Sohaib Ahmed builds
I build model pipelines that keep data contracts, validation evidence, serving behavior, and product constraints visible in the same system.
Selected systems
Flagship research system
A live signal and risk surface whose strongest credible result is portfolio ranking—not precise point-return forecasting.
Multi-agent analytics library
Plain-English questions become generated SQL or pandas code, executed analysis, visual artifacts, and an auditable run trail.
Neural Dendrite
A caption-aware evidence graph connecting bookmarks, papers, media, topic families, and an AI retrieval assistant.