OPERATIONAL STATE: ACTIVE // HUMAN-IN-THE-LOOP

Independent Threat Emulation Research & Tooling

NextGenRedTeam (NGRT) is an independent security research lab focusing on threat emulation, purple teaming, and open-source tooling. We study how AI-driven automation combined with human expertise can advance defense validation, sharing our insights and tools with the security community.

ngrt_threat_scan.sh
guest@ngrt-threat-lab:~$
// CORE CAPABILITIES

Offensive AI, Threat Emulation & Hardware Research

We benchmark offensive AI models, virtualize edge NPU silicon, emulate advanced threat group behaviors, and build open-source toolkits to help organizations validate their security posture and train defense teams.

Offensive AI & Agentic Security Research

AI and LLM-integrated applications introduce high-risk vulnerabilities at 2.7x the rate of traditional software assets. Our lab benchmarks local Mixture-of-Experts (MoE) vs. dense reasoning models (Strata Benchmarks), tests autonomous multi-agent offensive swarms (Reasoning vs. Frontier Models), and engineers deterministic API-layer kill switches and scope guardrails to contain rogue agentic workflows.

Edge NPU Silicon & Hardware Reverse Engineering

We push offensive and defensive AI to the bare-metal silicon edge. Our research spans virtualizing 24 TOPS PCIe NPUs (such as the Axera AX8850) inside Proxmox VE LXC containers with zero-copy CMM memory pipelines, auditing vendor C/C++ NPU runtime SDKs for DMA and memory corruption vulnerabilities, and reverse-engineering abandoned IoT hardware ecosystems like the JoeBro Sobro Smart Table PWA.

Threat Emulation Research

Adversary emulation is the cornerstone of proactive cyber defense. We specialize in researching, modeling, and recreating advanced persistent threat (APT) campaigns and authentication attack flows. By analyzing real-world tactics, techniques, and procedures (TTPs) at the byte level, we provide organizations with objective playbooks and cross-platform Windows (Event ID 4625) & Linux SSH telemetry emulators to validate detection pipelines.

Purple Teaming & Collaborative Defense

True resilience is achieved when offensive insight meets defensive engineering. We develop structured purple teaming methodologies and collaborative feedback loops designed to break down security silos. Our research focuses on building open-source validation playbooks, mapping control coverage to the MITRE ATT&CK framework, and establishing continuous telemetry validation protocols that empower blue teams to isolate coverage gaps before adversaries exploit them.

Private AI Labs & Open-Source Tooling

Contributing back to the security community is vital for collective defense. We design zero-telemetry, air-gapped offensive research environments (SearXNG & LiteLLM Gateways on NextGenPVE) and release open-source security utilities, multi-language threat emulators, and hardware rescue tools on GitHub.

Accessible Security & 500-WPM Screen-Reader Engineering

Led by Joe Brinkley (The Blind Hacker), we pioneer high-velocity, screen-reader-first (Hacking by Ear at 500 WPM) Linux CLI methodologies for blind and visually impaired security engineers. Explore our dedicated Hacking While Blind CLI Survival Guide to see how pure text streams and terminal automation outperform visual GUIs.

Mentoring & Community via Dead Pixel Sec

At NextGenRedTeam, we believe the future of cybersecurity isn’t just built on better tools, it’s built on better people. We are deeply committed to bridging the gap between raw potential and professional mastery by providing the next generation of defenders and operators with the guidance they actually need. Through hands-on, high-impact projects alongside the Dead Pixel Sec (DeadPixelSec.com) community, we move past surface-level theory to provide real-world technical mentorship, resume reviews, mock interviews, and career navigation. Visit DeadPixelSec.com, join our Discord at discord.gg/deadpixelsec, or connect with Joe on LinkedIn and @TheBlindHacker on X.

// OPEN SOURCE REPOSITORIES & PROJECTS

Featured Tools, Communities & Hardware Rescues

We believe in contributing back. We build and release tools for hardware hacking, API testing, and continuous orchestration, hosted in our public repository.

