Artificial intelligence is transforming how software is built and tested. It is transforming how software is attacked just as quickly.
Why this matters now
This piece sits in Kirshi's Security & AI series, published on August 18, 2026. It looks at the practical engineering and commercial decisions behind the headline — what actually changes for a team building or buying in this space, and what tends to go wrong when the decision is made on enthusiasm rather than evidence.
The Kirshi view
We build AI, IoT and custom software for enterprises and startups across twelve countries, and our position on most of these topics is shaped by what survived contact with production rather than what demonstrated well. Where we think a technology is being oversold, we say so — and where it genuinely changes the economics of a problem, we say that too.
Related insights.
Why US Companies Need AI and Cybersecurity Integration to Stay Competitive
Speed is not a luxury in the current technology market. Neither is security. US companies are discovering they…
ReadLLM Security: Risks, Defenses, and Best Practices
Large Language Models are now embedded in production systems across the enterprise. That makes their attack su…
ReadAgentic AI & Autonomous Systems: The Future of Intelligent Enterprise Operations
Artificial Intelligence is evolving rapidly beyond traditional automation and chatbot interfaces into systems …
ReadBuilding in this space?
We help enterprises take AI, IoT and software from concept to production.