EMEmin Muhammadiinarticles.eminmuhammadi.com·1d ago · 14 min readBlack-Box Testing Through the Model Context ProtocolThe widespread deployment of large language model (LLM) agents in production environments has exposed a significant gap between the sophistication of these systems and the rigor of the evaluation meth00
EMEmin Muhammadiinarticles.eminmuhammadi.com·May 16 · 12 min readAgentic AI for Reliable Releases: Continuous Confidence at ScaleSoftware bugs cost companies billions each year, and traditional testing can't keep up with today's fast release schedules. Agentic AI is changing that. By giving AI systems the autonomy to plan, exec00
EMEmin Muhammadiinarticles.eminmuhammadi.com·May 9 · 12 min readAI Theatre: Powered by Fear of Missing OutIn many enterprises, AI has become less a technology strategy and more a stage production. The script is familiar: a board member asks, “What’s our AI story?”, a CEO announces an ambitious AI transfor00
EMEmin Muhammadiinarticles.eminmuhammadi.com·Feb 15 · 10 min readHow to Test AI-Written Software Products: Step-by-Step Methods, Real Code Examples, and the Hidden DrawbacksTesting AI-written software products works best when you treat the generated code as “helpful but untrusted,” then build a repeatable test pipeline that proves correctness, safety, and stability over time. The practical goal is not to confirm that th...00
EMEmin Muhammadiinarticles.eminmuhammadi.com·Nov 5, 2025 · 6 min readThe Twelve-Factor App: Principles for Cloud-Native ServicesThe Twelve-Factor App is a methodology for building modern software-as-a-service applications that are easy to deploy, scale, and maintain. It was developed by engineers at Heroku and encapsulates twelve best practices covering code management, confi...00
