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About
Hands-on engineering manager at a marketing company leading a highly senior, distributed team (10 direct reports) while personally coding ~60–70% and owning end-to-end architecture across three interconnected products. Built agentic CRM automation and a reinforcement-learning-driven distribution layer for channel spend/bidding, with a strong focus on scalable design and observability (Prometheus/APM/logging) enabling frequent releases and few production incidents.
Experience
Engineering Leader / ManagerRecruitics
Engineering Manager- Data Platform & MicroservicesNielsen
Staff Machine Learning Engineer / ArchitectSamsung USA
Senior Data / ML EngineerUnder Armour Connected Fitness
Teaching assistant and school website OpsRochester Institute of Technology
Education
Rochester Institute Of Technologymaster, Information Technology (2016)
K.J Somaiya College Of Engineeringbachelor, Computer Science (2011)
Key Strengths
Hands-on engineering manager (60–70% coding) with end-to-end architecture ownership across multiple products
Designs scalable, resilient systems with strong emphasis on observability (Prometheus/APM/logging) to minimize production incidents
Applied ML/RL to marketing distribution/bidding logic to improve ROI outcomes
Player-coach leadership for a distributed team (10 direct reports; Eastern Europe + North America) with lightweight oversight for senior engineers
Translates ambiguous stakeholder requirements into shippable definitions (e.g., defining “successful apply” for attribution with AI-agent retries and ATS timing)
Improves delivery velocity via architecture decomposition plus CI/CD and frequent release cadence (weekly minor, biweekly major)
Led 20–25 engineer team building cross-platform AI products/frameworks
Owned roadmap, delivery, and end-to-end architecture for internal OpenCore framework at Samsung
Strong cross-org consensus building and stakeholder alignment across multiple Samsung organizations
Designed language-bridging SDK to reuse legacy Java/C libraries from Python (tradeoff-driven architecture)
Built robust CI/CD and scenario-based test strategy for stability and backward/forward compatibility across OS and runtime versions
Improved developer onboarding and DX via API gateway-driven configuration and documentation/tooling
Resolved performance disagreement for on-device inference by introducing a dedicated TensorFlow.js/JavaScript module
Reference Highlights
Strongly Recommended
strong technical depth
meaningful impact relative to level
drives sound architectural decisions
elevates overall engineering quality
created cohesive architecture for fragmented AI workloads
improved reliability and scalability
reduced duplication through standardization
efficient, business-oriented code
effective player-coach (hands-on + leadership)
mentors engineers and raises technical bar
handles ambiguity and drives end-to-end execution
creates structure that translates research into production-ready assets
collaborates well with researchers (including more senior peers)
provides feedback effectively across seniority levels
strong delivery speed and execution
dependable during incidents; timely responsiveness
positive with partners/stakeholders when given the opportunity
Architected the data engineering platform/framework
Deep knowledge of big data technologies
Strong end-to-end ownership through production
Good technical judgment in choosing tools
Keen to learn and find the right solution
Provided good guidance to teammates (juniors and seniors)
Influenced key architectural decisions
Drove ambiguous work to shipped outcomes (pipeline packaging/shipping, release approach)
Strong debugging; found bugs and proposed solutions
Effective cross-functional coordination across geographies
Delivered goals; stakeholders were happy
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