https://www.mortezaazizi.com/tags/ai/ Recent content in AI on Morteza Azizi Hugo en-us Sat, 04 Jul 2026 00:00:00 +0000 https://www.mortezaazizi.com/posts/ai-first-architecture-for-essential-systems-what-actually-changes/ Sat, 04 Jul 2026 00:00:00 +0000 https://www.mortezaazizi.com/posts/ai-first-architecture-for-essential-systems-what-actually-changes/ <h1 id="ai-first-architecture-for-essential-systems-what-actually-changes"> AI-first architecture for essential systems: what actually changes <a class="heading-link" href="#ai-first-architecture-for-essential-systems-what-actually-changes"> <i class="fa-solid fa-link" aria-hidden="true" title="Link to heading"></i> <span class="sr-only">Link to heading</span> </a> </h1> <p>AI is already part of software delivery. Developers use it to generate code, write tests, understand legacy code and speed up routine work. That is no longer experimental. It is already happening in real teams.</p> <p>For organisations running essential systems, that creates both opportunity and risk.</p> <p>By essential systems, I mean systems where failure has a serious business, legal, financial or operational impact. That includes areas like banking, telecom, healthcare, energy, insurance, logistics and public services.</p>