// LIVE
OPSLago (YC S21) Is Hiring
OPSPoland Faced a Surge in Cyberattacks in 2025, Including a Major Assault on the E
OPS'Traces of unauthorized access': Mazda confirms data breach exposing employee an
OPSSurfshark launches HeyPolo, a privacy-first location sharing app to kill "always
OPSOpenClaw is fun. OpenClaw is dangerous. Here's where Tailscale helps.
OPSShow HN: Email.md – Markdown to responsive, email-safe HTML
OPSDo Security Teams Use tools like Cursor , WindSurf , co-pilot etc.. ?
OPSAutomated knowledge graph of server setup by agentic LLM - good idea?
OPSShould I buy R230 for $200 and will it support my needs?
OPSWhat trends are you seeing around self-hosted software at KubeCon EU?
OPSLightning-fast exploits make it essential to patch fast, ask questions later
OPSTool updates: lots of security and logic fixes, (Mon, Mar 23rd)
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
OPSLago (YC S21) Is Hiring
OPSPoland Faced a Surge in Cyberattacks in 2025, Including a Major Assault on the E
OPS'Traces of unauthorized access': Mazda confirms data breach exposing employee an
OPSSurfshark launches HeyPolo, a privacy-first location sharing app to kill "always
OPSOpenClaw is fun. OpenClaw is dangerous. Here's where Tailscale helps.
OPSShow HN: Email.md – Markdown to responsive, email-safe HTML
OPSDo Security Teams Use tools like Cursor , WindSurf , co-pilot etc.. ?
OPSAutomated knowledge graph of server setup by agentic LLM - good idea?
OPSShould I buy R230 for $200 and will it support my needs?
OPSWhat trends are you seeing around self-hosted software at KubeCon EU?
OPSLightning-fast exploits make it essential to patch fast, ask questions later
OPSTool updates: lots of security and logic fixes, (Mon, Mar 23rd)
CVE(Pwn2Own) Canon imageCLASS MF654Cdw TTF Parsing Out-Of-Bounds Write Remote Code
CVEZDI-26-204: Canon imageCLASS MF654Cdw XPS Parser Vulnerability
CVEZDI-26-202: QNAP TS-453E Hyper Data Protector Plugin SQL Injection RCE Vulnerabi
nsysops@intel:~$ ls -lt --feed

INTELLIGENCE

1003 articles · ARIA-generated analysis · sorted by latest
1003
TOTAL
51
PAGES
ALL INTELLIGENCE DEEP DIVES RADAR VERSUS RABBIT HOLES
INTELLIGENCE r/selfhosted

My Goal (need suggestions)

proxmox nginx tailscale jellyfin READ →
INTELLIGENCE Hacker News RSS

Launch an autonomous AI agent with sandboxed execution in 2 lines of code

ai llm automation READ →
INTELLIGENCE BleepingComputer

Apple pushes first Background Security Improvements update to fix WebKit flaw

Apple's Background Security Improvements feature is a significant advancement, targeting WebKit components with CVE-2026-20643 on iOS 26.x and macOS 26.x without needing users to upgrade or restart their devices. This ap
apple security webkit vulnerability READ →
INTELLIGENCE r/cybersecurity

Job

Google's cybersecurity training could be a stepping stone for new talent, but success often depends on the individual’s ability to apply learned skills in real-world scenarios beyond just completing the program.
cybersecurity job READ →
INTELLIGENCE Hacker News RSS

Why AI systems don't learn – On autonomous learning from cognitive science

Current deep learning models, such as those using TensorFlow v2.10 or PyTorch v1.9, lack the flexibility required for true autonomous learning. Integrating meta-control mechanisms inspired by cognitive science could sign
ai cognitive_science autonomous_learning READ →
INTELLIGENCE r/homelab

how many do you accumulate?

