Engineering Manager specializing in AI/ML platforms and 0→1 product delivery
Cambridge, MAEngineering Manager15 years experienceDirectorPublishingInformation ServicesAI/ML
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About
Player-coach engineer/lead on a high-scale research integrity platform ("Lighthouse") that flags fraud/manipulation signals across ~3M academic manuscripts per year. Owns architecture decisions (ADRs), implements across Go/Java/React services, and introduced NLP (SciBERT embeddings + human-in-the-loop) to assess out-of-context citations while also handling production incidents with a data-consistency-first approach.
Experience
Engineering ManagerElsevier
Solutions Architect IIIEricsson
Technical Architect (Contract)Amdocs
Principal Software Engineer (Contract)Rochester Institute of Technology
Software EngineerCogent Infotech
Education
Harvard Universitymaster, Computer Science
Penn State University-Main Campusbachelor, Computer Science
Key Strengths
End-to-end ownership of architecture and delivery (writes ADRs; design through implementation and reviews)
Built/operated high-scale research integrity screening platform handling ~3M manuscripts/year
Applied NLP embeddings (SciBERT via Hugging Face) with human-in-the-loop thresholds to improve citation relevance screening
Strong incident ownership with emphasis on data integrity (backfill-first approach) and prevention via automation and improved testing
Effective coaching to improve underperformance by progressively increasing task ambiguity with measurable sprint feedback
Delivery acceleration via tight scoping, stakeholder negotiation, and RICE-based prioritization
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