Sazko Solutions article on AI-assisted defensive cybersecurity and vulnerability discovery in 2026

AI for Defensive Security: What the Industry’s Vulnerability-Hunting Push Signals

In April 2026, Anthropic announced a collaboration with several major technology and security firms to test an unreleased model on defensive cybersecurity work, and reported it had already surfaced thousands of vulnerabilities across operating systems, browsers and widely used software. Whatever becomes of that specific project, the direction is clear: AI-assisted vulnerability discovery is moving from research demo to standard practice.

Illustration for the Sazko Solutions article on agentic AI adoption in the enterprise

Agentic AI in the Enterprise: From Chatbots to Systems That Act

Google’s Cloud Next in April 2026 was billed as the arrival of the “agentic era,” complete with an enterprise agent platform and chips designed for it. The word “agent” gets applied loosely enough right now that it’s worth being precise. A chatbot takes an input and returns an output. An agent does something meaningfully different: it holds a goal, plans a sequence of steps to reach it, calls tools or other systems along the way, observes the results, and decides what to do next — often without a human approving each step. That loop, not the underlying language model, is what “agentic AI” actually refers to.

Sazko Solutions article on choosing an AI model during the March 2026 wave of frontier releases

Five Frontier Models in One Month: Choosing When the Ground Keeps Moving

March 2026 saw five significant model launches in a matter of weeks — new releases from Mistral, DeepSeek, OpenAI, Google and xAI, with one open-source model topping reasoning benchmarks within days of release. If you’re responsible for choosing which model your product runs on, that pace is the actual problem to solve, not any individual model.