OWASP Top 10

AI in Vulnerability Management: Assistant, Weapon, and Emerging Target

Artificial intelligence now plays three simultaneous roles in vulnerability management: it assists defenders with prioritization and analysis, arms attackers with faster discovery tools, and introduces entirely new classes of assets and vulnerabilities that must be managed. Mature applications include ML-driven risk scoring in platforms such as Tenable VPR, Qualys TruRisk and Rapid7 Active Risk, which cut priority lists by 40-50 percent, and Google’s Big Sleep project that discovered a real-world SQLite flaw (CVE-2025-6965) before exploitation occurred. On the offensive side, systems like XBOW completed 104 test scenarios in 28 minutes versus 40 hours for human testers, shrinking the average time-to-exploit window to negative seven days according to Mandiant M-Trends 2025. New AI-specific attack surfaces are documented in the OWASP Top 10 for LLM applications and the emerging MCP Top 10, covering prompt injection, tool poisoning, and command injection against Model Context Protocol servers. Real incidents already include Air Canada’s chatbot inventing a refund policy and New York City’s MyCity bot dispensing illegal advice for nearly two years. Researchers have also demonstrated sandbox escapes in coding agents from Cursor, OpenAI Codex and Claude Code through classic file-write-and-execute patterns rather than any sentient behavior.

From Scanner Overload to Manual Insight: A Bug Bounty Hunter's Journey

A young researcher recounts his transition from automated scanning to thoughtful manual analysis in Bug Bounty programs. After completing a broad information security course covering cryptography, networks, Docker, databases, and OWASP Top 10, he initially approached real-world targets with the same scanner-heavy mindset used in labs. Months of fruitless results led to burnout and a six-month break working in construction. Returning with a new focus, he studied hundreds of public HackerOne reports to understand researcher reasoning and anomaly detection. This shift enabled his first valid, unreported finding and fundamentally changed his methodology. Today the 18-year-old university student balances Bug Bounty with reconnaissance, machine learning, and personal projects while emphasizing deep application understanding over tool volume.

Avito and BI.ZONE Launch Cyberdetective CTF for Non-Technical Employees Focused on Phishing and Social Engineering

Avito's Security Awareness team, in partnership with BI.ZONE, created the Cyberdetective jeopardy-style CTF competition specifically for non-technical staff who do not write code. The three-day event targeted 104 registered participants, with 44 completing tasks and 16 achieving maximum scores across scenarios involving phishing, OAuth consent abuse, file metadata analysis, and prompt injection. Tasks awarded flags not only for investigation but also for refusing risky actions such as granting excessive application permissions or clicking suspicious links. The design incorporated MITRE ATT&CK techniques including T1566.002 Spearphishing Link, T1528 Steal Application Access Token, and T1204.004 Malicious Copy and Paste. Organizers emphasized indirect hints to help participants recognize when an object required action, avoiding the common barrier where employees fail to understand that a strange string or domain needs examination. Feedback highlighted the value of hands-on decision-making over passive lectures, though some technical employees completed the set rapidly.

OTUS Publishes Extensive Digest Covering Kubernetes, GitLab CI, DevSecOps and Infrastructure Reliability

OTUS has released a large-scale digest that compiles free lessons, practical articles and advanced courses focused on real-world infrastructure challenges. The collection addresses interconnected topics including Kubernetes container orchestration, GitLab CI pipeline automation, observability with OpenTelemetry, network troubleshooting, and DevSecOps practices. Readers can explore specific lessons on secrets management with Vault, load testing, RAID recovery, and kernel-level protections in Linux. The digest also features in-depth articles on Docker Compose configuration, CrowdSec migration, L2 network loops, and self-service deployment models. For experienced professionals, OTUS offers specialized courses on high-load systems, PostgreSQL administration, Linux kernel development, and advanced networking with BGP and OSPF.