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Izcóatl Estañol
Izcóatl EstañolAI/ML Circle Leader & Software Engineer30 years of experience

Izcóatl is a technology leader with over 30 years of experience in software engineering, specializing in AI-driven solutions and scaling global engineering teams. He served as Content Engineering Manager at Sky, where he led broadcast operations and implemented AI/ML content protection strategies. Izcóatl developed blockchain gaming features at Yuga Labs and spent 12 years advancing Mexico’s RedCUDI national research network. At BairesDev, he serves as AI/ML Circle Leader, driving internal research and development communities. He specializes in artificial intelligence, Node.js development, and explores the practical applications of AI in interactive entertainment and immersive technologies.

Articles published 73 days since last publication
Visual concept of AI in banking, featuring a glowing wallet icon and graphical elements representing data processing and secure transactions in a futuristic blue and green color scheme. The image symbolizes financial innovation, transparency, and the integration of artificial intelligence in digital banking.
Biz & Tech

A practical guide to AI in banking: start with contained pilots, control risk, capture audit evidence, and scale safely without rewriting core systems.

By Izcóatl Estañol

9 min read

Biz & Tech - AI in Healthcare:
Biz & Tech

How health systems deploy administrative AI for RCM, coding, and scheduling with event-driven integration, HITL review, SLOs, and audit logs.

By Izcóatl Estañol

9 min read

Abstract visual of a neural network powering a recommender system, depicted through interconnected layers of nodes with varying highlights. Adjacent diagrams illustrate user-item interaction patterns and clustering logic in shades of blue and gray.
Technology

Compare build, buy, and hybrid sourcing models for recommender systems using a decision matrix focused on time to value, TCO, data control, and exit options.

By Izcóatl Estañol

14 min read

Technology - Machine Learning in
Technology

A clear, practical guide to deploying safe LLM and RAG systems in healthcare with strong PHI protection and reliable retrieval.

By Izcóatl Estañol

13 min read

Technology - AI-Driven Change Management
Technology

Learn how engineering leaders can turn AI adoption into a disciplined change system that improves delivery, controls risk, and proves ROI.

By Izcóatl Estañol

11 min read

Sparkle icon next to a checkmark made of blue triangles on a gradient background, representing AI benefits and best practice validation.
Technology

Discover effective strategies for leveraging AI in your business to enhance productivity and decision-making. Read the article for practical insights.

By Izcóatl Estañol

11 min read

Colorful sparkle icon with finance, terminal, speed, and chat widgets on a dark background, symbolizing the importance of artificial intelligence in business.
Technology

AI delivers enterprise value when paired with strong governance and execution. Here’s how engineering leaders can capture benefits while reducing risk.

By Izcóatl Estañol

14 min read

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