Elusive Thoughts

Claude Stress Neurons & Cybersecurity /ai_pentesting /neurosec /enterprise CLAUDE STRESS NEURONS How emergent “stress circuits” inside Claude‑style models could rewire blue‑team workflows, red‑team tradecraft, and the entire threat model of big‑corp cybersecurity. MODE: deep‑dive AUTHOR: gk // 0xsec STACK: LLM x Neurosec x AppSec Claude doesn’t literally grow new neurons when you put it under pressure, but the way its internal features light up under high‑stakes prompts feels dangerously close to a digital fight‑or‑flight response. Inside those billions of parameters, you get clusters of activations that only show up when the model thinks the stakes are high: security reviews, red‑team drills, or shutdown‑style questions that smell like an interrog...

Claude Code Hooks: The Deterministic Security Layer Your AI Agent Needs > APPSEC_ENGINEERING // CLAUDE_CODE // FIELD_REPORT Claude Code Hooks: The Deterministic Security Layer Your AI Agent Needs CLAUDE.md rules are suggestions. Hooks are enforced gates. exit 2 = blocked. No negotiation. If you're letting an AI agent write code without guardrails, here's how you fix that. // March 2026 • 12 min read • security-first perspective Why This Matters (Or: How Your AI Agent Became an Insider Threat) Since the corporate suits decided to go all in with AI (and fire half of the IT population), the market has changed dramatically, let's cut through the noise. The suits in the boardroom are excited about AI agents. "Autonomous productivity!" they say. "Digital workforce!" they cheer. Meanwhile, those of us who actually hack things for a living are watching these agents get deployed with shell access, API keys, and service-l...

Intro In this post is the final and last post from the Over The Flow Series (you have to read and understand all previous 3 posts to figure out what is going on here). I will finally insert and execute a shell-code in our vulnerable application. But in this article we will also do further analysis on the SEH exploitation and I will try to fully describe exactly what happened in order to gain a remote shell. But first we should be the appropriate music:  Note: Paranoia niiiiiiiiice music FYI. Prerequisites To understand all the shit I’ll try to explain you, you should fulfill the following requisites: Basic X86 assembly. Debugging with ollydebug. Basic knowledge of exploitation basics in structured exception handling . Note: Of course you would also have to read the previous three parts .  Again a little about Structured Exception Handling  (as a reminder) The Structured Exception Handler (SEH) is used to handle exceptions within Windows prog...

Intro It is really annoying not being able to learn basic information about penetration testing without struggling to locate the proper information.  This post is about delivering the payload the proper way, the bible is says ask and you shall receive (again this is basic hacking methodology that most penetration testers don't use). So the question I am going to answer in this post is how can someone deliver his or her exploit payload in order to: A. Bypass: Network Based Intrusion Prevention (IPS). Network Based Intrusion Detection  (IDS). Host Based Intrusion Prevention (IPS). Host Based Intrusion Detection (IDS). Network Firewall Device. Web Application Firewalls. Deep Content Inspection Devices.  B. Deliver in short amount of time to:  Large scale networks Low bandwidth networks (happening not so often).       So imagine that your client says to you that you have to test 100 IP's in lets say three days (how can you test for conf...