Multimodal retrieval
Your Embedding Model is SMARTer Than You Think
A plug-and-play framework that unlocks latent multi-vector retrieval capabilities in standard single-vector models.
Entrepreneur / Researcher / Engineer
Working at the intersection of AI, distributed inference, network security, and capital markets.
Explore selected work01 / Current thinking
Exploring how retrieval, representation, and distributed computing can make intelligent systems more capable and more useful.
Multimodal retrieval
A plug-and-play framework that unlocks latent multi-vector retrieval capabilities in standard single-vector models.
Retrieval augmented generation
Hyperbolic dense retrieval for RAG that improves context and answer relevance by up to 29% over Euclidean baselines.
Representation learning
A data-centric framework that externalizes reasoning before retrieval, yielding consistent gains across M-BEIR.
Lifelong agent memory
A correction-aware memory plane built from versioned capsules, combining semantic retrieval, KV-aware routing, and cascading invalidation for lifelong agents.
Research archive
01 / Books
IDG Publication, 1998
Wiley, 1998
02 / Systems
Stream Control Transmission Protocol Direct Data Placement adaptation, 2007.
Content-aware data retrieval architecture, IJAIP, 2011.
03 / Research
Doctoral thesis, Texas Tech University, 2009.
Google Scholar02 / A point of view
I am an entrepreneur and a disciple of AI, distributed inferencing, KV-cache optimization, network security, fintech, and distributed systems.
I care about global disruption for the greater good: creating systems that level the playing field, rather than serving only the already privileged.
More on LinkedIn03 / In the field
Several more patent applications are pending hence not disclosed here.
Foundation
A rigorous foundation in engineering and finance informs a systems-first approach to emerging technology.
04 / Collaboration
Ideas with technical ambition deserve collaborators who can follow them through the complexity. Reach out to discuss research, systems, or ventures with real leverage.
sukantag@gmail.com