Hamza Ayoub — Articles https://developerhamza.vercel.app/articles Technical write-ups by Hamza Ayoub on AI/ML, full-stack development, and production systems. en-us Mon, 10 Aug 2026 22:15:04 GMT Fine-Tuning vs RAG: A Practical Guide to Grounding LLMs https://developerhamza.vercel.app/articles/fine-tuning-vs-rag-practical-guide https://developerhamza.vercel.app/articles/fine-tuning-vs-rag-practical-guide Mon, 10 Aug 2026 00:00:00 GMT Hamza Ayoub AI/ML RAG LLM Fine-Tuning From Laptop to Production: Docker and Terraform for Full-Stack Apps https://developerhamza.vercel.app/articles/deploying-full-stack-apps-docker-terraform https://developerhamza.vercel.app/articles/deploying-full-stack-apps-docker-terraform Mon, 10 Aug 2026 00:00:00 GMT Hamza Ayoub DevOps Docker Terraform Full Stack Building Production-Ready AI Voice Agents with LLMs https://developerhamza.vercel.app/articles/building-real-time-ai-voice-agents https://developerhamza.vercel.app/articles/building-real-time-ai-voice-agents Wed, 18 Jun 2025 00:00:00 GMT Hamza Ayoub AI Voice Agents LLM Inference Agentic AI Real-Time Systems Building Enterprise-Grade Regulatory Compliance Platforms https://developerhamza.vercel.app/articles/building-scalable-regulatory-platforms https://developerhamza.vercel.app/articles/building-scalable-regulatory-platforms Wed, 15 Jan 2025 00:00:00 GMT Hamza Ayoub FinTech Compliance Django Microservices Building AI-Powered Analytics: Lessons from Plotsalot https://developerhamza.vercel.app/articles/ai-powered-data-analytics-platforms https://developerhamza.vercel.app/articles/ai-powered-data-analytics-platforms Tue, 10 Dec 2024 00:00:00 GMT Hamza Ayoub AI/ML Data Visualization LLM Building V1: An Agentic AI App Builder https://developerhamza.vercel.app/articles/agentic-ai-application-builder https://developerhamza.vercel.app/articles/agentic-ai-application-builder Tue, 05 Nov 2024 00:00:00 GMT Hamza Ayoub Agentic AI Developer Tools Next.js Building a Multi-Cloud ML Deployment Platform https://developerhamza.vercel.app/articles/multi-cloud-ml-deployment-platform https://developerhamza.vercel.app/articles/multi-cloud-ml-deployment-platform Sun, 20 Oct 2024 00:00:00 GMT Hamza Ayoub MLOps Cloud Infrastructure Python