Security researcher and creator of Auditor Core Baseline and Sentinel Core — AI-assisted security engines designed for DevSecOps and Web3 workflows. I help teams detect logic flaws, supply chain risks, and infrastructure vulnerabilities early in the development lifecycle, enforce automated security gates, and generate clear, actionable reports. My focus is on building continuous, practical security that scales with fast-moving blockchain projects.
EU Cyber Resilience Act: What It Means for Your Codebase and How to Prepare
September 2026 Is Closer Than You ThinkThe EU Cyber Resilience Act entered into force December 10, 2024. Vulnerability reporting obligations start September 2026. Full compliance by December 2027. If your product is available on the EU market — software, hardware, IoT, anything with a network connection — the CRA applies. This includes US-based companies. The EU is 449 million people. Non-compliance carries fines up to EUR 15 million or 2.5% of global annual turnover. The CRA is de facto glob...
EU Cyber Resilience Act: What It Means for Your Codebase and How to Prepare
September 2026 Is Closer Than You ThinkThe EU Cyber Resilience Act entered into force December 10, 2024. Vulnerability reporting obligations start September 2026. Full compliance by December 2027. If your product is available on the EU market — software, hardware, IoT, anything with a network connection — the CRA applies. This includes US-based companies. The EU is 449 million people. Non-compliance carries fines up to EUR 15 million or 2.5% of global annual turnover. The CRA is de facto glob...
You Don't Have a Vulnerability Problem. You Have a Noise Problem.
What happens when you run a modern security pipeline against real-world AI infrastructure codebases — and let the signal speak for itself.The Alert Fatigue EconomyLet's put real numbers on the table. A Go service. 218 source files. Production codebase. Raw scanner output: 98 findings — every single one labeled HIGH. After path analysis and context validation: 24 production findings. The remaining 74? Test scaffolding. Never runs in production. Cannot be triggered by any external actor. Your t...
You Don't Have a Vulnerability Problem. You Have a Noise Problem.
What happens when you run a modern security pipeline against real-world AI infrastructure codebases — and let the signal speak for itself.The Alert Fatigue EconomyLet's put real numbers on the table. A Go service. 218 source files. Production codebase. Raw scanner output: 98 findings — every single one labeled HIGH. After path analysis and context validation: 24 production findings. The remaining 74? Test scaffolding. Never runs in production. Cannot be triggered by any external actor. Your t...
The Fragility of Modern DevOps: A 2026 CI/CD Exposure Report
TL;DR: Our stress-testing of modern CI/CD pipelines uncovered critical risks that could allow remote code execution, leak database credentials, or break builds unpredictably. These aren’t just technical bugs — they align with areas covered by ISO 27001 and SOC 2. Below we explore why modern delivery systems remain fragile and how deterministic enforcement transforms risk into actionable security.I. Introduction — A Discovery Through Stress TestingModern CI/CD pipelines have quietly become the...
The Fragility of Modern DevOps: A 2026 CI/CD Exposure Report
TL;DR: Our stress-testing of modern CI/CD pipelines uncovered critical risks that could allow remote code execution, leak database credentials, or break builds unpredictably. These aren’t just technical bugs — they align with areas covered by ISO 27001 and SOC 2. Below we explore why modern delivery systems remain fragile and how deterministic enforcement transforms risk into actionable security.I. Introduction — A Discovery Through Stress TestingModern CI/CD pipelines have quietly become the...
The Intelligence Gap: Why AI-Driven Continuity is the Future of Web3 Security
In the high-velocity world of Layer 2 development on Base, the traditional security model is failing. A manual audit is a static snapshot, but code is dynamic. At DataWizual Security Lab, we believe security must move at the same pace as development itself. That belief led us to build our ecosystem around Assisted Security Intelligence — a continuous, dual-layered approach where automation and AI reasoning are embedded directly into the development lifecycle.I. Strategic Intelligence — Audito...
The Intelligence Gap: Why AI-Driven Continuity is the Future of Web3 Security
In the high-velocity world of Layer 2 development on Base, the traditional security model is failing. A manual audit is a static snapshot, but code is dynamic. At DataWizual Security Lab, we believe security must move at the same pace as development itself. That belief led us to build our ecosystem around Assisted Security Intelligence — a continuous, dual-layered approach where automation and AI reasoning are embedded directly into the development lifecycle.I. Strategic Intelligence — Audito...
