Bug bounty Tips

#AIOps "The Blind Spot of Agent Safety: How Benign User Instructions Expose Critical Vulnerabilities in Computer-Use Agents", Apr. 2026. ]-> Code ]-> Dataset // a benchmark that evaluates CUAs under unintended attack conditions, comprising 300 human-crafted tasks across 12 categories, 8 apps, and 2 threat clusters: environment-embedded threats and agent-initiated harms

#MLSecOps "Unreal Thinking: Chain-of-Thought Hijacking via Two-stage Backdoor", Apr 2026. ]-> Repo // Attackers can compromise LLMs by hijacking the Chain-of-Thought process to hide malicious behaviors within seemingly logical reasoning. To address data scarcity and instability in such attacks, the researchers introduced tools and mitigations for generating synthetic malicious CoTs

#NetSec #Tech_book "Wireshark Essentials: Simplifying Network Security and Troubleshooting", 2026. // Throughout this book, we delve into the practical applications of Wireshark, with a special focus on crafting effective filters that serve both security and troubleshooting purposes. Each chapter is structured to build your skills progressively, starting from basic concepts and moving toward complex scenarios

#MLSecOps #Whitepaper "System Card: Claude Mythos Preview", April 8 2026. // Claude Mythos Preview - new LLM from Anthropic. In particular, it has demonstrated powerful cybersecurity skills, which can be used for both defensive purposes (finding and fixing vulnerabilities in software code) and offensive purposes (designing sophisticated ways to exploit those vulnerabilities)

#Whitepaper #Cloud_Security "Zero Trust Security Architecture for Cloud-Native Applications: Complete Enterprise Implementation Guide", Jan. 2026. // Code examples target Kubernetes 1.28+ with AWS EKS as the reference platform, though principles apply across cloud providers. The service mesh examples focus on Istio as the most widely deployed option, with additional coverage of Cilium for eBPF-based approaches. By the end of this guide, you will have a comprehensive understanding of how to design, implement, and operate Zero Trust security architectures for cloud-native applications, along with concrete implementation patterns that can be applied to your own environments

#AIOps "SkillTrojan: Backdoor Attacks on Skill-Based Agent Systems", Apr.2026. // SkillTrojan - backdoor attack that targets skill implementations rather than model parameters or training data

#WLAN_Security #Mobile_Security "LightGuard: Transparent WiFi Security via Physical-Layer LiFi Key Bootstrapping", Apr. 2026. ]-> https://github.com/Dorian47/Lightguard // cryptographic key establishment can be offloaded from WiFi to a physically confined LiFi channel to mitigate the risk of key exposure over RF

#Analytics #Threat_Research 2026 Radware Global Threat Analysis Report

#Tech_book #Blue_Team_Techniques "Blue Team Handbook: Incident Response", 2026. ]-> Code from book chapters, commands, and manuals // This trusted and widely used f ield guide for cybersecurity incident responders, SOC analysts, and defensive security professionals distills incident response essentials into a concise, field-ready format

Most beginners don’t fail at bug bounty because it’s “too hard.” They fail because they jump between tools, watch random tutorials, and call that learning. No structure = no results. You don’t need more tools. You need a path. Something that shows: what to learn → what to practice → how to actually find bugs. That’s where these come in: * https://resources.codelivly.com/product/bug-bounty-beginner-editions/ * https://resources.codelivly.com/product/the-ultimate-bug-bounty-starter-pack/ They’re not theory dumps. It’s the stuff you actually use—recon, XSS, SQLi, reporting—step by step. If you’re tired of “learning” but not earning, this might fix that. Check it out if it clicks.

#tools #AIOps "Evaluating Privilege Usage of Agents on Real-World Tools", Mar. 2026. // GrantBox - security evaluation framework designed to systematically assess how autonomous agents handle privilege usage when interacting with real-world tools and services

#NetSec #Threat_Research "Policy-Guided Threat Hunting: An LLM enabled Framework with Splunk SOC Triage", Mar. 2026. // By integrating Agentic AI with Splunk SIEM, we developed a unique threat hunting framework. The framework systematically and seamlessly integrates different threat hunting modules together, ranging from traffic ingestion to anomaly assessment using a reconstruction-based autoencoder, deep reinforcement learning with two layers for initial triage, and a LLM for contextual analysis

#Whitepaper #Threat_Research #WebApp_Security "OWASP Automated Threats Handbook: Web Applications", Version 1.3, Mar. 2026. // OWASP Automated Threat Handbook remains the definitive resource for security professionals seeking actionable information to defend against the abuse of valid web application functionality. Despite the ever-shifting threat landscape, the handbook’s core framework of twenty-one unique, unordered OWASP Automated Threats has proven remarkably resilient. This latest update, ver.1.3, ensures the project stays ahead of the curve as automated attacks continue to evolve