octaviokh

Software Developer

Experienced Software Developer (10+ yrs) focused on Full Stack Development, AI/ML, and cloud-native solutions (AWS / Azure). Led AI sales assistant library development at Nestlé (RAG), Led the development of the Payment Gateway module in TV Azteca and boosted average invoice payment time for 60%+. Certified with a Post Graduate Program in Artificial Intelligence and Machine Learning for Business Applications (The University of Texas at Austin) and an AWS AI Practitioner certification, exploring Blockchain and Smart Contracts. Building a crypto project called: $AQUILA


Experience: 8 years

Yearly salary: $60,000

Hourly rate: $30

Nationality: 🇲🇽 Mexico

Residency: 🇲🇽 Mexico


Experience

AI Development
PSL GROUP
2025 - 2026
As an AI Developer i have worked in the development of LLM’s, Model Training, Tuning & Deployment, Sentiment & Data Analysis using ML and NLP, Multi Model integration (OpenAI, SERPapi, Anthropic, Google, Haystack) and serverless architecture based on AWS. Worked on migrations, architecture, MLOps, workflows and deployments through GitHub actions.
Data Analytics | Data Engineer
NESTLÉ
2025 - 2025
As a data engineer, I built to the development of internal libraries for the AI Sales Assistant using Python as the main language, focusing on scalable systems that supported Delta Tracking, Document Ingestion, ETL, Vector Enhancement, etc. I implemented multiple microservices built on RAG architecture to enhance the data infrastructure and improve updated access to contextual knowledge across the US and Brazil sale departments. Worked on the architectural design and maintenance of the data pipelines.
LLM Trainer
TURING
2024 - 2025
As a LLM Trainer, i defined interactions between the agent and the user, and created a variety of function pipelines, designed tasks and system prompts, trained the agent with the correct tool usage, corrected responses and redirected tool calls, assigned scores and reviews to my peers.
Fullstack Development | Tech Lead
TV AZTECA
2023 - 2025
As a Full-Stack Developer at TV AZTECA, we migrated the internal system of the TV giant. During the Domain Driven Designed project we developed and deployed the Billing and Collections module, a Microservice which used an Event Based pattern with Python, Typescript, Kafka, PostgreSQL and AWS Services, later on i lead a group of developers and delivered the Payment Gateway module, a Serverless/CQRS Microservice based on Hexagonal architecture pattern which reduced average invoice payment time by over 40% percent. I built the architecture and developed a custom model that does a customer segmentation using AWS sagemaker and related services.
Fullstack Development
SODEXO
2022 - 2023
As a Full-Stack Developer at Sodexo, we built a web application providing employee benefits for companies. Our project used Typescript for the Front End and Java for the backend on a monolithic architecture. We developed and integrated APIs, implemented biometric validation and a payment system delivering a robust and user-friendly platform. Additionally, we employed tools like Azure and Docker to streamline deployment and ensure a scalable, efficient development environment.
Fullstack Development | Server admin
GRUPO ECO
2019 - 2023
Web administration and maintenance for all the Entretenimiento ECO Group which comprises over 25 sites. Developed over 15+ applications, plus +10 internal services for the group mostly with Python and React, Administer Linux-based webhost, domains and hosting services management, SSL certificates and program updates to prevent downtime. Support maintenance and creation of new server instances, Database maintenance and table creations. Assist users with access requests. Logging/Reports & Debugging. Add / Remove Users (RBCA/ACL)

Skills

ai
english