HARDWARE RESCUE // ACTIVE

JoeBro Controller

An open-source, zero-backend Progressive Web App (PWA) designed to control the smart features of Sobro Smart Coffee Tables. Bypasses the broken vendor application via direct Ayla Cloud API queries.

Platform: HTML5 / PWA
Target Protocol: Ayla IoT Cloud
License: MIT
THREAT EMULATION // RUNNING

NextGenRedPVE

A local threat emulation environment running on custom Proxmox VE nodes. Orchestrates local VM and LXC endpoints to run continuous pentesting loops using uncensored, abliterated local LLMs.

Target Platform: Proxmox VE / LXC
Local Inference: Ollama / vLLM
Core Models: Gemma-4-26B / DeepSeek-Lite
INTELLIGENCE AGENTS // STAGED

Swarm-AI Engine

A distributed agentic orchestration platform that decouples cognitive models from execution environments. Manages lightweight, ephemeral workers running MITRE and OWASP validation rules.

Architecture: Distributed Agents
Execution Node: Cloudflare Workers / Subprocesses
Reporting DB: Central SQL Intelligence
WINDOWS DETECTION // COMPLETED

EventID4625 Emulator

A cross-platform threat emulation tool designed to trigger Windows Security Event ID 4625 (failed logon) via automated SMB/NTLM network authentication handshakes.

Language: Go / Python / PowerShell / Bash
Target Protocol: SMB / NTLM (TCP 445)
Primary Log: Event ID 4625 (Windows Security Log)
LINUX DETECTION // COMPLETED

LinuxLoginFailure Emulator

A multi-language threat emulation suite that simulates failed SSH login attempts on Linux targets, programmatically testing password brute-forcing and key-based signatures.

Language: Go / Python / PowerShell / Bash
Target Protocol: SSH (TCP 22 / 2222)
Primary Log: /var/log/auth.log or secure
// PRESS & INDUSTRY COMMENTARY

Media Appearances & Expert Commentary

Featured technical analysis, press quotes, and threat research commentary by Joe Brinkley (Director of Offensive Security Research & Community at Cobalt / The Blind Hacker).

CSO ONLINE // CIO.COM AUG 2026

Security Leaders’ Rogue AI Confidence Could Actually Be Disastrous

Director of Offensive Security Research & Community, Cobalt

“Tracing agent impact fast is brutal. These systems do not run on fixed code paths. They use nondeterministic reasoning across a web of different APIs. Traditional logs only catch isolated events. They completely miss the full execution chain.”

Key Insight: Hard kill switches at the API layer (revoking OAuth tokens & API access) are required to contain rogue AI agents; soft prompt guardrails fail when agents drift out of scope.
HELP NET SECURITY JUN 2026

Companies Keep Bolting AI Onto Products & Security Bill Is Due

Director of Offensive Security Research & Community, Cobalt

“Shadow AI operates at the application layer, completely bypassing traditional infrastructure inventory tools. Scanners see normal web browsing while unvetted browser plugins communicate with third-party LLM APIs.”

Key Insight: Shift asset discovery from infrastructure IP scanning to application-layer telemetry, monitoring Layer 7 headers, DNS logs, and endpoint processes.
CYBERNEWS MAY 2026

Discovery Is Cheap, Validation Is Expensive: Rethinking Flaw Remediation

Head of Threat Research, Cobalt

“Discovery has become cheap, but validation remains incredibly expensive. Attempting to fix every single software flaw is counterproductive. Treat vulnerabilities like chronic symptoms and focus on real-world exploit paths.”

Key Insight: Focus vulnerability remediation on validated exploitation risks rather than chasing endless raw scanner output.
CSO ONLINE APR 2026

Bank Regulator Sounds Warning Over Cybersecurity Threat Posed by AI Models

Director of Offensive Security Research, Cobalt

“The barrier to entry for state-level cyber capabilities has now been lowered to the cost of an API key. If the financial sector fails to automate its defense, targeting will skyrocket.”

