Newsroom

Notes from the lab.

Field reports on AI-driven malware analysis, neural-network defense, and the engineering work behind Beryllium DAP.

Beryllium Security Achieves DARPA ERIS 'Awardable' Status for Breakthrough Zero-Day Malware Detection Technology
Beryllium Security, a leading innovator in cybersecurity, today announced that its cutting-edge zero-day malware detection solution, Deep Application Profiler, has achieved "Awardable" status through the DARPA Expedited Research…
Mar 31, 2025 · David Ige
Malware Signatures: Transitioning from Static Definitions to AI-Powered RAG and Vector Stores
Malware signatures are the distinct data patterns such as unique byte sequences, strings, or code fragments that security software uses to recognize known viruses and other forms of malware. These “signatures” act as digital fingerprints,…
Feb 10, 2025 · David Ige
AI-Powered Malware Analysis and Detection (Zero-Day) using Neural Networks
Introduction AI-powered malware analysis and detection leverages advanced neural networks, to discover the intent of each binary or executable. This method allows it to detect zero-day malware; malicious strains that have not been…
Feb 7, 2025 · David Ige
Build a Privacy-Focused AI Rig with Consumer GPU(s): Run DeepSeek, Stable Diffusion, LLaMA, and other AI Models Locally in 8-Bit
Are you looking to run powerful AI models like DeepSeek , LLaMA , or Mistral or other opensource models on your own hardware? Building a home AI PC or rig with consumer-grade GPUs is an excellent way to achieve high-performance AI…
Feb 5, 2025 · David Ige
AI-Powered Penetration Testing: Nebula in Focus and How It Stacks Up Against the Rest
AI Powered Penetration Testing refers to the integration of artificial intelligence (AI) technologies into the traditional process of penetration testing (often called ethical hacking). Artificial intelligence (AI) is making deep inroads…
Feb 4, 2025 · David Ige
DeepSeek: AI Breakthrough or Security Threat from China?
DeepSeek is the new AI kid on the block, claiming to rival OpenAI’s model. DeepSeek is a Chinese artificial intelligence (AI) startup founded in 2023 by entrepreneur Liang Wenfeng. Initially a research branch of the hedge fund High-Flyer,…
Jan 28, 2025 · David Ige
The Rise of Deepfakes - From a Cybersecurity perspective
Introduction Impersonation has been in existence for a very long time. One of the earliest documented cases of fraudulent impersonation dates back to the biblical story of Jacob and Esau. In this account, Jacob deceives his blind father,…
Jan 26, 2025 · David Ige
Crafting and Executing a Polyglot File: A PNG Image with Embedded Data
Introduction A polyglot file is a file format that can be interpreted in more than one way by different systems. Understanding how to manipulate and utilize polyglot files can be valuable in many IT and security-related fields. For…
Jan 22, 2025 · David Ige
Department of Government Efficiency (DOGE): What the DOGE Agenda May Mean for Software Development, AI, and Cybersecurity
Introduction On January 20, 2025, the White House issued an Executive Order establishing the Department of Government Efficiency (DOGE) and launching an initiative to modernize federal technology. This order also rebrands the United States…
Jan 21, 2025 · David Ige
How Ransomware Can bypass EDRs and 65 AV Engines
Introduction Ransomware has been a persistent threat, costing organizations millions in damages due to compromised credentials, unpatched software, and misconfigurations. To highlight how serious the issue is, the Cybersecurity and…
Jan 17, 2025 · David Ige
Foreseeing the Unseen: A Natural Language Neural Network for Preemptive Cyber Defense Against Emerging Malware
Abstract: This document presents a framework for detecting and preventing both general malware and highly disruptive ransomware. The system uses distributed, natural language-based intelligence sharing and neural networks to advance beyond…
Dec 11, 2024 · David Ige
How We Built an AI-powered Multi-terrain Hacking Robot
Before Beryllium gained its name, it started as an experimentation project in our founder’s basement. While we are now a full-blown cybersecurity startup with industry-shaping tools like Nebula Pro , that experimental spirit is still at…
Jan 30, 2024 · David Ige

Notes from the lab.

Beryllium Security Achieves DARPA ERIS 'Awardable' Status for Breakthrough Zero-Day Malware Detection Technology

Malware Signatures: Transitioning from Static Definitions to AI-Powered RAG and Vector Stores

AI-Powered Malware Analysis and Detection (Zero-Day) using Neural Networks

Build a Privacy-Focused AI Rig with Consumer GPU(s): Run DeepSeek, Stable Diffusion, LLaMA, and other AI Models Locally in 8-Bit

AI-Powered Penetration Testing: Nebula in Focus and How It Stacks Up Against the Rest

DeepSeek: AI Breakthrough or Security Threat from China?

The Rise of Deepfakes - From a Cybersecurity perspective

Crafting and Executing a Polyglot File: A PNG Image with Embedded Data

Department of Government Efficiency (DOGE): What the DOGE Agenda May Mean for Software Development, AI, and Cybersecurity

How Ransomware Can bypass EDRs and 65 AV Engines

Foreseeing the Unseen: A Natural Language Neural Network for Preemptive Cyber Defense Against Emerging Malware

How We Built an AI-powered Multi-terrain Hacking Robot