About me
Hi, I’m Manmeet 👋
I build reliable AI systems for production — from large-scale ML pipelines to agentic workflows and LLM-powered applications. Over the past 6+ years, I’ve worked across fintech, retail, and research environments (Instacart, TD Bank, Scotiabank, Vector Institute), designing systems that turn complex data into decisions at scale.
A few outcomes from my work:
- Reduced model validation cycles from weeks to days by building automated testing and monitoring systems.
- Built NLP-driven anomaly detection across 31 global jurisdictions.
- Improved pipeline performance by 12–70% through distributed ML and ETL optimization.
My focus today is on the next generation of AI systems:
- Agentic workflows and orchestration
- LLM evaluation and reliability
- Production-grade RAG systems
- Monitoring and debugging AI systems in real-world environments
I’m especially interested in building AI systems that are not just powerful, but measurable, reliable, and production-ready. If you're working on LLM systems, agents, or AI workflows and care about reliability at scale — feel free to reach out.
Testimonials