Research and disclosure

Clear findings. No noise.

We publish analysis, responsible disclosures, and guides for teams that need to understand real risk and decide what to fix first.

31 posts

Featured · Research

AI-agent assisted ransomware: what actually changes in the kill chain

Nov 9, 2026 4 min read

Affiliates are starting to orchestrate intrusion stages with agents. How to prioritize detection and response without hype.

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Research

PromptLock and the real risk of locally generated malicious scripts

Local models via API can fabricate Lua and other scripts in real time. What that means for endpoint detection and internal AI policy.

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Guide

How to evaluate whether an LLM can help reproduce a CVE (without fooling yourself)

Benchmarks show partial PoCs from public data. A sober method for internal labs and patch validation.

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Research

From CVE to verifiable PoC: what multi-agent frameworks reveal to defenders

Pipelines that rebuild environments and exploit CVEs at scale change patching tempo. Concrete priorities for AppSec and ops.

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Guide

RDP without MFA is still ransomware’s front door

Recent families still bet on weak RDP accounts. A hardening checklist that actually moves risk.

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Research

Residential proxies: from TV-box botnets to corporate network risk

Consumer devices turned into proxies fuel fraud and anonymization. What to watch in DNS, DHCP, and BYOD.

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Disclosure

When the ransomware negotiator is too close to the attacker

Recent cases reopen due diligence debates for negotiation firms. Minimum criteria before hiring.

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Guide

Absurd-scale Patch Tuesday: how to prioritize when hundreds of fixes arrive

Record patch volumes force an exposure-based risk model. A simple framework to avoid drowning.

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Research

Installer supply chain and update hijacking: a forgotten surface

Update mechanisms without proper signing remain offensive shortcuts. Controls for engineering and procurement.

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Guide

SpamGPT and generative phishing: redesign awareness and detection

Perfect prose is no longer a legitimacy signal. What changes in training and filters.

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Research

Modern bootkits: why a “clean” endpoint can still lie

Pre-OS persistence makes partial reimage playbooks insufficient. What to validate after a serious incident.

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Guide

Hypervisors under attack: a quick checklist for virtualized estates

Hyper-V oriented malware and VM escapes demand real management-plane segmentation.

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Research

Record DDoS and the pivot to proxies: economics behind Aisuru-like botnets

When DDoS stops being the main business, residential proxies sustain revenue. Implications for ISPs and enterprises.

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Disclosure

Critical PHP flaws and the cost of delaying runtime updates

Public exploits against web runtimes still take whole sites down. An update plan with safe rollback.

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Guide

Crypto laundering and sanctions screening for security teams

Crimeware-friendly payment platforms force teams to look beyond malware. Controls for finops and threat intel.

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Research

AI accelerating vulnerability discovery: an asymmetric patch race

More bugs found faster means operational pressure. How to shorten deploy without breaking change.

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Guide

Hardening high-risk messaging accounts (practical lockdown mode)

Executives and sensitive staff need stricter profiles. Controls you can apply today on WhatsApp-like apps.

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Research

Abusive hosting and bulletproof-adjacent networks: reading adversary infrastructure

Providers that concentrate toxic networks remain pivots for malware and disinfo. Signals for threat intel.

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Guide

Playbook: responding to a mass corporate identity leak

When employee credentials or data appear on forums, the first 48 hours matter more than a perfect press note.

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Research

Social engineering with LLM-enriched context

The model is not magic: it scales personalization. Human and technical controls that actually cut the chain.

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Guide

Segmentation that survives an AI-assisted operator

If the attacker enumerates faster, blast radius matters more. Identity- and data-oriented segment design.

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Disclosure

Internal policy for offensive use of language models

Red teams need guardrails too. Legal, data, and publication limits before experimenting.

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Research

Malicious AI bots and platform-abuse automation

Bots that generate content and actions at scale stress fraud and trust & safety. Cross-signals for corporate security.

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Guide

Design detections for accelerated TTPs (not for the “AI” logo)

Your SIEM does not need a “ChatGPT attack” rule. It needs better signals for the same techniques, denser in time.

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Research

Data extortion without encryption: when ransomware no longer needs a lock

Steal-and-leak remains profitable. Exfiltration and classification controls that matter.

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Disclosure

From finding to useful advisory

What we include in a report so engineering can reproduce, prioritize, and close without ambiguity.

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Disclosure

How we report vulnerabilities with real impact

A walkthrough of our responsible disclosure process: evidence, remediation windows, coordination with the affected team, and publication when it creates public value.

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Guide

Prepare a pentest without surprises

Scope, access, contacts, and success criteria so the assessment starts with clarity.

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Research

Early signals in web applications

Recurring patterns that appear before an incident, and how to catch them in periodic reviews.

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Guide

Prioritize fixes when everything looks critical

A simple framework to order findings by exposure, exploitability, and business impact.

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Research

Map attack surface without losing focus

How inventory, exposure, and ownership combine to decide what to look at first.

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