Most teams today don’t struggle to find vulnerabilities; they struggle to decide what to fix first. With SAST, SCA, secrets, and CI/CD checks all generating signals, the real challenge is prioritization: what’s actually exploitable, what’s reachable, and what can be fixed without breaking things. Instead of relying only on severity, modern teams are shifting toward risk-based remediation, combining exploitability, context, and stability, while reducing noise across tools and automating safe fixes through PRs. If you’re dealing with alert fatigue or slow remediation cycles, this checklist is a practical starting point → https://go.xygeni.io/ai-driven-remediation-risk-prioritization-checklist

AI copilots like GitHub Copilot and Cursor can push production-ready code instantly—but CI-only security scans catch issues after merge, when it’s too late. In this live session, see how to detect vulnerabilities in real time inside the IDE, validate reachability before merge, apply guardrails to AI-generated code, and auto-fix safely. Includes live demo securing Copilot and AI agent workflows. 📅 March 11, 2026 👉 Register https://www.linkedin.com/events/7432784645383110656/

AI is now a core execution layer in software delivery. In 2025, attackers exploited automation, trusted pipelines, and AI-generated code instead of vulnerabilities. This report explains why traditional AppSec signals failed and what must change in 2026.

2025 exposed a shift in software supply chain attacks. AI-assisted malware, self-propagating techniques, and widespread trust abuse altered how compromises spread across dependencies, registries, and CI/CD pipelines.

This upcoming LinkedIn Live SafeDev Talk examines what truly changed, why long-held security assumptions are breaking down, and what development teams need to rethink as they head into 2026.

📅 January 20th | ⏰ Time: 𝟏𝟔:𝟑𝟎 (𝐂𝐄𝐒𝐓)/𝟏𝟎:𝟑𝟎 (𝐄𝐃𝐓)

Join Us!

Open source security just hit a new level: self-spreading worms, AI-run attacks, and registry abuse at a massive scale. Shai-Hulud, GlassWorm, and AI-orchestrated intrusions show how fast threats now move, and how easily one stolen token can infect entire ecosystems. The supply chain has changed. Our defenses must too.

Why Tool Sprawl Is Killing AppSec Productivity?

Modern engineering teams ship software faster than ever, but security tools haven’t kept up. Instead of helping, they often slow everything down. With multiple scanners, dashboards, and sources of truth, AppSec has become noisy and fragmented.

AI is transforming Application Security, powering both new attacks and smarter defenses.
Join us to explore how AI-driven threats, such as polymorphic malware, prompt injections, and model tampering, are reshaping Application Security (AppSec) and how to defend against them.

📅 Date: October 22nd
⏰ Time: 16:00 (CEST) / 10:00 (EDT)
🎙 Speakers:

Atanas Nikolov — DevSecOps Expert @ RNDC Bulgaria

Jesús Cuadrado — CPO @ Xygeni

🔗 Register here to join live → https://www.linkedin.com/events/aiunleashed-navigatingemergingt7382047771396104192/

Why Attend:
💠 Learn the latest AI-powered AppSec threats
💠 Discover practical AI-driven defense techniques
💠 Strengthen your AppSec strategy for the AI era

Join us!