REI, Ruksh E Ibaadat, started The ASI Society to share how production AI systems are really built, and to learn alongside the people building them.
Senior AI Engineer and Enterprise Agentic AI Architect
REI designs enterprise AI systems that connect models, knowledge, tools and workflows, with reliable execution and outcomes that can be measured. Her work covers agent harness engineering, LLM infrastructure and LLMOps, and agent reliability, security and governance.
She is a Senior AI Engineer at Infixio in Karachi and the founder of Phoenix Group, whose companies work on healthcare AI, applied AI research and enterprise AI services. Her MSc research, MARS-MINDS, applies deep learning to NASA and ESA data from Mars.
REI stands for Discipline, Research, Innovation, Artificial Intelligence and Integrity. It is also how she runs the society.
Each layer depends on the one inside it. Enterprise outcomes rest on agents, agents rest on infrastructure and retrieval, and all of it rests on reliable operations.
From capability to real-world impact
Agents that get work done
Connecting models to your data
Efficient and reliable at scale
Trusted AI at enterprise scale
From idea to operation
Shaping what comes next
Systems REI has designed and built, across research, healthcare, education and enterprise.
Planetary AI research
Martian Intelligent Navigation and Decision System, her MSc thesis: five deep learning models trained on about 600 GB of NASA and ESA planetary data, covering terrain and dust storm classification, habitat site detection, safe landing, mission planning and multi-day dust storm forecasting.
Healthcare agentic AI
DrugReport Intelligence System, a HIPAA and GDPR-aligned platform with 19 clinical modules, support for 58 languages and live OpenFDA data covering more than 3 million records.
Healthcare and SEN network
A credential-verified network connecting healthcare and special educational needs professionals with clinicians, schools and families, with PM&DC and AHPC verification workflows.
Education AI
LUMINA brings 58-language classroom intelligence and automated IEP generation. TALEEM is an AI tutor covering more than 30 boards, 200 subjects and 14 regional languages, from preschool to A-Level.
Hamdard University, Karachi.
Techerz IT Consultancy, ExaTex Enterprise Solutions and Learning Pitch: enterprise software, then leading teams, then designing whole systems.
Healthcare AI, applied AI research and enterprise AI services under one group.
NED University of Engineering and Technology, with the MARS-MINDS thesis on the origins of dust storms on Mars.
Production LLM infrastructure, RAG pipelines, multi-agent workflows and LLMOps.
A place to share that practice, question it and improve it together.
Membership is by request. Introduce yourself briefly and say what you want to work on. REI reads every request.