AI is speeding up both vulnerability discovery and exploit creation, forcing developers to rethink security pipelines, threat models, and incident response.

A practical, reflective take on the rise of high fidelity deepfakes, the detection arms race, and what builders should do now.

AI is making phishing, fraud, and malware faster to scale, while defenders use the same tech to find bugs and harden systems. Here’s what this security arms race means for product teams and web engineers.

A reflective look at how LLMs are becoming both security allies and attack tools, plus a practical view on using AI in CI without getting fooled by false positives or unsafe automation.