix.com/news/Tragic-FreeBSD-Audio-Support
#linux
👉@sysadminoff
https://lxer.com/module/newswire/ext_link.php?rid=366426
Phoronix
User Frustrations Over The "Tragic State of FreeBSD Audio/Sound" Support
Besides the FreeBSD graphics and WiFi drivers lagging behind Linux and other operating systems, the FreeBSD audio driver support and handling of audio streams with FreeBSD on the desktop can be problematic depending upon the hardware/system
📰 Decommissioned office PCs are the secret home lab upgrade nobody talks about
When I outgrew my Raspberry Pi 4 for my home lab, I assumed upgrading would cost a lot. I’d had Pi-hole and Tailscale running happily on that board for a few years. The moment I started experimenting with Jellyfin and a proper Docker stack, the SBC wasn’t cutting it anymore. So I weighed my options, which ranged from enterprise workstations to mini PCs everyone in the home lab community loves to talk about. Pricing for either ran well past what...
🔗 Source:
#raspberry
👉@sysadminoff
https://www.xda-developers.com/used-office-pcs-are-the-secret-home-lab-upgrade-nobody-talks-about/
When I outgrew my Raspberry Pi 4 for my home lab, I assumed upgrading would cost a lot. I’d had Pi-hole and Tailscale running happily on that board for a few years. The moment I started experimenting with Jellyfin and a proper Docker stack, the SBC wasn’t cutting it anymore. So I weighed my options, which ranged from enterprise workstations to mini PCs everyone in the home lab community loves to talk about. Pricing for either ran well past what...
🔗 Source:
#raspberry
👉@sysadminoff
https://www.xda-developers.com/used-office-pcs-are-the-secret-home-lab-upgrade-nobody-talks-about/
XDA
Decommissioned office PCs are the secret home lab upgrade nobody talks about
Corporate castoffs still reliable for tinkering.
GitHub, PyPI add time-based defenses against supply chain attacks
GitHub and PyPI (Python Package Index) have introduced a time-based mechanism in the Dependabot dependency management tool to protect against supply-chain attacks and to limit their impact.
—>
👉@sysadminoff
https://www.bleepingcomputer.com/news/security/github-pypi-add-time-absed-defenses-against-supply-chain-attacks/
GitHub and PyPI (Python Package Index) have introduced a time-based mechanism in the Dependabot dependency management tool to protect against supply-chain attacks and to limit their impact.
—>
👉@sysadminoff
https://www.bleepingcomputer.com/news/security/github-pypi-add-time-absed-defenses-against-supply-chain-attacks/
BleepingComputer
GitHub, PyPI add time-based defenses against supply chain attacks
GitHub and PyPI (Python Package Index) have introduced a time-based mechanism in the Dependabot dependency management tool to protect against supply-chain attacks and to limit their impact.
GNU Binutils 2.47
26 июля 2026 года состоялся выпуск GNU Binutils 2.47 — набора низкоуровневых инструментов для работы с объектными и исполняемыми файлами. В состав проекта входят ассемблер GNU Assembler, компоновщик GNU ld, а также утилиты objdump, readelf, ar, nm, objcopy, strip и другие компоненты, широко используемые при сборке программ в GNU/Linux.
В новой версии продолжено расширение поддержки архитектуры RISC-V. Добавлена работа со стандартными расширениями Zalasr 1.0, Svrsw60t59b 1.0, Zvabd 1.0 и Smpmpmt 1.0, а также с несколькими группами векторных инструкций скалярного произведения. Реализованы и фирменные расширения процессоров SpaceMiT — xsmtvdot и xsmtvdotii.
( читать дальше... )
binutils
👉@sysadminoff
https://www.linux.org.ru/news/gnu/18346831
26 июля 2026 года состоялся выпуск GNU Binutils 2.47 — набора низкоуровневых инструментов для работы с объектными и исполняемыми файлами. В состав проекта входят ассемблер GNU Assembler, компоновщик GNU ld, а также утилиты objdump, readelf, ar, nm, objcopy, strip и другие компоненты, широко используемые при сборке программ в GNU/Linux.
В новой версии продолжено расширение поддержки архитектуры RISC-V. Добавлена работа со стандартными расширениями Zalasr 1.0, Svrsw60t59b 1.0, Zvabd 1.0 и Smpmpmt 1.0, а также с несколькими группами векторных инструкций скалярного произведения. Реализованы и фирменные расширения процессоров SpaceMiT — xsmtvdot и xsmtvdotii.