Key Insight: Advanced AI capabilities lower the cost of state-grade offensive tools; defense must shift from periodic pentesting to continuous, AI-integrated security operations.
CSO ONLINE JUL 2026

Lateral Movement Risk Rises as Enterprises Emphasize Convenience

Director of Offensive Security Research, Cobalt

“Organizations must move beyond pure detection and prioritize deterministic containment through micro-segmentation and strict, identity-driven least privilege to counter automated lateral movement.”

Key Insight: Prioritize deterministic containment over passive monitoring to stop automated, AI-driven lateral spread in enterprise networks.
THE REGISTER OCT 2026

CISO Thought He Had a 'r3@lg00dp@$$w0rd' But Forgot to Patch

Director of Offensive Security Research & Community, Cobalt

“They were not in a very good security posture... Despite spending half a million dollars on remediation, basic patch management was overlooked, leaving thousands of endpoints exposed to remote code execution.”

Key Insight: Complex leetspeak passwords provide zero protection against unpatched legacy exploits like BlueKeep that enable unauthenticated remote shell access and plaintext credential dumping.
CSO ONLINE OCT 2026

EU Cyber Resilience Act 'Completely Kills' Manual Vulnerability Triage

Director of Offensive Security Research & Community, Cobalt

“The 24-hour reporting clock completely kills manual triage. Taking three days to figure out if you're exposed to a zero-day is a luxury nobody has anymore... This drops vulnerability reporting directly into live security ops.”

Key Insight: Strict 24-hour regulatory windows demand automated SBOM queries correlated against live telemetry rather than manual spreadsheets and legal reviews.
LAVX NEWS OCT 2026

Law Firm CISO's 'r3@lg00dp@$w0rd' Exposed After BlueKeep Patch Failure

Director of Offensive Security Research, Cobalt

“Penetration tester Joe Brinkley exploited BlueKeep during an M&A assessment to access systems across 2,500 workstations, highlighting how unpatched infrastructure voids defensive spending.”

Key Insight: Technical deep-dive on the dangers of legacy RDP exposure, the necessity of enforced multi-factor authentication, and verifying patch deployments through continuous pentesting.
DEVOPSDIGEST OCT 2026

Why Your Annual Pentest Is a Liability: Closing the Exposure Window

Director of Offensive Security Research & Community, Cobalt

“Organizations treat the annual pentest like a fire drill—a scheduled compliance checkbox where a static report sits on a shelf for 12 months while engineering ships dozens of microservices, cloud drift, and unreviewed API endpoints.”

Key Insight: Point-in-time annual assessments leave a massive Exposure Window; continuous offensive security and CTEM are required to match modern DevOps velocity.
THE CYBERWIRE // N2K OCT 2026

The CyberWire Daily Briefing #2650: BlueKeep & Executive Boardroom Exposure

Featured Offensive Security Research Segment

“Despite investing half a million dollars in defensive upgrades, unpatched Windows systems allowed BlueKeep exploitation across 2,500 endpoints—culminating in the CISO inadvertently outing his own compromised password to the board.”

Key Insight: Hosted by Dave Bittner, covering real-world M&A red team operations and why foundational patch verification beats expensive security shelfware.
CSO ONLINE SEP 2026

Stolen AI Credentials Feed Growing LLM Proxy Economy

Director of Offensive Security Research & Community, Cobalt

“Inference endpoints are live, production attack surfaces. If providers want to protect their models from extraction, they need to defend them at the application layer with real behavioral telemetry, sybil defenses, and output controls.”

Key Insight: Compromised LLM API keys fuel illicit proxy markets and model distillation; defending AI requires active Layer 7 behavioral telemetry.
THE REGISTER SEP 2026

Government Contractor Exposed Path to 50M Immigration Records

Director of Offensive Security Research & Community, Cobalt

“It creates a glaring issue: going from a low-level datacenter to a top-secret classified environment. Opening that firewall rule allowed anyone on the low-level VPN access into production.”

