Career & Experience

Platform Engineer · AI Infrastructure Architect · Cloud Consultant
Basque Country, Spain — formerly Australia, Thailand, China

24+ years building production systems across cloud platforms, reliability engineering, and applied AI. I have led SRE and platform teams, designed multi-cloud environments, and delivered AI capabilities from prototype to stable operations.

Currently: Platform Engineering at Clavium, AI Infrastructure at Guztia, AgriTech IoT at KhawTECH.
Open to selective leadership conversations where technical depth and product impact matter.

Alibaba Cloud MVP · 9 years MVP of the Year 2019 Qwen VIP Docker-Recognized Engineer Open Source Maintainer 514+ Blog Posts

Recognition & Press

Alibaba Cloud MVP Diamond

9 consecutive years (2018–2026). MVP of the Year 2019 at the Global Summit in Hangzhou.

Qwen VIP

Recognized by Alibaba's LLM team for AI/ML community contributions and early adoption of the Qwen model family.

Qwen Cloud Global AI Hackathon

Top 10 Honorable Mention for NaLog Agent in the first Qwen Cloud Global AI Hackathon (2026) — 8,458 participants, 729 projects.

Docker Recognition

Recognized by Docker for contributions around local and self-hosted model workflows, including community projects and technical interviews.

Huawei Cloud CTO Selection

Selected for a Huawei Cloud solution architecture initiative in Asia (2024).

Featured in Xataka

Featured by Xataka for cross-border enterprise connectivity work in China/APAC.

European Commission

Consulted on edge computing and agritech policies (2025).

Apsara Conference

Participated as organizer/interviewer at the Apsara Conference, including sessions and booth coverage.

Open Source Contributor

Contributions to Bootstrap, Kubernetes, Docker CLI, Docker Library, Bluesky AT Protocol, Alibaba Cloud CLI, and Funcraft.

Career

Junior Frontend Developer → Backend Developer → DevOps Engineer → SRE → Technical Director → Platform Engineer & AI Architect

Platform Engineer — Clavium

2025 – Present
LiteLLM · Langfuse · vLLM · GCP/GKE · Terraform · OpenTelemetry · ArgoCD · Istio
  • Designed enterprise AI platform foundations: LiteLLM routing, self-hosted vLLM serving, and Langfuse observability
  • Improved reliability and developer experience on GKE through GitOps, service mesh, and telemetry standards
  • Defined internal reference architecture for agentic workflows (LangGraph, MCP, HITL, model routing)

Tech Lead — Clust.AI (GPU Compute Platform)

2025
Python · Go · REST API · Terraform · NVIDIA GPUs · Kubernetes
  • Led architecture and delivery for a serverless GPU compute platform with autoscaling and usage-based billing
  • Shipped core developer interfaces (CLI, VS Code extension, Terraform provider, REST API) for reproducible ML workflows

Tech Lead — LexTrail (Legal AI Platform)

2025
Python · LangChain · LangGraph · RAG · Multi-agent
  • Led development of multi-agent workflows for legal drafting, summarization, and case preparation
  • Implemented agentic RAG, evaluation loops, and human review controls across jurisdictions

Senior SRE — Microba Life Sciences

2024
GxP · ALCOA+ · Kubernetes · AWS · Regulated Environments
  • Supported production systems for biotech and clinical-adjacent workloads in regulated environments
  • Applied GxP/ALCOA+ practices for data integrity and operational reliability

SRE Lead / Technical Director — Studio None

May 2022 – 2025
AWS · EKS · Terraform · Docker · SRE · Leadership
  • Led SRE operations across client environments, including reliability programs, disaster recovery, and technical mentoring
  • Delivered infrastructure and process improvements across tourism, government, e-commerce, and fintech engagements

Senior SRE — ManoMano

Oct 2021 – Apr 2022
GCP · AWS · Kubernetes · Terraform · MySQL
  • Worked on multi-cloud infrastructure and platform reliability for a large European e-commerce environment
  • Implemented Kubernetes and Terraform patterns for high-availability systems at scale

