AI/ML Executive Leader | Technical Depth in ML Architecture & Innovation at Scale
Employment
Senior Director, AI/MLAug'25 - Present
Versa Networks
DirectorMar'22 - Aug'25
Versa Networks
Built strong relationships with leading analysts (Gartner, Forrester, etc.) to influence market perception and align product strategy.
Led and contributed to vendor product evaluations and M&A technical assessments.
Managed geographically distributed teams across multiple products and functions.
VANI (Versa Advanced Network Insights): Conceptualized and leading the development of an AI-driven analytics platform that provides deep insights across diverse network signals.
Verbo (Versa Bot): Conceived and driving development of an advanced LLM + retrieval-powered assistant to accelerate knowledge access and support across Versa.
UEBA Platform: Leading the creation of Versa's cutting-edge User & Entity Behavior Analytics platform.
Senior ArchitectJul'19 - Mar'22
Versa Networks
Main designer, implementer, maintainer of various VOS (Versa OS) subsystems, like QoS, Entitlement, Accounting etc.
Heading the adoption of ML/AI in different subsystems within the product.
Built multiregional team to buildout multiple product modules (UI, Data Engineering, Software Engineering).
Designed the Data Science algorithms & Data pipelines needed for the product.
Sr Tech LeadJul'17 - Jul'19
Versa Networks
Designed steering of SaaS traffic based on application performance metrics.
Designed & implemented cos-shaping and Adaptive CoS shaping for Versa FlexVNF solutions. This was developed using intel DPDK to perform the actual rate-limiting, and BGP to convey the message to different clients.
Implemented 802.3ah EOAM/CFM (Connectivity fault management subsystem). This formed the basis of the SLA mechanism that enforces the heartbeat between the devices.
Designed, implemented and enforced various infrastructural elements (SKU limit handling, licensing computation & handling etc) across various teams and products.
Technical LeadJul'14 - Jul'17
Versa Networks
Designed & implemented the Acctmgr module for Versa FlexVNF, which maintains lock-free, high frequency, high performance counters across multiple processes & threads, backed up by REDIS db.
Implemented AE(Aggregated Ethernet), static and lacp(802.1ax) based, for Versa FlexVNF. Proprietary extensions were added to support non-standard topologies.
Sr Software EngineerJul'10 - Jul'14
Cisco Systems
Instrumental in the development of the new Cisco n6000 series of switches. Worked on the forwarding layer right from the DOL stage to the release stage.
Develop and maintain the l2 layer of the forwarding plane on Cisco's n5000 series of switches.
Developed and maintained various authentication/authorization/monitoring modules on n5000 switches like SNMP, AAA, TACACS, RADIUS etc.
Software EngineerJun'07 - Jul'10
Mailshell Inc.
Design, write and maintain tools used for anti-spam analysis.
Enhance the existing proprietary SDK and develop other tools required by the clients.
Manage an offshore outsourced development team.
Research AssistantAug'06 - May'07
Dept Of Computer Science, Syracuse University
Developed Instructional Laboratory projects for Computer Security Education.
Developed Encrypted File System and ASLR on Minix 3.1.2a.
Designed SQL injection, LD_PRELOAD, buffer overflow attack and race condition attack labs.
Project funded by National Science Foundation ($451,682, 01/2007-12/2010. Grant No. 0618680).
Research AssistantSep'05 - Sep'06
Syracuse University
Did an Independent study on Multidimensional Function Minimization using Genetic Algorithms.
Simulated cognitive models (based on Temporal Context Model developed by Dr Marc Howard and Dr Michael Kahana) on Beowulf cluster housing 72 hyper-threaded 3.06GHz Xeon processors.
Software Engineering InternFeb'05 - Aug'05
Aztec Softwares and Technology Services
DB Monitoring Tool: Developed a monitoring tool for postgresSQL on Solaris 10 using Dtrace and Qt.
Policy Driven Application Manager: Developed an orchestrator for automated scaling of servers using CLI scripts. Deployed on IBM blade servers.
Education
MS, Computer ScienceAug'05 - May'07
Syracuse University
B.E., Computer Science and EngineeringAug'01 - Jun'05
Visvesvaraya Technological University
Patents
Zero Trust Model Context Protocol Server with Proxied API Execution [Filed Feb 27, 2026. US 19/552,795 & US 19/538,486]
Application Performance Based Path-Selection Using Dynamic Metrics [US 16/442406]
Application Performance Based Path-Selection [US 62657817]
Methods and System for Adaptively Managing Network Traffic Distribution [Filed Apr 16, 2021. US 17/233,332]
Methods and System for Adaptively Managing Network Traffic Policing [Filed Apr 16, 2021. US 17/233,352]
Method and computing device for shaping traffic across a wide area network [Issued Oct 2, 2018. US10091078B2]
Method and system for shaping traffic from an egress port in a software-defined wide area network [Filed Nov 15, 2017. US 15/814,296]
Maintaining Lock-Free, High Frequency, High Performance Counters in Software [Issued Oct 25, 2016. US9477471B1]
Method for configuring a connection using redundant service nodes [Filed Apr 5, 2016. US 15091388]