AI Security
When my team runs an AI security audit in 2026 whether it is a usual chatbot, a RAG pipeline, an agent, or a multi-agent system/application we find critical issues in the first hour of testing nine times out of ten. Not in week one. Not in day one. In
LLM Security
If you are budgeting for an LLM security audit or AI red teaming engagement in 2026, the honest market range is $6,000 to $45,000 or more depending on what you are actually buying. The bottom of that range covers a single chatbot, no tools, no compliance attachment. The
Vibe Coding
If you built something on Cursor, Lovable, Bolt.new, Replit, v0, Windsurf, GitHub Copilot, or Claude Code and you are getting ready to ship to your first paying user, your first enterprise demo, or your first compliance audit this is the checklist you run before that ship date. 44 checks
Vibe Coding
If you are reading this, you have most likely built something on Cursor, Lovable, Bolt.new, Replit, v0, Windsurf, GitHub Copilot, or Claude Code, and you are about to put it in front of real users. You want to know what an actual security audit covers, what we typically find
Vibe Coding
Andrej Karpathy coined the phrase "vibe coding" in February 2025: describe what you want, let AI generate the code, "forget that the code even exists." Roughly eighteen months later, the industry has its answer to what happens when you ship a lot of code that nobody
NCA ECC
Saudi Arabia is positioning itself as one of the most ambitious AI ecosystems in the world. Project Transcendence, the PIF-backed Humain, Aramco's AI initiatives, and SDAIA's national programmes have moved the Kingdom from an AI-curious market to an AI-first one under Vision 2030 and the regulatory
LLM Security
Most organisations securing AI applications are doing it wrong not because they're careless, but because they're applying web application security thinking to a fundamentally different attack surface. A standard pentest doesn't test prompt injection. It doesn't test whether your RAG system leaks
SOC 2
Does SOC 2 Require Penetration Testing? SOC 2 does not explicitly mandate penetration testing in its written criteria — but in 2026, auditors overwhelmingly expect it. Under CC4.1 of the AICPA Trust Services Criteria, organizations must demonstrate ongoing risk identification and that security controls are present and functioning. A scoped,
SOC
Security Operations Centers were never designed to operate under continuous signal saturation. Yet for many organizations, the modern SOC experience is defined by endless alerts flowing directly from detection systems into ticketing tools, chat platforms, and case management systems with little to no processing in between. We've shared
LLM Security
Large Language Model (LLM) security has become a critical concern as organizations deploy AI systems into production environments that handle sensitive data, internal workflows, and user-facing logic. While many teams rely on prompt filtering, content moderation, or policy-based guardrails, these approaches often fail against real threats. Modern LLM attacks are
LLM Security
Jailbreaking Isn’t a Prompting Problem For a long time, jailbreaks were treated as a curiosity. Someone found a clever prompt, it circulated online, a filter was adjusted, and the incident was written off as an edge case. If you’ve spent years in application security, this likely felt familiar