Key Insight: A single convenience firewall rule bridging development and classified production networks can expose tens of millions of sensitive records.
ISC2 SPOTLIGHT // KEYNOTE 2026

Inside the 2.7x Problem: Vulnerability Discovery Is No Longer the Bottleneck

Head of Security Research, Cobalt

“LLM applications generate serious vulnerabilities at 2.7 times the rate of traditional assets, while automated adversarial agents can achieve initial access in under seven minutes for the cost of an API call.”

Key Insight: ISC2 Spotlight: Artificial Intelligence presentation analyzing thousands of AI pentests and how security teams must adapt to sub-10-minute automated exploitation.
SC MEDIA 2026

New Linux Privilege Escalation Flaw 'Fragnesia' Disclosed

Director of Offensive Security Research & Community, Cobalt

“We're seeing a recurring pattern where attackers leverage reliable arbitrary kernel write primitives to bypass traditional hardening. When a PoC can consistently overwrite /etc/passwd or hijack su logic, it's a turnkey solution for full system compromise.”

Key Insight: Kernel memory corruption primitives that overwrite core authentication files turn local access into immediate root compromise.
TMCNET // INDUSTRY REPORT 2026

PTaaS Ranked 4x More Effective Than Bug Bounties

Director of Offensive Security Research & Community, Cobalt

“Structured, methodology-driven Pentesting as a Service consistently outperforms ad-hoc crowdsourced bug bounty programs when uncovering deep business logic flaws and chained architectural vulnerabilities.”

Key Insight: Collaborative, full-scope PTaaS engagements deliver 4x higher return on security investment compared to siloed bounty submissions.

Latest Research from The Blind Hacker

Deep-dive offensive security engineering, local AI/NPU benchmarks, hardware reverse engineering, and detection playbooks authored by Joe Brinkley (The Blind Hacker).

AI & HARDWARE BENCHMARKS OCT 2026

Strata on the ZimaCube Pro: Why Q6 & 6 Cores Beat Q8 & Dense Models

By Joe B. The Blind Hacker

A 9-model offensive security shootout benchmarking Mixture-of-Experts (MoE) vs. dense LLM architectures and CPU thread scaling for autonomous red team orchestration.

OFFENSIVE AI BENCHMARKING 2026

Reasoning Models vs. Frontier Models in Offensive Security

By Joe B. The Blind Hacker

Evaluating local reasoning models against cloud frontier models across multi-step exploit chains, reconnaissance parsing, and vulnerability validation.

NPU SILICON ENGINEERING 2026

Ultimate Guide to Zero-Copy & Taming the Axera AX8850 Edge NPU

By Joe B. The Blind Hacker

How we virtualized a 24 TOPS PCIe NPU inside Proxmox VE LXC containers and eliminated memory-copy bottlenecks for high-speed local LLM inference.

IOT HARDWARE RESCUE 2026

Rescuing Abandoned IoT: The JoeBro Sobro Smart Table Controller

By Joe B. The Blind Hacker

Reverse-engineering the Ayla Networks cloud handshake and local Wi-Fi provisioning flow to rescue bricked Sobro Smart Coffee Tables with a zero-backend PWA.

DETECTION ENGINEERING 2026

Emulating Windows (Event ID 4625) & Linux SSH Logon Telemetry

By Joe B. The Blind Hacker

Building cross-platform adversary emulation modules in Go, Python, Bash, and PowerShell to validate SIEM detection rules against brute-force and password-spray TTPs.

PRIVATE AI LAB ARCHITECTURE 2026

Building a Private AI Research Lab with SearXNG & LiteLLM

By Joe B. The Blind Hacker

Architecting a zero-telemetry OSINT and LLM routing gateway on NextGenPVE for air-gapped offensive security research and automated recon agents.

Research Collaboration & Media

Interested in collaborating on open-source projects, discussing threat research, or booking media, podcasts, or speaking sessions? Get in touch or schedule a session below.

Schedule Collab & Media