Manil

AI Application Engineer

Madrid, Spain · Europe/Madrid (UTC+2) · 6 years of experience

Manil focuses on shipping dependable AI product experiences from typed APIs through production UX.

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Why this profile fits

Product-quality AI UX

Builds responsive, accessible interfaces that make uncertainty, sources, progress, and recovery understandable.

Typed model contracts

Uses structured outputs, validation, regression tests, and fallbacks to keep model behavior inside the application contract.

Full-stack ownership

Ships the interface, service, data path, observability, and deployment as one operable product.

Relevant toolkit

TypeScript

React

Next.js

Python

FastAPI

Delivery evidence

Selected work

Geospatial Training Factory

mobility

Designed and delivered a customer-facing AI application focused on geospatial model operations; standardized reproducible training across 14 city-specific demand models. The release included accessible UX, typed model contracts, regression tests, observability, and cost-aware deployment.

City Model Health Console

mobility operations

Built the supporting control and measurement layer for the primary system, covering review queues, regression checks, operational visibility, and a documented handoff to the owning team.

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Relevant experience

Career timeline

AI Application Engineer

2024–Present

Devlyn client assignments · Remote

Led geospatial model operations delivery for a mobility team and standardized reproducible training across 14 city-specific demand models.

Software Engineer

Aug 2023–Present

ViitorCloud Technologies · Madrid, Spain

Built production systems in mobility, with increasing ownership of reliability, testing, and stakeholder delivery.

Engineer Intern

Jan 2023–Jul 2023

ViitorCloud Technologies · Madrid, Spain

Built production systems in mobility, with increasing ownership of reliability, testing, and stakeholder delivery.

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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

TypeScript6 years

React5 years

Next.js4 years

Python3 years

FastAPI6 years

LLM APIs5 years

See the complete skill index

Languages

Frameworks

Tools

Platforms

Storage

Paradigms

Credentials

Certifications

Databricks Certified Generative AI Engineer Associate

Databricks · 2024 · Certified

Certified Kubernetes Application Developer

Cloud Native Computing Foundation · 2023 · Certified

Communication

Languages

English

Fluent

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