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Blog

Insights, guides, and practical breakdowns on compliance, cybersecurity, and digital transformation.

AllCompliance & GRC (14)Cybersecurity (8)Industry Insights (2)

Featured

Cracks splitting a neon-lit wall between two isolated virtual machine cubes on a dark background

The AI Found the Door in the Wall: Inside Xen's XSA-523 Guest Escape

Xen published XSA-523 on 3 November: two grant-copy flaws let a malicious guest read and write other domains' memory, including Dom0. There is no known mitigation, every Xen release since 4.6 is affected, and the finding is credited to Anthropic's Claude.

Necolas HamwiNecolas Hamwi
November 5, 2026 - 7 min read
Holographic API key glowing at the center of a dark server grid, neon cyan filaments connecting it to distant nodes

Black October: The Month AI Platforms Lost Their Keys

A Northflank control-plane breach left customers rotating their AI API keys, and it landed in the middle of Wiz's Black October tally of AI developer platform incidents. Here is what was exposed, what the stolen keys were worth, and why your API keys are now the perimeter.

Necolas HamwiNecolas Hamwi
November 4, 2026 - 7 min read
Dark cyberpunk illustration of a glowing shared-link filament bridging two sealed chat panels through a neon-lit boundary wall

One Shared Link, Your Whole AI Session: Inside the ChatGPT Takeover Chain

A public ChatGPT share link could run attacker code inside your signed-in session. Parameter Labs reported the chain on October 18, OpenAI fixed it on October 26 and rated it P1. Here is what actually broke, why it matters to a business that runs on AI, and the controls to put in place this week.

Necolas HamwiNecolas Hamwi
November 2, 2026 - 7 min read
Dark cyberpunk illustration of a laptop at the centre of a broken neon chain of nodes fanning out across ten blockchain paths

The $6.3B Binance Heist: One Laptop, Twenty Minutes, and the Trust Chain That Broke

A hacked laptop belonging to a single DevOps engineer opened the door to the largest crypto theft in history. We break down what actually failed at Binance, why it is not a crypto story at all, and the controls that would have changed the outcome for any team that moves money.

Necolas HamwiNecolas Hamwi
November 1, 2026 - 7 min read
Dark neon cyberpunk circuit lattice with a glowing central torus, representing an AI model that finds, exploits and patches vulnerabilities

One Model Now Finds, Exploits and Patches the Bug

Google's Gemini 4 Carbon lands a firm lead in vulnerability discovery, exploitation and patching benchmarks, in the same week Anthropic's model chained five working exploits. The gap between disclosure and weaponization has collapsed. Here is what changes for your patch strategy.

Necolas HamwiNecolas Hamwi
October 30, 2026 - 7 min read
Dark cyberpunk illustration of a glowing AI core sending five light threads to broken browser, phone, window, server and terminal glyphs

Five Platforms, One Model: When Bug Hunting Becomes a Production Line

Anthropic's Frontier Red Team pointed an unreleased model at Chrome, Safari, Android, Windows and Linux. It came back with five working exploit chains, 62 Chrome CVEs and a zero-click Linux root. The cost of exploit development just fell off a cliff.

Necolas HamwiNecolas Hamwi
October 29, 2026 - 7 min read
Dark cyberpunk visual of dozens of glowing AI agent nodes converging on a server rack behind a firewall, in purple and cyan neon

44 Agents, One Attacker: When Offense Gets an AI Workforce

TrendAI documented a single operator running 44 AI agents through reconnaissance, exploitation, exfiltration and even the final report against 19 organizations. Combined with Storm-0940's ARTEX abuse and CyberCartel's model swarm, agentic intrusion has stopped being theoretical. Here is what actually holds.

Necolas HamwiNecolas Hamwi
October 28, 2026 - 7 min read
Neon-lit digital identity keycard floating in a dark server hall, circuit lines reaching multiple terminals.

Your AI Agent Has a Login. Can You Prove What It Touched?

JumpCloud's Q4 2026 Pulse Report surveyed 250 IT leaders and found a 72% gap between what AI agents can access and what teams can prove they touched. Only 41% have folded agents into the same IAM policies that govern employees, and 46% let high-risk agent actions run without human approval. The proof gap is now an audit problem, not a theoretical one.

Necolas HamwiNecolas Hamwi
October 27, 2026 - 7 min read

Blog

Featured image for LLM API Security: How to Secure Your AI Product in 2026
CybersecurityPillar

LLM API Security: How to Secure Your AI Product in 2026

Imagine you ship an LLM-powered customer support bot. You have rate limiting on the API endpoint, HTTPS everywhere, and a system prompt instructing the

Necolas HamwiNecolas Hamwi
April 22, 2026 - 11 min read
Featured image for SOC 2 Compliance: The Complete Guide for SaaS Companies (2026)
Compliance & GRCPillar

SOC 2 Compliance: The Complete Guide for SaaS Companies (2026)

SOC 2 is a security framework developed by the American Institute of Certified Public Accountants (AICPA) for verifying your controls across security, availability, and confidentiality — here's your complete guide to SOC 2 compliance for SaaS companies in 2026.

Necolas HamwiNecolas Hamwi
April 22, 2026 - 14 min read
AI Agents Can't Be Contained: Claude Cowork's SharedRoot Escape Shows Sandboxes Are a Myth

AI Agents Can't Be Contained: Claude Cowork's SharedRoot Escape Shows Sandboxes Are a Myth

One message. That's all it took. Accomplish AI researchers broke out of Claude Cowork's sandbox, gaining full read-write access to 500,000 Mac filesystems. Anthropic closed the report as 'Informative' — and that's the real story.

Necolas HamwiNecolas Hamwi
8 min read
South Korea's $950B AI Blitz: A New World Order in the Making

South Korea's $950B AI Blitz: A New World Order in the Making

South Korea committed $950B+ to AI infrastructure at the San Francisco AI Summit. SK Group + Nvidia $500B+, Samsung + Broadcom up to $200B, plus $576B in state projects. The global AI center of gravity is shifting east.

Necolas HamwiNecolas Hamwi
7 min read
AI Boosts Ransomware Effectiveness by 65%, Proofpoint Research Shows

AI Boosts Ransomware Effectiveness by 65%, Proofpoint Research Shows

Necolas HamwiNecolas Hamwi
5 min read
Line charts showing KV-cache footprints of DeepSeek and Xiaomi models and agent benchmark scores

The KV-Cache Endgame: How DeepSeek and Xiaomi Are Making Cheaper Models Smarter

DeepSeek-V4.1-Flash and Xiaomi's HySparse2 attack the same bottleneck from opposite directions: encode the KV cache once and quantize it hard, or read only what you will use. Agent-focused sparse attention is going mainstream, and cheap models just got competitive on real agent benchmarks.

Necolas HamwiNecolas Hamwi
6 min read
PhotoCraft editing demo — open-source image editor built in Rust

The $0 Alternative to Adobe's $600/Month

ArtCraft just shipped seven open-source creative apps built in pure Rust — free, local, yours forever. No subscriptions. No cloud phoning home.

Necolas HamwiNecolas Hamwi
7 min read

Categories

  • Compliance & GRC (14)
  • Cybersecurity (8)
  • Industry Insights (2)

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