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Jose Luis Rativa MedinaJM
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Jose Luis Rativa Medina

@joseluisrativamedina

AI Engineer at ARY S.A.S who contributed to real-time voice agents, RAG, and lightweight WebGPU models.

France
Message

At ARY S.A.S, I contributed to the design and development of voice-based conversational agents, integrating real-time speech recognition and synthesis. I also designed RAG architectures and conversational memory components so agents could use client knowledge bases and maintain context across long conversations.

I applied knowledge distillation, quantization, and WebLLM/WebGPU optimization to enable lightweight client-side inference, and developed a compact ONNX lip-sync model through distillation from MuseTalk. At Universidad Nacional de Colombia, I contributed to web platforms for Saber Pro pre-registration and academic program self-assessment, and designed database schemas for information systems.

Experience

Work history, roles, and key accomplishments

AS

AI Engineer Intern

ARY S.A.S

Mar 2026 - Sep 2026 (6 months)

Contributed to the end-to-end design and development of voice-based conversational agents, integrating real-time speech recognition and synthesis. Designed and implemented RAG architectures and conversational memory components, and applied knowledge distillation from Mistral Large to a Qwen 0.5B student model for user-intent classification.

UC

Software Engineer

Universidad Nacional de Colombia

Nov 2023 - Aug 2026 (2 years 9 months)

Contributed to the architecture and development of a web platform for student pre-registration for Colombia's national Saber Pro exam. Designed database schemas and performed ongoing maintenance of information systems, ensuring data integrity and operational continuity.

Education

Degrees, certifications, and relevant coursework

Télécom SudParis – Institut Polytechnique de Paris logoTP

Télécom SudParis – Institut Polytechnique de Paris

Master’s Degree in Engineering, Data and AI

2024 -

Activities and societies: Relevant Coursework: Computer Vision, Deep Learning, Probability for Machine Learning, Reinforcement Learning, Large-scale Generative Models for NLP and Speech Processing, Relational and Distributed Data Management, Stochastic Processes, Ethics and Laws in AI and Data Science.

Pursuing a Master’s Degree in Engineering with a Data and AI track, covering computer vision, deep learning, and large-scale generative models.

Universidad Nacional de Colombia logoUC

Universidad Nacional de Colombia

Bachelor of Science, Systems and Computer Engineering

2020 - 2024

Activities and societies: Relevant Coursework: Calculus, Linear Algebra, Software Engineering, Software Architecture, Introduction to Intelligent Systems, Object Oriented Programming, Data Structures, Compilers and Programming Languages, Algorithms, Project Management.

Completed a Bachelor of Science in Systems and Computer Engineering, with coursework in software engineering, intelligent systems, and algorithms.

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