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Anthony BenavidesAB
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Anthony Benavides

@anthonybenavides

Full-stack software engineer at F.S.O. Group who brought a multi-tenant ERP backend into production at five companies.

Ecuador
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At F.S.O. Group, I owned the backend of Pandora, an enterprise ERP/CRM/accounting platform now serving five companies in production. I developed its multi-tenant data model, API tests, and integrations with Ecuador’s tax authority.

At Universidad Politécnica Salesiana, I built a Python dental caries classifier from data pipeline through production in a teledentistry platform. I shipped its inference microservice with confidence thresholds that route uncertain cases to human review.

As a freelance frontend/UI engineer, I delivered responsive web apps for two clients using React, Next.js, and Tailwind CSS. At ETIKOS, I architected an EMV-compliant QR payment component for a cooperative’s payment gateway.

I also built Aether ITSM, a multi-tenant AI support-agent platform, and set up its CI/CD workflow and tests. I’m part of the ETH Ecuador core team, where I’ve contributed to a frontend redesign, partnerships, and mentoring.

Experience

Work history, roles, and key accomplishments

CEDIA & Universidad Politécnica Salesiana logoCS

Machine Learning Engineer

CEDIA & Universidad Politécnica Salesiana

Apr 2026 - Sep 2026 (5 months)

Engineered an end-to-end AI dental caries classifier (ICDAS) in Python for a teledentistry platform. Shipped a REST API inference microservice using PyTorch, DINOv2, and LoRA. Implemented dynamic confidence thresholds to route low-certainty cases to human review.

US

Machine Learning Engineer

Universidad Politécnica Salesiana

Apr 2026 - Sep 2026 (5 months)

Built an AI dental caries classifier (ICDAS) in Python end to end, from data pipeline to production in a teledentistry platform, meeting clinical accuracy requirements. Shipped the REST API inference microservice with dynamic confidence thresholds and fine-tuned CNNs and DINOv2 with LoRA.

ETH Ecuador & Web3 logoEW

Freelance Frontend/UI Engineer

ETH Ecuador & Web3

Dec 2025 - Feb 2026 (2 months)

Delivered responsive web applications for 2 clients using React, Next.js, and Tailwind CSS. Managed the entire frontend lifecycle, iterating directly with clients to ensure high-quality user interfaces.

SE

Freelance Frontend / UI Engineer

Self-employed

Dec 2025 - Feb 2026 (2 months)

Delivered responsive web apps for 2 clients with React, Next.js and Tailwind CSS, iterating directly with clients.

Universidad Politecnica Salesiana logoUS

Junior Software Engineer

Universidad Politecnica Salesiana

Nov 2024 - Feb 2025 (3 months)

Built a web-based research project tracking system using Python, SQL, and PL/SQL. Handled the complete development lifecycle from initial database design to the final stakeholder frontend.

Education

Degrees, certifications, and relevant coursework

Universidad Politécnica Salesiana logoUS

Universidad Politécnica Salesiana

Bachelor of Engineering, Computer Science

Bachelor of Engineering in Computer Science, expected completion in February 2026.

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