José Ricardo Munguía Marín

Actuary | Data Scientist | Applied AI & Robotics Developer

Email: ricardo@datoide.com

Location: Mexico City, MX

Consultoría y Asesoramiento Estratégico

¿Cansado de escuchar sobre IA sin respuestas claras?

Todos los productos prometen "inteligencia", "automatización" y "revolución", pero nadie te dice qué construir, qué NO construir, o cuánto riesgo estás asumiendo realmente.

¿Tienes dudas sobre:

  • ¿Invertir miles de dólares en un proyecto de IA que tal vez no sobreviva al ciclo de hype?
  • ¿Elegir entre LLMs, agentes, automatización, robótica o herramientas "impulsadas por IA" que suenan todas igual?
  • ¿Si la IA realmente mejorará tu operación o solo añadirá complejidad y costos?

Ayudo a las empresas a ver más allá del ruido.

Como actuario, Maestro de IA aplicada y desarrollador de robótica, asesoro a equipos y tomadores de decisiones sobre qué vale la pena construir, cómo hacerlo de forma segura y cómo alinearlo con valor de negocio real, evitando demos que se ven bien pero fallan en producción.

Lo Que Ofrezco

  • 🔹 Asesoría en IA y Automatización: Evaluación estratégica de dónde la IA aporta valor genuino y dónde no.
  • 🔹 Due Diligence Técnico: Evaluación independiente de proveedores, herramientas y arquitecturas de IA para evitar soluciones sobreprometidas.
  • 🔹 Alcance de Proyecto y Control de Riesgos: Definición clara de alcance, costos, tiempos y puntos de fallo antes de una inversión mayor.
  • 🔹 Consultoría de Producto IA y Robótica: Desde sistemas basados en LLMs hasta IA corporizada y demostraciones robóticas para casos de uso reales.
  • 🔹 Traducción a Nivel Ejecutivo: Convertir la complejidad técnica en decisiones claras y accionables para equipos de liderazgo.

"No vendo plataformas. No empujo tendencias. Diseño y valido sistemas de IA que sobreviven al hype y entregan impacto medible."

Professional Summary

Actuary and applied AI developer with strong experience in data science, business intelligence, and intelligent systems applied to digital media, advertising, and robotics. Proven track record designing end‑to‑end data pipelines, automating analytics workflows, and deploying AI‑driven products that translate complex data into actionable business and operational decisions.

Specialized in LLM‑based agents, NLP, audience analysis, and process automation, with recent focus on embodied AI and robotics: language‑to‑action systems, simulation‑based development, and multimodal human–robot interaction. Combines deep business understanding with strong engineering skills, enabling alignment between technical solutions, operational constraints, and commercial objectives. Currently completing a Master’s degree in Applied Artificial Intelligence.

Professional Experience

AI & Robotics Developer (Project) | Robotics GALU – Unitree

Apr 2025 – Present

  • Designed and implemented LLM-powered agents for controlling Unitree G1 humanoid robots via natural language, voice, and structured commands, enabling behavior chaining and task planning.
  • Built Python-based control pipelines and containerized environments (Docker) integrating Unitree SDKs, CycloneDDS, and multimodal inputs (text, audio, motion).
  • Developed simulation-first workflows using MuJoCo and custom 3D/Three.js interfaces for pose generation, annotation, and movement preview.
  • Applied fine-tuned LLMs and agent architectures for language-to-action translation under real robotic constraints (DOF limits, safety, timing).
  • Led project scoping and technical discovery sessions with clients, translating business needs into AI and robotics solutions.
  • Managed client-facing activities including project negotiation, definition of deliverables, timelines, and technical feasibility.
  • Oversaw planning and execution of live demonstrations, pilots, and event inaugurations using robotics and AI systems.
  • Acted as manager of a multidisciplinary robotics and AI team, coordinating engineers and researchers, defining technical scope, timelines, and priorities, and aligning AI behaviors with hardware constraints, control systems, and user interaction requirements.

Data Scientist | Grupo Carso – América Móvil Content (UnoTV / Claro Sports)

Nov 2021 – Mar 2025

  • Established and scaled the data analysis and BI function, replacing manual reporting with automated pipelines for Google Analytics, Search Console, YouTube, and internal data sources.
  • Reduced operational analytics time by 80%+ while improving reliability, consistency, and decision‑making speed.
  • Conducted statistical analysis and exploratory research on user behavior, identifying consumption patterns, growth levers, and content performance drivers.
  • Designed and deployed AI solutions including NLP‑based content clustering, internal search enhancements, and recommendation‑style navigation improvements.
  • Supported sales and programmatic advertising teams with audience insights, segmentation strategies, and performance metrics that improved monetization.
  • Led internal training initiatives in SEO, analytics, NLP, and data tools, strengthening cross‑functional technical capabilities.
  • Developed a Gemini‑based chatbot to support ISO 45001 certification processes, accelerating internal and external audit workflows.
  • Integrated multi‑source data into BigQuery, enabling complex querying, audience exploration, and experimentation.
  • Designed and evaluated A/B tests for new site versions, directly informing UX and product decisions.
  • Built a WhatsApp chatbot for real‑time KPI consultation, integrating generative models, search tools, and multiple APIs into a reactive AI agent.

Client Analyst | Crediland

Mar 2021 – Nov 2021

  • Analyzed customer purchase and payment behavior to identify optimal buying and credit‑granting periods.
  • Designed and deployed a WordPress‑based web portal connected to MySQL databases, increasing online credit requests by ~30%.
  • Built Power BI dashboards to support executive, marketing, and operational decision‑making.
  • Automated and documented operational processes, reducing administrative workload and improving departmental efficiency.

Education

Master’s in Applied Artificial Intelligence

Tecnológico de Monterrey

2024 – Present (Expected 2025)

Certificate in AI Product and Service Design & Development

Massachusetts Institute of Technology (MIT)

2024

Bachelor’s in Actuarial Science

Benemérita Universidad Autónoma de Puebla (BUAP)

2016 – 2021

Professional License: 14112269

Technical Skills

  • Programming & Data: Python, R, SQL, MongoDB, DAX, VBA (Excel)
  • AI / ML: LLMs, NLP, RAG, agent architectures, prompt engineering, fine‑tuning, annotation workflows
  • Robotics & Simulation: Unitree SDKs, CycloneDDS, MuJoCo, Isaac Gym (experience), Three.js, motion pipelines
  • BI & Visualization: Looker Studio, Power BI, Tableau
  • Cloud & DevOps: Docker, Google Cloud Platform (BigQuery, Vertex AI, Tag Manager), REST APIs
  • Web & Automation: AppScript, WordPress (custom themes), SEO concepts, A/B testing, data pipelines
  • Other: Version control (Git), metrics design, experimentation frameworks

Languages

  • English: C1 (Aptis General – High proficiency in listening and reading)