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Piyush Kautkar

Junior Software Engineer specializing in full-stack systems and distributed log analytics

NeocisCarnegie Mellon UniversityMiami, FL1 Years ExperienceJunior LevelWorks On-Site

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About

CMU candidate with hands-on experience taking LLM concepts from research prototypes toward production-ready designs (structured outputs, guardrails, failure-scenario evaluation). Also partnered with sales/customer teams at Mazecare to drive adoption with Dontia Alliance (largest dental clinic chain in Singapore) and engaged Singapore government stakeholders, bridging clinical workflow needs with IT security/integration concerns.

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Key Strengths

  • Pragmatic LLM system design (deterministic rules + LLM where ambiguity adds value)
  • Production-readiness focus: guardrails, structured outputs, and safe fallback behavior
  • Strong real-time debugging of agentic systems using logs/observability to isolate failure points
  • Designing explicit contracts between reasoning and execution to stabilize workflows
  • Demo/workshop effectiveness for developers (hands-on, failure modes, reusable snippets)
  • Cross-functional deal support: tailoring messaging for clinicians vs IT to unblock adoption
  • Owned end-to-end delivery of production ChatOps chatbot (scope → build → launch → iterate)
  • Strong LLM safety/guardrails mindset (read-only launch, tool allowlisting, strict schemas, citations, fallback behaviors)
  • Metrics-driven iteration improving trust and reducing follow-up questions via structured outputs (summary/data/assumptions)
  • Performance and cost optimization through caching and minimizing tool calls
  • Production RAG system design with relevance thresholds, retrieval caps, and sensitive-data-aware logging
  • Built automated LLM eval/regression loop with human review and deployment blocking on accuracy drops
  • Improved time-based query accuracy by adding relative-date resolution preprocessing
  • Designed scalable, observable ingestion pipeline for messy sensor data with validation and quarantine handling

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Experience

Software Engineer InternNeocis · Jun 2025 – Aug 2025internship
Lead Software EngineerMazecare · Feb 2023 – Jun 2024
Software Engineer InternNeocis Inc. · Jun 2025 – Aug 2025internship
Lead Software EngineerMazecare Ltd. · Feb 2023 – Jun 2024

Education

Carnegie Mellon Universitymaster, Information Systems Management (2025)
Savitribai Phule Pune Universitybachelor, Information Technology (2023)

Languages

English

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Piyush KautkarJunior Software Engineer specializing in full-stack systems and distributed log analytics