Pankaj

Senior MLOps Engineer

Cebu City, Philippines · UTC+8 · 3 years of experience

Pankaj 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

Python

Kubernetes

MLflow

TerraformCI/CD

Delivery evidence

Selected work

Tenant-Aware AI Assistant

B2B HR-tech SaaS

Built an in-app assistant that answers employee-policy questions per tenant, isolating each customer's documents with row-level security in Postgres and pgvector. Streaming responses over Server-Sent Events cut perceived latency to under 400ms, and the feature reached 70% weekly active usage among pilot tenants within two months.

Generative Document Intake Pipeline

Logistics SaaS scale-up

Designed a document-extraction pipeline that turns unstructured shipping paperwork into validated JSON using Claude structured outputs and a retry-and-repair loop. Deployed to 40-plus tenants behind feature flags, it processed 12,000 documents a month and cut manual review time by 63% while holding 98.5% accuracy.

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Relevant experience

Career timeline

Forward-Deployed Engineer

Feb 2024–Present

Devlyn (client-embedded) · Remote, Cebu City, Philippines

Embedded full-time inside client product teams to ship multi-tenant AI features, owning workstreams from discovery through production rollout across three B2B SaaS engagements.

Frontend Developer

Oct 2017–Present

ViitorCloud Technologies Pvt. Ltd. · Ahmedabad, Gujarat, India

Delivered the first generative features for a multi-tenant logistics platform serving 300-plus business customers, integrating Claude and GPT APIs into a Python and React stack.

Junior Full-Stack Developer

Jan 2022–Jul 2022

A digital product studio · Cebu City, Philippines

Built full-stack features for early-stage SaaS clients using React, Node.js, and Postgres, shipping to production within one-week sprint cycles.

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Skill depth

Show experience in context.

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

Relevant experience by skill

Python4 years

TypeScript3 years

React3 years

PostgreSQL3 years

Claude / GPT APIs2 years

FastAPI2 years

GraphQL2 years

Docker2 years

See the complete skill index

Languages

Frameworks

Libraries/APIs

Tools

Paradigms

Platforms

Storage

Other

Education

Formal background

BS, Computer Science

University of San Carlos · 2018–2022 · Cum Laude

Credentials

Certifications

HashiCorp Certified: Terraform Associate (004)

HashiCorp · 2022 · Certified

Communication

Languages

English

Fluent

Filipino

Native

Cebuano

Native

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