ML / AI Engineer
Hi, I'm Giocrisrai Godoy
I design and build production-grade AI systems — LLM-powered agents, retrieval-augmented generation, computer vision for robotics, and scalable ML pipelines. From research to deployment, bridging education and real-world engineering.
What I Bring
End-to-end AI engineering across research, industry, and education. From LLM agents and generative AI to computer vision and scalable pipelines — complete systems that solve real problems.
LLMs, Agents & Generative AI
Build LLM-powered applications, autonomous AI agents with MCP Protocol, and RAG systems with vector search (Pinecone, FAISS, Weaviate). End-to-end from prompt engineering to production deployment.
Computer Vision & NLP
6-DoF pose estimation with Transformers and Diffusion Models for industrial robotics. Visual recognition, NLP pipelines, and multimodal AI systems using state-of-the-art architectures.
Data Engineering & MLOps
Build modular, reproducible ML pipelines with Kedro and Apache Airflow. Clean architecture, containerized deployments, and scalable infrastructure from prototype to production.
AI for Education & Research
Created krinoInsight — generative AI for automated grading with effective feedback. Research in applied AI, instructional design, and AI-driven educational tools.
Featured Projects
Real-world AI systems across industry, education, and research — each solving a concrete problem.
krinoInsight
Generative AI-powered software for automated test correction that provides effective, personalized feedback to students while significantly reducing instructor workload. Built for and used at Duoc UC.
6-DoF Pose Estimation for Robotic Bin Picking
Master's thesis: end-to-end pipeline integrating FoundationPose (Transformers, CVPR 2024) vs GDR-Net++ baseline on BOP benchmarks (YCB-V: 88.4% vs 84.5%, T-LESS: 77.7% vs 73.1%), with Diffusion Policy for multi-modal grasp trajectory generation. 5,600+ LOC, 77 tests passing, Lie group mathematics (SE(3)/SO(3)).
Chilean Sign Language + Canal 13
Prototype for generating realistic human-like avatars to translate Chilean Sign Language for TV broadcasts. Collaboration between Duoc UC and Canal 13 to improve accessibility across programming.
Mining QA Pipelines at Alaya
Led development of QA model evaluation pipelines for mining operations using Kedro framework. Built robust databases, deployment packaging, and model optimization. Integrated generative AI to enhance solution value.
Experience
From manufacturing floors to AI research labs — a trajectory built on solving real problems with technology.
University Professor & Researcher
Duoc UC, Puerto Montt, Chile
Teaching Data Mining, Machine Learning, and Deep Learning. Developing krinoInsight (AI-powered grading). Led Chilean Sign Language avatar project with Canal 13. Mentoring robotics (Duckietown). Instructional design for AI curricula.
Data Engineer
MTsolutions — Your Smart Factory, Remote
Building data infrastructure and optimizing workflows with Apache Airflow. Integrating ML solutions into IIoT manufacturing products across LATAM.
Data Scientist
Alaya Digital Solutions, Chile
Led QA model evaluations for mining operations with Kedro pipelines. Built databases, deployed ML models via Flask, and integrated generative AI into production solutions.
Development Engineer
GEOGAMA, Puerto Montt, Chile
Led digital transformation and technology strategy. Process automation, agile methodologies, data science, AI R&D, and environmental technology startup development.
Continuous Improvement Engineer
Rheem Chilena, Santiago, Chile
Kaizen philosophy, Lean Manufacturing, electronic automation, TPM, and 5S for metalworking manufacturing processes.
Education & Credentials
Continuous learning across AI, mathematics, and engineering — backed by 135+ certifications.
Degrees
MSc Mathematical Engineering & Computation
In ProgressUniversidad Internacional de La Rioja (UNIR)
2025 — Present
Thesis: 6-DoF Pose Estimation with Transformers & Diffusion Models for Robotic Bin Picking
MSc Artificial Intelligence
Universidad Internacional de La Rioja (UNIR)
2020 — 2021
Thesis: Experimental AI Prototype for Biogeochemical Models
Mechatronics Engineering
UNEXPO — Universidad Nacional Experimental Politécnica (Venezuela)
2008 — 2013
Electronics, automation, robotics, and control systems
Key Certifications
Azure AI Fundamentals
Microsoft
Generative AI with Large Language Models
DeepLearning.AI + AWS
Visual Recognition with Deep Learning
Universidad de Chile
Generative AI Applied to Education
UNIR
Generative AI Applications with RAG & LangChain
IBM
Data Manipulation at Scale
University of Washington
Applied Research & Innovation Diploma
Duoc UC (110h, grade 7.0/7.0)
Reinforcement Learning Algorithms
Pluralsight
Let's Work Together
Open to global opportunities in AI engineering, research collaborations, and consulting. Let's build something meaningful.