Marium Kumail Raza

I'm building agentic learning systems that distinguish course completion from actual mastery. As a freelance AI Instructional Designer and Multi-Agent Developer, I designed CIRO, a national-scale seven-agent crisis response orchestrator for Pakistan. I combine probabilistic LLM interaction with deterministic pedagogical constraints, using learner telemetry such as response times, hint requests, error patterns, and pause points to adapt scaffolding. My LMS integrations pull student context and push microstep progress and mastery data into grade books and reporting systems. Across eight years of curriculum design, I've converted textbooks into structured courses, developed Level 5 content for trainee teachers, and built tools including IntelliSearch, Study-Bot, and AI Document Chatbot. My work spans Python, FastAPI, LangChain, Gemini API, React Native, Google Cloud, and data-driven learning analytics.