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Marium Kumail Raza

@mariumkumailraza

Message

I build agentic learning systems that turn telemetry into measurable learner mastery.

Pakistan

Message

What I'm looking for

I'm looking to build human-centric AI and learning systems where telemetry, adaptive pedagogy, and multi-agent workflows produce measurable mastery and behaviour change.

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.

Experience

Work history, roles, and key accomplishments

Current

AI Instructional Designer & Multi-Agent Developer

Current

Freelance

Jan 2025 - Present (1 year 8 months)

Designed and built CIRO, a 7-agent autonomous crisis response orchestrator, and multi-agent tutoring systems integrating LLMs with deterministic pedagogical constraints. Implemented telemetry-driven diagnostics and full-stack delivery with FastAPI, React Native, and WebSockets.