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DFIR, deception, detection. Posts I wrote, intel my pipeline summarized, and redacted writeups from the fleet.

Recorded Future17 days agoLLM reportmedium

AI Hype vs. Reality: Is AI Really Rewriting the Vulnerability Equation?

The integration of AI into vulnerability research is scaling up existing challenges for defenders by increasing the volume of vulnerability reports and shrinking the time-to-exploit from days to hours. While AI currently augments skilled operators rather than enabling mass low-skill exploitation, organizations must adopt automated, exposure-based prioritization and accelerated patching to manage the growing noise and mitigate high-impact threats.

Cofense17 days agoLLM reportmedium

5 Key Takeaways from “Inside the Shape-Shifting Inbox: Understanding Modern Polymorphic Campaigns”

Polymorphic phishing campaigns utilize constant variation across all email elements and infrastructure to evade traditional, signature-based security controls. AI accelerates these attacks by increasing their volume and realism, necessitating a shift towards context-based detection and layered defenses that include human insight.

Trend Micro17 days agoLLM reportcritical

Void Dokkaebi Uses Fake Job Interview Lure to Spread Malware via Code Repositories

Void Dokkaebi (Famous Chollima) is conducting a self-propagating supply chain campaign targeting software developers via fake job interviews. By tricking victims into cloning malicious repositories, the attackers deploy the DEV#POPPER RAT and weaponize the victim's own code contributions to infect downstream developers and organizational repositories.

Elastic Security Labs17 days agoLLM reportlow

The Cost of Understanding: LLM-Driven Reverse Engineering vs Iterative LLM Obfuscation

Elastic Security Labs conducted research on the capabilities of Large Language Models (LLMs), specifically Claude Opus 4.6, to reverse engineer obfuscated binaries. The research demonstrates that while LLMs can defeat traditional obfuscation, novel techniques targeting LLM weaknesses—such as context window limits, budget caps, and shortcut biases—can effectively and cheaply disrupt automated static analysis pipelines.

Huntress17 days agoLLM reporthigh

Nightmare-Eclipse Tooling Moves From Public PoC to Real-World Intrusion

Threat actors are actively deploying Nightmare-Eclipse proof-of-concept tools, including BlueHammer, RedSun, and UnDefend, in real-world intrusions to exploit Windows Defender race conditions for privilege escalation. The attacks, likely originating from compromised FortiGate VPN access, culminate in the deployment of BeigeBurrow, a Go-based reverse tunnel agent used for persistent command and control.

ESET17 days agoLLM reporthigh

New NGate variant hides in a trojanized NFC payment app

ESET researchers identified a new variant of the NGate Android malware that trojanizes the legitimate HandyPay application to facilitate NFC relay attacks and steal payment card PINs. Targeting users in Brazil through social engineering and fake app stores, the malware allows attackers to conduct unauthorized ATM cash-outs while requiring no suspicious device permissions.

Cisco Talos17 days agoLLM reporthigh

Intelligence Center

The article details how threat actors can leverage native macOS binaries and protocols (Living-off-the-Land) to execute code, move laterally, and transfer tools while evading traditional security telemetry. By abusing Remote Application Scripting (RAS), Spotlight metadata, and built-in networking utilities, attackers can orchestrate fleet-wide compromises that bypass standard SSH-centric monitoring.

Recorded Future17 days agoLLM reporthigh

Emerging Enterprise Security Risks of AI

The rapid adoption of agentic AI in enterprise environments introduces significant security risks by amplifying existing software supply chain and identity management vulnerabilities. Threat actors can leverage prompt engineering, input manipulation, and malicious packages to weaponize AI agents, necessitating zero-trust principles, robust IAM for non-human identities, and human-in-the-loop safeguards.

Check Point17 days agoLLM reportcritical

DFIR Report – The Gentlemen & SystemBC: A Sneak Peek Behind the Proxy

The Gentlemen is an emerging Ransomware-as-a-Service (RaaS) operation that provides affiliates with versatile, multi-platform lockers. Recent incident response telemetry reveals affiliates utilizing Cobalt Strike and SystemBC for post-exploitation and C2, culminating in highly automated, domain-wide ransomware deployment via Group Policy and built-in lateral movement mechanisms.

NCSC17 days agoLLM reportlow

Cyber chief: UK faces "perfect storm" for cyber security

The CEO of the UK's National Cyber Security Centre (NCSC) warns of a 'perfect storm' in cyber security fueled by AI advancements and geopolitical conflicts. The majority of significant incidents are now driven by nation-states, requiring a fundamental cultural shift across all organizations to prioritize cyber resilience and adapt to AI-accelerated vulnerability exploitation.

Huntress17 days agoLLM reporthigh

Codex Red: Untangling a Linux Incident With an OpenAI Twist (Part 1)

A Linux endpoint compromised by multiple threat actors deploying cryptominers was further complicated when the user utilized OpenAI's Codex to troubleshoot system issues. The AI agent generated commands that structurally resembled malicious activity, triggering EDR alerts and creating significant noise that hindered SOC triage and incident response.

Varonis17 days agoLLM reportcritical

The Vercel Breach: The Steps To Take Now to Protect Your Organization

On April 19, 2026, Vercel disclosed a critical security breach originating from a compromised third-party AI tool, Context.ai. The threat actor, ShinyHunters, utilized an infostealer to harvest OAuth tokens, bypassed MFA to access Vercel's Google Workspace, and pivoted via SSO to bulk-extract customer environment variables containing highly sensitive cloud, database, and source code credentials.

Trend Micro17 days agoLLM reportcritical

The Vercel Breach: OAuth Supply Chain Attack Exposes the Hidden Risk in Platform Environment Variables

A supply chain attack leveraging a compromised third-party OAuth application (Context.ai) allowed threat actors to breach Vercel's internal systems. The attackers exploited Vercel's environment variable sensitivity model to enumerate and expose unencrypted customer secrets, leading to potential downstream credential abuse across multiple cloud and SaaS platforms.