I build systems with language models, agents, knowledge graphs, and automation workflows focused on solving real-world problems.
developer / architect / builder
profile / editorial systems
Juan Iturbe
Current role
Applied AI & Generative AI Lead
at Ketzai.com Panama City, Panama.
Notes
selected context
Currently leading agentic AI implementation at Ketzai: a SaaS application to transform educational planning and delivery.
I focus on solving problems: reducing friction, improving efficiency, designing clear systems that can be operated and scaled.
I come from a technical-creative background as a Technical Artist in international productions (Nickelodeon, HBO), and today I apply that pipeline and systems mindset to software and AI.
Selected work
Experiments, tools, and applied systems presented like a clear working table: less noise, better reading rhythm, direct access to the details.
Markdown to Knowledge Graph Pipeline
An experimental pipeline that transforms structured markdown documentation into a Neo4j knowledge graph.
Graph-RAG with Generative UI
System that models brand guidelines, design systems, and assets as a Neo4j knowledge graph, with Graph-RAG techniques enabling AI agents to intelligently traverse and reason over structured brand knowledge.
AI Analytics Reporting Workflow
An experimental analytics workflow that extracts Google Analytics data, applies LLM-based analysis, and publishes structured executive reports to Notion.
Multi-Agent Content Orchestration
An experimental multi-agent workflow built to explore state management, deterministic handoffs, and evaluations in agent systems.
Projects dossier
Hover over a project to see details
Notes and essays
An editorial view into ideas, process, and learning around AI, product work, and system-building.
Key Concepts for Implementing Memory in AI Agents
An introductory explanation of the concepts to consider when implementing short-term and long-term memory in agents.
How to Implement AI Agents in Your Company
Practical guide with local use cases, recommended tools, and implementation strategies specific to the Panamanian market.