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Tirth Shah

Mid-level AI/ML Engineer specializing in anomaly detection, data tooling, and cloud-native systems

Chico State EnterprisesCalifornia State University, ChicoChico, CA4 Years ExperienceMid LevelWorks On-Site

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About

Backend/platform engineer who built an LLM-driven QA automation system (“mockmouse”) using a Flask orchestration microservice, Socket.IO real-time updates, Redis caching, and strict Pydantic schemas to turn prompts into reliable action graphs and automated browser tests. Has hands-on Kubernetes delivery experience (Docker/Helm/Jenkins) and has supported large migration programs, validating ETL cutovers with 1M+ synthetic records and rigorous output comparisons; also built event-driven monitoring/anomaly detection streaming into Grafana.

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Key Strengths

  • Designed Flask-based orchestration microservice converting user prompts into actionable tags and automated browser-driven QA
  • Strong LLM pipeline engineering with strict Pydantic schemas to mitigate vague/incomplete model outputs
  • Real-time backend/frontend integration using Socket.IO
  • Kubernetes deployments of containerized microservices using Docker + Helm; built delivery pipelines with Jenkins
  • Migration validation at scale using 1M+ synthetic records and schema/row/aggregate comparisons to ensure functional equivalence
  • Built event-driven real-time metrics/anomaly detection streaming to Grafana; handled spikes with buffering and adaptive batching
  • Practical GitOps implementation: declarative configs in Git, PR-based approvals, automated reconciliation, rollback via revert

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Experience

AI/ML and Network EngineerChico State Enterprises · May 2025 – Present
Associate Member of Technical StaffOnix Datametica Birds (Formerly Datametica Pvt Ltd) · Oct 2021 – Jul 2024
Research AssistantCalifornia State University, Chico · Jan 2026 – Presentpart-time
Software EngineerChico State Enterprises · May 2025 – Present

Education

California State University, Chicomaster, Computer Science (2026)
Savitribai Phule Pune Universitybachelor, Electronics and Telecommunication (2022)

Awards

  • Rising Star Award — Datametica Birds
  • IEEE Trident 4.0 Winner – Pune
  • Top 9 overall and Top 3 in Dev Tools — Cal Hacks 2025
  • Top 3 UC Berkely AI Hackathon 2025 (MockMouse)
  • Top 9 overall and Top 3 in Dev Tools at Cal Hacks 2025 (MockMouse)

Languages

English

Publications

3 publications

Computer Science EducationIntelligent Discussion BoardsIntrusion DetectionCybersecurity

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Tirth ShahMid-level AI/ML Engineer specializing in anomaly detection, data tooling, and cloud-native systems