( читать дальше... )
binutils
👉@sysadminoff
https://www.linux.org.ru/news/gnu/18346831
📰 "KVM Chainsaw" Expected To Hit Linux 7.3 For Dealing With God Data Structure
A patch series that appears destined for the upcoming Linux 7.3 merge window is what's dubbed the "KVM Chainsaw" as a major code clean-up in dealing with the kvm_mmu "god data structure"...
🔗 Source:
#linux
👉@sysadminoff
https://www.phoronix.com/news/KVM-Chainsaw-Linux-7.3
A patch series that appears destined for the upcoming Linux 7.3 merge window is what's dubbed the "KVM Chainsaw" as a major code clean-up in dealing with the kvm_mmu "god data structure"...
🔗 Source:
#linux
👉@sysadminoff
https://www.phoronix.com/news/KVM-Chainsaw-Linux-7.3
Phoronix
"KVM Chainsaw" Expected To Hit Linux 7.3 For Dealing With God Data Structure
A patch series that appears destined for the upcoming Linux 7.3 merge window is what's dubbed the 'KVM Chainsaw' as a major code clean-up in dealing with the kvm_mmu 'god data structure'.
Your Claude conversations may have leaked online if you did this
Claude conversations are appearing in search results after users created public share links, raising concerns about exposed API keys, cryptocurrency wallet details, medical information, and company documents. The incident does not indicate that Anthropic’s private chats were hacked: only conversations deliberately published through Claude’s sharing feature were affected.
Source
👉@sysadminoff
https://4sysops.com/archives/your-claude-conversations-may-have-leaked-online-if-you-did-this/
Claude conversations are appearing in search results after users created public share links, raising concerns about exposed API keys, cryptocurrency wallet details, medical information, and company documents. The incident does not indicate that Anthropic’s private chats were hacked: only conversations deliberately published through Claude’s sharing feature were affected.
Source
👉@sysadminoff
https://4sysops.com/archives/your-claude-conversations-may-have-leaked-online-if-you-did-this/
Fake Windows app sites multiply as scammers prepare malware delivery
A network of more than 70 domains is impersonating popular Windows applications, including Wintoys, PowerToys, CrystalDiskMark, and WinUtil. Some sites currently redirect users to legitimate downloads, suggesting the operators may be building trust and traffic before switching links to malware.
Source
👉@sysadminoff
https://4sysops.com/archives/fake-windows-app-sites-multiply-as-scammers-prepare-malware-delivery/
A network of more than 70 domains is impersonating popular Windows applications, including Wintoys, PowerToys, CrystalDiskMark, and WinUtil. Some sites currently redirect users to legitimate downloads, suggesting the operators may be building trust and traffic before switching links to malware.
Source
👉@sysadminoff
https://4sysops.com/archives/fake-windows-app-sites-multiply-as-scammers-prepare-malware-delivery/
Microsoft tackles Windows 11 WinUI RAM overhead before Start menu rewrite
Microsoft is prioritizing WinUI memory and performance fixes before moving more Windows 11 shell components to the framework. The work is intended to reduce RAM overhead and stuttering in the upcoming WinUI-based Start menu and Notifications center Agenda view.
Source
👉@sysadminoff
https://4sysops.com/archives/microsoft-tackles-windows-11-winui-ram-overhead-before-start-menu-rewrite/
Microsoft is prioritizing WinUI memory and performance fixes before moving more Windows 11 shell components to the framework. The work is intended to reduce RAM overhead and stuttering in the upcoming WinUI-based Start menu and Notifications center Agenda view.
Source
👉@sysadminoff
https://4sysops.com/archives/microsoft-tackles-windows-11-winui-ram-overhead-before-start-menu-rewrite/
📰 GNU Binutils 2.47 Released With More RISC-V Extensions, New Options
Along with this weekend's release of GNU C Library 2.44, the GNU Binutils 2.47 release is also now available for this important set of binary utilities common to Linux systems and other platforms with the GNU toolchain...
🔗 Source:
#gnu #linux
👉@sysadminoff
https://www.phoronix.com/news/GNU-Binutils-2.47
Along with this weekend's release of GNU C Library 2.44, the GNU Binutils 2.47 release is also now available for this important set of binary utilities common to Linux systems and other platforms with the GNU toolchain...
🔗 Source:
#gnu #linux
👉@sysadminoff
https://www.phoronix.com/news/GNU-Binutils-2.47
Phoronix
GNU Binutils 2.47 Released With More RISC-V Extensions, New Options
Along with this weekend's release of GNU C Library 2.44, the GNU Binutils 2.47 release is also now available for this important set of binary utilities common to Linux systems and other platforms with the GNU toolchain.
