https://qudratullah.net/blog Qudrat Ullah is an Engineering Lead & Senior Software Engineer with 10+ years building scalable systems across fintech, media, and enterprise. Writing about Node.js, cloud infrastructure, and engineering leadership from London, UK. en-us qudratullahofficial07@gmail.com (Qudrat Ullah) qudratullahofficial07@gmail.com (Qudrat Ullah) Wed, 08 Apr 2026 00:00:00 GMT https://qudratullah.net/blog/delegate-review-own-model-engineering-leads https://qudratullah.net/blog/delegate-review-own-model-engineering-leads AI adoption is up, productivity gains are real, but trust in AI accuracy is falling. Here is the model engineering leads are converging on to work effectively with agentic AI tools without losing ownership of what ships. Wed, 08 Apr 2026 00:00:00 GMT qudratullahofficial07@gmail.com (Qudrat Ullah) AI https://qudratullah.net/blog/the-hidden-cost-of-ai-code-review https://qudratullah.net/blog/the-hidden-cost-of-ai-code-review Three months after introducing an AI code review tool that caught 40% more issues than our human reviewers, I noticed something troubling. We had optimised away the conversations that make engineers better. Thu, 02 Apr 2026 00:00:00 GMT qudratullahofficial07@gmail.com (Qudrat Ullah) AI https://qudratullah.net/blog/why-most-ai-agents-fail-in-production https://qudratullah.net/blog/why-most-ai-agents-fail-in-production AI agents look impressive in demos. But real-world systems are messy. Here is why most agents fail in production and how system thinking changes everything. Thu, 02 Apr 2026 00:00:00 GMT qudratullahofficial07@gmail.com (Qudrat Ullah) AI https://qudratullah.net/blog/cursor-cloud-agents-shift-in-ai-development https://qudratullah.net/blog/cursor-cloud-agents-shift-in-ai-development Cursor introduced cloud-based agents that can onboard to your repo, spin up a Linux VM, write code, run tests, push a branch, and open a PR, all without touching your local machine. Tue, 18 Mar 2025 00:00:00 GMT qudratullahofficial07@gmail.com (Qudrat Ullah) AI