Mahmoud Trigui — Follow AI & Insights https://mahmoudtrigui.com/ Latest AI posts and technical insights from Mahmoud Trigui. en-us Thu, 24 Jul 2026 12:00:00 +0000 The AI didn't replace the classifier. It replaced the training-backlog. https://mahmoudtrigui.com/follow-ai.html https://mahmoudtrigui.com/follow-ai.html#training-backlog Wed, 24 Jul 2024 09:00:00 +0000 AI in production often replaces the backlog around models more than the model itself. This post explains how ML teams stop repetitive retraining work. The prompt that classifies 500 images without training a model. https://mahmoudtrigui.com/follow-ai.html https://mahmoudtrigui.com/follow-ai.html#prompt-classification Tue, 23 Jul 2024 14:30:00 +0000 Discover a prompt engineering approach that classifies images via structured LLM output instead of a trained vision model. “Just call the OpenAI API” vs what production actually looks like. https://mahmoudtrigui.com/follow-ai.html https://mahmoudtrigui.com/follow-ai.html#llm-production-wrapper Mon, 22 Jul 2024 18:45:00 +0000 Real LLM production includes prompt management, model routing, observability, caching, and guardrails — not just a single API call.