📰 Chrome for Arm64 Linux is now available to download
You can now install an official Google Chrome build on Arm64 Linux devices, including the Raspberry Pi. Back in March, Google promised Chrome for Arm64 Linux in “Q2 2026” so users on SBCs, AI desktops and the growing-fleet of Snapdragon laptops out there, could use the flagship browser and benefit from the handful of extras it offers over a vanilla Chromium build.
🔗 Source:
#chromium #linux #raspberry
👉@sysadminoff
https://www.omgubuntu.co.uk/2026/07/chrome-arm64-linux-available
You can now install an official Google Chrome build on Arm64 Linux devices, including the Raspberry Pi. Back in March, Google promised Chrome for Arm64 Linux in “Q2 2026” so users on SBCs, AI desktops and the growing-fleet of Snapdragon laptops out there, could use the flagship browser and benefit from the handful of extras it offers over a vanilla Chromium build.
🔗 Source:
#chromium #linux #raspberry
👉@sysadminoff
https://www.omgubuntu.co.uk/2026/07/chrome-arm64-linux-available
OMG! Ubuntu
Google Chrome arrives on Arm64 Linux, Widevine DRM included
Google Chrome now has an official Arm64 Linux build, including for the Raspberry Pi, available via Google's Debian and RPM repos with Widevine DRM support.
Выпуск композитного сервера Wayfire 0.11
Опубликован релиз композитного сервера Wayfire 0.11, использующего Wayland и позволяющего формировать нетребовательные к ресурсам интерфейсы пользователя c 3D-эффектами в стиле 3D-плагинов к Compiz (переключение экранов через 3D-куб, пространственная раскладка окон, морфинг при работе с окнами и т.п.). Wayfire поддерживает расширение функциональности через плагины и предоставляет гибкую систему настройки. Код проекта написан на языке C++ и распространяется под лицензией MIT.
👉@sysadminoff
https://www.opennet.ru/opennews/art.shtml?num=65986
Опубликован релиз композитного сервера Wayfire 0.11, использующего Wayland и позволяющего формировать нетребовательные к ресурсам интерфейсы пользователя c 3D-эффектами в стиле 3D-плагинов к Compiz (переключение экранов через 3D-куб, пространственная раскладка окон, морфинг при работе с окнами и т.п.). Wayfire поддерживает расширение функциональности через плагины и предоставляет гибкую систему настройки. Код проекта написан на языке C++ и распространяется под лицензией MIT.
👉@sysadminoff
https://www.opennet.ru/opennews/art.shtml?num=65986
📰 FireDragon v13 Released as a Complete Rewrite of Garuda Linux’s Browser
Garuda Linux has released FireDragon v13, a full reimplementation of its privacy-focused Firefox-based browser with new search, privacy, and performance controls.
🔗 Source:
#firefox #linux
👉@sysadminoff
https://linuxiac.com/firedragon-v13-released-as-a-complete-rewrite-of-garuda-linux-browser/
Garuda Linux has released FireDragon v13, a full reimplementation of its privacy-focused Firefox-based browser with new search, privacy, and performance controls.
🔗 Source:
#firefox #linux
👉@sysadminoff
https://linuxiac.com/firedragon-v13-released-as-a-complete-rewrite-of-garuda-linux-browser/
Linuxiac
FireDragon v13 Released as a Complete Rewrite of Garuda Linux’s Browser
Garuda Linux has released FireDragon v13, a full reimplementation of its privacy-focused Firefox-based browser with new search, privacy, and performance controls.
Webinar – Windows Protected Print Mode: What You Need to Know Today
The clock is ticking. From July 1, 2026, Windows will actively prioritize its own IPP driver - and many organizations are not ready. Enabling Windows Protected Print Mode lays the foundation for a future-proof print environment, but employees can no longer print using conventional print solutions.
Source
👉@sysadminoff
https://4sysops.com/archives/webinar-windows-protected-print-mode-what-you-need-to-know-today-2/
The clock is ticking. From July 1, 2026, Windows will actively prioritize its own IPP driver - and many organizations are not ready. Enabling Windows Protected Print Mode lays the foundation for a future-proof print environment, but employees can no longer print using conventional print solutions.
