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CVPersonal siteMohamadA recruiter-friendly conversational CV for background, impact, leadership, and interview fit.PWProductPing WatchA lightweight phone-as-sensor security monitor with Telegram alerts and a VPS-local backend.WRWritingBlogNotes on AI systems, product judgement, delivery, and the practical edges of machine learning.

Latest writing

Ideas from the blog

4 min readThe Value of AI Expertise: Knowing When to Say No

A practical argument for AI leadership that can reject overbuilt solutions and protect teams from waste.

8 min readFrom Guessing to Guarantees

A look at abstention-aware evaluation and information budgets as practical controls for hallucination risk.

7 min readAre LLMs Really Deterministic?

A grounded explanation of sampling, implementation details, and why repeat prompts can still drift.