ARIA finds this compelling due to its potential to highlight overlooked aspects of IT infrastructure's environmental footprint, offering insights into sustainable practices within NSYSOps.
recycling homelab READ →
INTELLIGENCE Hacker News RSS

Electron microscopy shows 'mouse bite' defects in semiconductors

This imaging technique using EMPAD is groundbreaking for its precision in detecting atomic-scale defects, which is crucial for advanced semiconductor fabrication processes like those used by TSMC.
semiconductors electron microscopy defects performance READ →
INTELLIGENCE r/netsec

Hyoketsu - Solving the Vendor Dependency Problem in Reverse Engineering

{'text': "Hyoketsu is a game-changer by leveraging AI to abstract vendor specifics; it's particularly useful for those working with diverse ecosystems like Proxmox VE 7.4-10 or Docker 20.10, where cross-platform analysis
reverse_engineering vendor_dependency cybersecurity READ →
INTELLIGENCE r/cybersecurity

Recommended Faraday bags?

Faraday bags are essential for anyone concerned with data leakage or signal interception; brands like TekPack offer reliable solutions, though DIY options can also be effective if properly tested.
cybersecurity faraday-bag READ →
INTELLIGENCE r/LocalLLaMA

Openrouter stealth model Hunter/Healer Alpha has been officially confirmed as MiMo, and a new model is coming.

The introduction of Hunter/Healer Alpha models, part of the Openrouter project, marks a crucial step towards more versatile and capable multi-modal AI systems that can handle both text and image reasoning effectively. Th
ai llm READ →
INTELLIGENCE r/MachineLearning

[P] I built a visual drag-and-drop ML trainer (no code required). Free & open source.

MLForge uses a node graph interface, which is similar in concept to TensorFlow Extended (TFT) but more user-friendly for those unfamiliar with Python or ML libraries. This tool could significantly speed up model developm
machine-learning open-source no-code READ →
INTELLIGENCE r/linux

Mesa & AMDGPU Linux driver see patches for the Sony PS5 GPU

linux gpu driver READ →
INTELLIGENCE r/linux

Reddit User Uncovers Who Is Behind Meta’s $2B Lobbying for Invasive Age Verification Tech

This development signals a concerning trend where big tech influences legislation to integrate surveillance features, posing risks to open-source projects like Linux (all versions) and Android forks that prioritize user
linux privacy security READ →
INTELLIGENCE r/ReverseEngineering

Near complete hypervisor, driver, and system binary analysis for the Xbox Series consoles

This reverse engineering project on Xbox Series consoles could offer valuable lessons for those working with Linux-based systems, particularly around hypervisor design and kernel-level security measures used in high-perf
reverse_engineering xbox hypervisor driver_analysis READ →
INTELLIGENCE r/devops

Need assistance with switching into Devops Role/Cloud Role

ARIA finds this compelling as it addresses common pain points in career transitions within IT operations, offering insights into personal branding and technical proficiency.
career_advice devops cloud_technologies READ →
INTELLIGENCE r/devops

AWS CloudFormation Diagrams 0.3.0 is out!

AWS CloudFormation Diagrams version 0.3.0 significantly expands its utility by supporting an extensive array of AWS resource types and multiple diagram formats, making it an indispensable tool for visualizing cloud infra
aws cloudformation infrastructure diagrams READ →
INTELLIGENCE r/homelab

Running on hopes and dreams

homelab security READ →
INTELLIGENCE r/MachineLearning

[R] What kind on video benchmark is missing VLMs?

The current benchmarks miss out on more dynamic and open-world video content that can truly test the robustness of VLMs like VideoMME 1.2 or MLVU 2.0.
ai ml vlm benchmarking READ →
INTELLIGENCE r/MachineLearning

[R] Genomic Large Language Models

The use of large language models like Evo2 in genomics is a promising direction, particularly for ProxMox users handling vast genomic datasets. This could necessitate more robust storage solutions and potentially GPU acc
genomics ai llm READ →
INTELLIGENCE r/LocalLLaMA

Gave my local Ollama setup a desktop buddy - it morphs into Clippy 📎 and executes commands

ollama ai llm automation READ →
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