bio

experience

designing the next generation of intelligent interfaces.

agentsknowledge graphsadaptive ux

cube5 ai – co-founder, cpo

Jan 2025 – Present
  • leading product vision and technical architecture for next-gen AI systems integrating into business workflows across semiconductors, industrial engineering, education, and telecommunications
  • driving R&D in autonomous AI agents, knowledge graph reasoning, and multimodal interfaces, enabling businesses to move from static analytics to adaptive decision intelligence
  • collaborating with partners in semiconductor, industrial engineering, education, and telecommunications sectors to build domain-specific AI layers that augment human expertise
  • overseeing end-to-end product lifecycle from problem discovery and design prototyping to AI infrastructure and deployment
  • scaled product organization from 0 → 5, driving overall growth from 7 → 40 employees across 3 continents
  • led design and launch of AI-driven investment intelligence platforms (web & mobile), generating $4M+ in enterprise contracts
  • architected solutions integrating knowledge graphs, ML pipelines, and human-centered design for M&A and innovation mapping
  • partnered with C-level executives to align product vision with long-term business strategy and market trends
  • delivered custom decision-support tools for global consulting firms and PE funds
  • applied machine learning and NLP to build models linking innovation trends with global investment opportunities
  • developed early prototypes of semantic graph-based reasoning tools to map emerging technologies and companies
  • collaborated with leadership on data architecture and early-stage product ideation

education

école polytechnique

2019 – 2020

msc in data science

mohammed vi polytechnic university (um6p)

2014 – 2019

master of engineering in industrial management and data science