Nikhil, mlops engineer

Nikhil

Senior MLOps Engineer

Lagos, Nigeria · WAT (UTC+1) · 2 years of experience

Nikhil focuses on reproducible model delivery, promotion controls, observability, and rollback.

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Why this profile fits

Reproducible model delivery

Versions code, data references, configuration, and artifacts so training and promotion can be repeated and audited.

Safe promotion and rollback

Uses evaluation gates, staged rollout, lineage, and a tested rollback path for model changes.

Operational measurement

Monitors service health, data quality, drift, cost, and model behavior with clear ownership.

Relevant toolkit

PythonKubernetesMLflowTerraformCI/CD

Delivery evidence

Selected work

KYC Document Triage Copilot

Digital lending (fintech)

Owned the last mile of a document-review copilot for a mid-size lender. Claude structured outputs extract and ground 14 identity and income fields per applicant, with a reviewer approval gate and an immutable audit log. Cut average manual review from 11 minutes to under 3 and cleared a 4,000-document backlog in nine days.

PythonClaude API

Claims Summarization Assistant

Health insurance (regulated)

Built an internal copilot that turns long claim files into structured, source-linked briefs for adjusters. Retrieval is grounded in the claim record with PII masked before any model call, and every summary is traceable to its source pages. Reduced average triage time per claim by roughly 40% across a 12-person team.

TypeScriptNext.js
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Relevant experience

Career timeline

Forward-Deployed Engineer

Jan 2025–Present

Devlyn (Embedded Delivery) · Lagos, Nigeria (Remote)

  • Embedded with 5 client teams across fintech, healthtech, and insurance, owning AI features end to end from customer discovery through production rollout and adoption.

Sr. Software Engineer

Dec 2025–Present

ViitorCloud Technologies · Lagos, Nigeria

  • Built and maintained REST and GraphQL endpoints for a merchant payments dashboard serving 20,000-plus monthly active businesses.

Web Developer

Mar 2019–Jan 2026

Infynno Solutions · Ahmedabad Area, India

  • Contributed frontend features in React and TypeScript across two client web apps, closing 40-plus tickets over the internship.

Skill depth

Show experience in context.

VerbalCommunicationDomainUnderstandingProblemSolvingCodeQualitySystemDesignDeliverySpeed
Competency shapeAssessment across the same six dimensions used for every profile.

Relevant experience by skill

Python3 years
TypeScript2 years
React2 years
Claude / GPT APIs2 years
Postgres2 years
FastAPI2 years
REST & GraphQL2 years
Docker2 years
See the complete skill index

Languages

PythonTypeScriptJavaScriptSQLBash

Frameworks

ReactNext.jsFastAPINode.jsExpressAstro

Libraries/APIs

Claude APIOpenAI GPT APIAnthropic SDKLangGraphpgvectorPydanticRESTGraphQL

Tools

DockerGitGitHub ActionsPostmanBraintrustSentryPlaywright

Paradigms

RAGStructured OutputsHuman-in-the-loopTest-Driven DevelopmentEvent-drivenCI/CD

Platforms

AWSVercelCloudflareRenderDocker

Storage

PostgrespgvectorRedisAmazon S3

Other

Prompt EngineeringEval DesignPII RedactionAudit LoggingRegulated-Industry DeliveryObservability

Education

Formal background

BSc, Computer Science

University of Lagos · 2019–2023 · Second Class Upper (2:1)

Credentials

Certifications

AWS Certified Machine Learning Engineer – Associate

Amazon Web Services · 2023 · Certified

Communication

Languages

English

Native

Igbo

Native

Yoruba

Conversational

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