I build AI products from the ground up: from early ideation and research through architecture, proof of concept, and production, working with founders, executives, and customers along the way.
Now · Dec 2025 – present
kAIgentic: agentic AI for banking
I lead AI research and architecture across products for process mapping, process transformation, and agentic AI in banking, involved since early product ideation. The core is multi-agent process intelligence that combines multiple information sources, banking ontologies, and knowledge graphs to map and analyze how work actually flows.
Proof of concept
SMBC
Products I led from inception are in proof-of-concept engagements with SMBC for banking process transformation.
Mar 2021 – Dec 2025
Avesha: AI infrastructure products
As a founding member of the engineering team, I led AI research and product creation across five products, with three AI teams across India, Romania, and Canada, taking each from concept through proof of concept and production.
Autoscaling
Smart Scaler
Reinforcement learning based Kubernetes autoscaling. Cut cloud costs by more than 30%.
GPU orchestration
Elastic GPU Service
GPU visibility, orchestration, and automation across multi-cloud environments. 3x LLM inference throughput.
Agentic operations
Avesha Obliq
Agentic platform that turns SRE and QA runbooks into troubleshooting and test-generation agents.
Resource optimization
SmartSizing
CPU and memory request and limit recommendations for every Kubernetes container.
Load balancing
Smart Application Load Balancer
Reinforcement learning based workload and data routing in service meshes.
Reach
Customers and partners
Fortune 500 enterprises
- NVIDIA
- JPMorgan Chase
- CVS Health
- Kroger
- T-Mobile
- Supermicro
Across telecom, media, security, cloud infrastructure, and financial services
- Cox
- Akamai
- Nutanix
- Amagi
- McAfee
- Finvi
Technology partners included NVIDIA, Nutanix, and Oracle. At kAIgentic, my products are in proof-of-concept engagements with SMBC.
Earlier
Research projects
- Making Game Theory Practical for Decision-Making in Multi-Agent Systems · IBM Research Math Council five-year grant
- Distributed Multi-Agent Algorithms for Dynamic Control of Microgrids · DST and Robert Bosch Centre five-year grant
- AI for Multi-Enterprise Business Networks · IBM Sterling Commerce
- Supply Chain Finance Blockchain Platform · IPDC, M&M Finance
- Invoice Reconciliation Using Blockchain · Bajaj Auto