Source
👉@sysadminoff
https://4sysops.com/archives/webinar-windows-protected-print-mode-what-you-need-to-know-today-2/
📰 8 self-hosted services a total beginner can set up in a single weekend
Self-hosting is a hot trend of 2026, albeit with a reputation problem. Mention it to a friend, and they picture a rack of servers humming in a basement. Sounds cliché, but it’s true to an extent. Eventually, most folks end up there, but that isn’t necessary to get started. All you need is a computer, which could be a laptop, old desktop, a mini PC, or a single-board computer like a Raspberry Pi. Even without much Linux experience, a spare...
🔗 Source:
#linux #raspberry
👉@sysadminoff
https://www.xda-developers.com/self-hosted-services-a-total-beginner-can-set-up-in-a-single-weekend/
Self-hosting is a hot trend of 2026, albeit with a reputation problem. Mention it to a friend, and they picture a rack of servers humming in a basement. Sounds cliché, but it’s true to an extent. Eventually, most folks end up there, but that isn’t necessary to get started. All you need is a computer, which could be a laptop, old desktop, a mini PC, or a single-board computer like a Raspberry Pi. Even without much Linux experience, a spare...
🔗 Source:
#linux #raspberry
👉@sysadminoff
https://www.xda-developers.com/self-hosted-services-a-total-beginner-can-set-up-in-a-single-weekend/
XDA
8 self-hosted services a total beginner can set up in a single weekend
No terminal wizardry necessary.
Microsoft wins more time in £270M pre-owned license battle
Microsoft has secured an extended stay in the ValueLicensing case while it asks the UK Supreme Court for permission to appeal. The £270 million dispute remains largely paused, but disclosure and confidentiality applications will continue toward a September hearing.
Source
👉@sysadminoff
https://4sysops.com/archives/microsoft-wins-more-time-in-270m-pre-owned-license-battle/
Microsoft has secured an extended stay in the ValueLicensing case while it asks the UK Supreme Court for permission to appeal. The £270 million dispute remains largely paused, but disclosure and confidentiality applications will continue toward a September hearing.
Source
👉@sysadminoff
https://4sysops.com/archives/microsoft-wins-more-time-in-270m-pre-owned-license-battle/
Microsoft’s Project Perception brings machine-speed defense to enterprise security
Microsoft will open Project Perception to public preview on August 3, introducing an agentic security system designed to continuously discover, assess, and remediate threats across an organization’s digital estate. Its Cyber Stack combines security telemetry, shared context, multiple AI models, specialized agents, and automated actions while keeping human defenders in control.
Source
👉@sysadminoff
https://4sysops.com/archives/microsofts-project-perception-brings-machine-speed-defense-to-enterprise-security/
Microsoft will open Project Perception to public preview on August 3, introducing an agentic security system designed to continuously discover, assess, and remediate threats across an organization’s digital estate. Its Cyber Stack combines security telemetry, shared context, multiple AI models, specialized agents, and automated actions while keeping human defenders in control.
Source
👉@sysadminoff
https://4sysops.com/archives/microsofts-project-perception-brings-machine-speed-defense-to-enterprise-security/
AWS turns RAG into task-aware knowledge compression
AWS has introduced Task-Aware Knowledge Compression (TAKC), an open-source reference architecture that pre-compresses enterprise documents for specific jobs instead of retrieving only similar text at query time. The Bedrock-based design offers four compression levels, cutting context by up to 98.4% while targeting cross-document analysis and lower inference costs.
Source
👉@sysadminoff
https://4sysops.com/archives/aws-turns-rag-into-task-aware-knowledge-compression/
AWS has introduced Task-Aware Knowledge Compression (TAKC), an open-source reference architecture that pre-compresses enterprise documents for specific jobs instead of retrieving only similar text at query time. The Bedrock-based design offers four compression levels, cutting context by up to 98.4% while targeting cross-document analysis and lower inference costs.
Source
👉@sysadminoff
https://4sysops.com/archives/aws-turns-rag-into-task-aware-knowledge-compression/
Отчёт о развитии FreeBSD за второй квартал 2026 года
Опубликован отчёт о развитии проекта FreeBSD за второй квартал 2026 года. Владлен Пополитов перевёл полный отчёт на русский язык. Выжимка интересных проектов.
👉@sysadminoff
https://www.opennet.ru/opennews/art.shtml?num=65988
Опубликован отчёт о развитии проекта FreeBSD за второй квартал 2026 года. Владлен Пополитов перевёл полный отчёт на русский язык. Выжимка интересных проектов.
👉@sysadminoff
https://www.opennet.ru/opennews/art.shtml?num=65988