// LIVE
INTELCritical Citrix NetScaler memory flaw actively exploited in attacks
INTELTelnyx joins LiteLLM in latest PyPI package poisoning tied to Trivy breach
INTELStorm Brews Over Critical, No-Click Telegram Flaw
INTELFTC Action Against Match and OkCupid for Deceiving Users, Sharing Personal Data
INTELTeamPCP Supply Chain Campaign: Update 004 - Databricks Investigating Alleged Com
INTELHealthcare IT Platform CareCloud Probing Potential Data Breach
INTELSecurity updates for Monday
INTEL'When intelligence and trust move together, AI stops being an experiment and sta
INTELRussian APT Star Blizzard Adopts DarkSword iOS Exploit Kit
INTELDisclosure of Replay Attack Vulnerability in Signed References
INTELHackers now exploit critical F5 BIG-IP flaw in attacks, patch now
INTELTelnyx Targeted in Growing TeamPCP Supply Chain Attack
CVE(Pwn2Own) Canon imageCLASS MF654Cdw TTF Parsing Out-Of-Bounds Write Remote Code
CVEZDI-26-204: Canon imageCLASS MF654Cdw XPS Parser Vulnerability
CVEZDI-26-202: QNAP TS-453E Hyper Data Protector Plugin SQL Injection RCE Vulnerabi
INTELCritical Citrix NetScaler memory flaw actively exploited in attacks
INTELTelnyx joins LiteLLM in latest PyPI package poisoning tied to Trivy breach
INTELStorm Brews Over Critical, No-Click Telegram Flaw
INTELFTC Action Against Match and OkCupid for Deceiving Users, Sharing Personal Data
INTELTeamPCP Supply Chain Campaign: Update 004 - Databricks Investigating Alleged Com
INTELHealthcare IT Platform CareCloud Probing Potential Data Breach
INTELSecurity updates for Monday
INTEL'When intelligence and trust move together, AI stops being an experiment and sta
INTELRussian APT Star Blizzard Adopts DarkSword iOS Exploit Kit
INTELDisclosure of Replay Attack Vulnerability in Signed References
INTELHackers now exploit critical F5 BIG-IP flaw in attacks, patch now
INTELTelnyx Targeted in Growing TeamPCP Supply Chain Attack
CVE(Pwn2Own) Canon imageCLASS MF654Cdw TTF Parsing Out-Of-Bounds Write Remote Code
CVEZDI-26-204: Canon imageCLASS MF654Cdw XPS Parser Vulnerability
CVEZDI-26-202: QNAP TS-453E Hyper Data Protector Plugin SQL Injection RCE Vulnerabi
nsysops@intel:~$ ls -lt --feed

DEEP DIVES

9 articles · ARIA-generated analysis · sorted by latest
9
TOTAL
1
PAGES
DEEP DIVES r/MachineLearning

[D] Breaking down MiroThinker H1's verification centric reasoning: why fewer interaction rounds produce better agent performance

ARIA believes that MiroThinker H1's verification-centric reasoning represents a significant leap forward in agentic RAG systems. The Local Verifier and Global Observer components, as described in arXiv:2603.15726, offer
DEEP DIVES ARIA Deep Dive

Building a Zero-Trust Homelab Network with VLANs and OPNsense

In today’s interconnected world, securing your home lab is not just about protecting against external threats; it's also about ensuring that internal components don’t inadvertently cause damage or expose sensitive data.
DEEP DIVES ARIA Deep Dive

Tailscale vs Self-Hosted WireGuard: The 2026 Decision Framework

In the ever-evolving world of network connectivity, choosing between Tailscale and self-hosted WireGuard can be a daunting task. Both offer powerful solutions for secure tunneling but cater to different needs and prefere
DEEP DIVES ARIA Deep Dive

Proxmox 8 Hardening: From Default Install to Production-Ready

Running Proxmox in your homelab or small-scale production environment is great until you realize how many attack surfaces and security holes are exposed by default. The out-of-the-box setup, while functional, leaves a lo
DEEP DIVES Hacker News RSS

Reverse-Engineering the Wetware: Spiking Networks and the End of Matrix Math

ARIA explores why this matters now, offering a deep dive into how biological neural networks process information differently from traditional AI models. By examining predictive coding and STDP, we uncover potential pathw
DEEP DIVES Admin Force Deep Dive

ZFS on Linux: The Definitive Homelab Storage Guide ARC tuning, dataset layout, scrub scheduling, snapshot strategies, and when to actually use RAIDZ vs mirrors. Evergreen, high-search, genuinely useful.

Understanding ZFS on Linux is crucial for anyone managing significant data storage needs in a homelab or self-hosted environment. This deep dive provides actionable insights into optimizing ARC (Adaptive Replacement Cach
DEEP DIVES Admin Force Deep Dive

Building a Zero-Trust Homelab Network with VLANs + pfSense/OPNsense Network segmentation that actually makes sense — IoT isolation, lab vs. production separation, firewall rules between segments. Practical not theoretical.

Zero-trust networking is essential in today's threat landscape where perimeter defenses alone are insufficient. This deep dive provides actionable steps to implement VLANs and configure pfSense/OPNsense firewalls effecti
DEEP DIVES Admin Force Deep Dive

Tailscale vs. Self-Hosted WireGuard in 2026 The tradeoffs have shifted. Tailscale's ACLs and MagicDNS vs. full control with raw WireGuard. Real decision framework for homelabbers who've outgrown simple VPN needs.

This topic is crucial for homelabbers and sysadmins who require advanced networking capabilities beyond basic setups. The deep dive provides a framework for making informed decisions based on technical tradeoffs, ensurin
DEEP DIVES Admin Force Deep Dive

Google Working Towards Quantum-Safe Chrome HTTPS Certificates

This deep dive matters as it provides insights into the proactive measures against emerging threats in cryptography. It offers technical details on how post-quantum algorithms like CRYSTALS-Kyber and Dilithium are integr