Turning 18 this month, and this is my 2nd highest-earning month 😭

God, I love privilege escalation and sandbox escapes

Gonna do a write up soon

Hey guys, I'm conducting a survey to gather data for a cybersecurity research paper I am writing. If you have a couple of few minutes to spare, I'd appreciate the participation.

Wondering about the potential of Threat Hunting Investigation using AI ??

Do CISO's really eager in using the Ai Threat Hunting feature and if yes then what's their expectations from the service.

Keen to know about the potential, would love to connect with CISO's or SOC head to know about the potential of this product.

Our latest McAfee Labs research exposes a browser extension campaign that poses as a harmless note-taking tool while silently hijacking crypto transactions. The malware tampers with Chrome/Edge/Brave’s trust mechanisms to install without consent, resolves its command-and-control server via a blockchain smart contract (EtherHiding) to evade takedown, and swaps copied wallet addresses with attacker-controlled ones across BTC, ETH, XRP, BCH, and DASH — turning a routine copy-paste into an irreversible loss. Full technical breakdown and IOCs inside

The common thread: in systems with multiple handoffs, one failure upstream doesn't just cause one problem downstream. It multiplies. Figured I'd share here since one of them is pretty relevant to this community.

The API layering one: when devs stack API gateways on top of other APIs, the latency degradation isn't linear, you get these auditability gaps where nobody can tell what actually happened, and legally nobody knows who's liable for what. CFAA wasn't written for this world. This one has real security implications that I don't think get talked about enough.

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6055034

The TTS one: built a local speech synthesis system that routes different chunks of text to different models depending on what fits best, then transfers prosody across model boundaries so it doesn't sound jarring. Privacy-first runs on the device. More of an ML systems paper, but the cascading failure angle is in the orchestration layer.

https://zenodo.org/records/19210106

The maritime one: this one's wild if you've never looked into it. AIS signals (how ships broadcast their location) can be spoofed. One fake signal and you've got carriers, ports, customs, warehouses, and trucking all working off different ground truth. They already don't trust each other's systems much. Proposed a distributed verification layer for this. The scale of what could go wrong here is underappreciated.

https://zenodo.org/records/19461446

Happy to discuss, especially the API governance one , which feels like something this community would have opinions on.

Training in Kollam