Pervaziv AI

When a database needs to handle more data, more queries, or higher throughput, there are two fundamentally different approaches to scaling: Vertical Scaling and Horizontal Scaling. Vertical scaling means increasing the capacity of a single MongoDB server instance by adding more powerful hardware resources—more CPU cores, more RAM, faster disks, or larger storage. Horizontal scaling […]

Introduction Security vulnerabilities are rarely isolated incidents. In real-world systems, weaknesses tend to cluster, cascade, and compound, often stemming from the same underlying design or validation failures. As part of our research to build models that can detect and remediate vulnerabilities automatically, we analyzed the Top 25 CWEs, their scope, parent–child relationships, and correlations across

Every line of software, from the first punch‑card programs to today’s AI‑generated code — carries with it the imprint of the language that created it. As languages evolved to help developers write bigger, faster, and smarter programs, they also shaped the types and frequency of vulnerabilities that attackers exploit. In this blog, we’ll take you

The MITRE ATT&CK framework describes how real adversaries operate, not theoretical vulnerabilities. For application security teams, ATT&CK provides a powerful lens to move beyond static bug-finding toward attack-path thinking, runtime defense, and measurable risk reduction. This article walks through each core ATT&CK tactic from an AppSec-first perspective, focusing on how attacks manifest inside applications, APIs,