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Author: Marcus Okafor

Developer hands on keyboard with security vulnerability dashboard showing alerts

Why Most Security Tools Fail Small Engineering Teams

Security tooling has a small-team problem. The market is flooded with enterprise security products that assume you have a dedicated security team, a CISO with budget authority, and developers who will tolerate adding 15 minutes to their build pipeline for the privilege of triaging 800
Person in hoodie at cybersecurity workstation with multiple monitors showing threat detection

Automated Vulnerability Scanning: Beyond the Basics

Most engineering teams treat vulnerability scanning like a checkbox. Install Snyk or Dependabot, enable automated PRs, merge the updates, and call it a day. The problem is that this approach catches roughly 30% of the vulnerabilities that actually matter in production. The rest live in

An Introduction to Retrieval-Augmented Generation

Large language models are remarkably capable and fundamentally limited. They can generate fluent, contextually appropriate text on almost any topic, but they cannot access information beyond their training data cutoff. Ask GPT-3 about a document you wrote last week, and it will either confess ignorance

Building Your First Vector Search Pipeline

Vector search is one of those technologies that sounds intimidating until you build one. The core idea is deceptively simple: convert your data into numerical vectors (embeddings), store them in a specialized index, and find similar items by measuring distance in vector space. The implementation
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