I’m Aishah Sofea Muhamad Hanifa, a senior engineer with 7+ years of experience building and shipping production software and leading enterprise AI adoption. Based in Kuala Lumpur, I focus on agentic workflows and practical engineering patterns—helping teams move from experimentation to reliable, CI-evaluated AI systems.
Most recently, I’ve driven Claude Code adoption across an engineering organization, improving engineering productivity and standardizing how engineers build with AI. I also architect end-to-end agent workflows (LangGraph orchestration, MCP integrations, structured prompting, and LLM-as-judge evaluation), and I turn what I learn into reusable assets like agent skills, playbooks, and hands-on technical workshops—so teams can onboard fast and deliver with confidence.
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Develops an intelligent chatbot leveraging Vercel’s SDK and OpenAI API to provide personalized restaurant recommendations based on user location, driving routes and preferences.
Configures tool calling to seamlessly integrate third-party APIs, such as TomTom and FourSquare enabling real-time retrieval of location and restaurant data.
Integrates Retrieval Augmented Generation (RAG) technique using ChromaDB vector database to store restaurant embeddings, enhancing response accuracy and contextual relevance.
Implements a persistent memory management system allowing context to be maintained across multiple interactions.
Builds a responsive, multimodal interface supporting text, voice input (Web Speech API) and image processing to create intuitive user interactions.
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