ASIF MUZTABA
AI PlatformRetrievalLLMsKnowledge Systems

Nirikh — Knowledge Intelligence Platform

Source-grounded knowledge and research workflows with model-provider flexibility and user-owned information.

Context

An evolving knowledge workspace designed around source-backed answers rather than model lock-in.

Challenges

  • • Preserving citations and source attribution
  • • Separating model services from user knowledge
  • • Supporting multi-document synthesis

Approach

  • • Architecting source-oriented ingestion and retrieval
  • • Designing model-independent AI workflows
  • • Exploring document-grounded research interfaces

Outcomes

  • • Current AI-platform engineering initiative
  • • Production adoption has not been independently verified