DevOps & Infrastructure Lead — ArtShield

2020 – 2022
FastAPI · pydantic · OpenAPI · Celery · Elasticsearch · Computer Vision
  • Built infrastructure and backend services for an AI artwork authentication platform
  • Delivered multi-region operations, audit-ready provenance workflows, and efficient edge inference pipelines

Lead ML Engineer, IMS — Tourism Media / Expedia

2019
Python · AWS Lambda · VP-Trees · pHash/dHash · DynamoDB · Terraform
  • Built IMS (Image Management System) for Expedia's destination media workflows
  • Implemented perceptual hashing and similarity-search pipelines integrated into editorial and publishing paths

APAC Cloud Architect — Guztia Consulting

2019 – Present
AWS · Alibaba Cloud · Tencent · Huawei · Terraform · China Networking
  • Advised organizations operating in APAC on cloud architecture, migration planning, and reliability improvements
  • Specialized in multi-cloud and China-facing deployment patterns for regulated and latency-sensitive use cases

DevOps Lead Engineer — Studio None

Nov 2017 – Sep 2021
AWS · Kubernetes · Terraform · Jenkins · Docker · EKS
  • Led cloud platform modernization with AWS, Kubernetes, Terraform, and CI/CD adoption
  • Built and operated large Kubernetes environments for enterprise client workloads

Technical Blogger & Cloud Specialist — Alibaba Cloud

2018 – 2020
Alibaba Cloud · Serverless · IoT · Technical Writing
  • Published technical content for the APAC cloud ecosystem as an Alibaba Cloud MVP
  • Conference speaker, webinar host, community organizer across Latin America and Asia-Pacific

Ventures & Entrepreneurship

Guztia

2015 – Present · Co-founder

AI infrastructure and cloud consulting with APAC and China specialization. Focus on production-grade platform operations, model serving, and observability.

KhawTECH

2022 – Present · Founder

AgriTech IoT initiatives in Thailand, including LoRaWAN sensing, irrigation automation, and the NaLog assistant for field operations.

Cirrus Audit

2019 – 2020 · Founder

Multi-cloud FinOps SaaS focused on rightsizing recommendations across major providers, using client-side ML for workload analysis.

Sencoa

2022 · Co-founder

AI virtual fitness trainer: computer vision and pose estimation for real-time body tracking from camera. Movement analysis and form correction for exercises.

Roopu Cloud

2017 – 2022 · Co-founder

Cloud consulting for enterprise clients across pharma, automotive, retail, and IT services. Later evolved into Guztia.

elfotometrodigital.com

2011 – 2013 · Founder

Digital photography e-commerce and education project combining technical content, coaching, and online retail.

Track'n'View

2009 · Founder

Early vehicle tracking venture focused on low-power GPS hardware and fleet visibility.

Technical Expertise

AI & Machine Learning

LangGraph LangChain RAG MCP HITL Embeddings VP-Trees Perceptual Hashing Anomaly Detection Workload Classification Pose Estimation Computer Vision TensorFlow Lite fast.ai

Model Infrastructure

LiteLLM Langfuse vLLM SGLang Qwen Llama DeepSeek Docker Model Runner Ollama

Cloud & Platform

AWS GCP / GKE Alibaba Cloud Tencent Cloud Huawei Cloud Azure Kubernetes Terraform ArgoCD Istio Helm

Backend & APIs

Python FastAPI pydantic Node.js TypeScript PHP Go Java Celery Elasticsearch PostgreSQL DynamoDB

SRE & DevOps

Docker CI/CD OpenTelemetry Prometheus Grafana ELK Stack Incident Response FinOps HashiCorp Vault

IoT & Hardware

LoRaWAN ChirpStack ESP32 Arduino AWD Automation Heltec Sensors

Frontend & Tooling

Vue.js React React Native Jekyll Bootstrap Chart.js

Notable Projects

NaLog Agent

2026 · Open Source (MIT)

Memory-augmented AI assistant for agricultural workflows in Thailand, combining MCP tools, bounded ReAct patterns, and human approval controls.

Clavium AI Infrastructure

2025 – Present

Internal AI platform stack combining model gateway, self-hosted inference, and observability to standardize LLM adoption.

LexTrail

2025

Multi-agent legal workflow platform with retrieval, citation control, and evaluation gates before production rollout.

zim-llm

2025 · 33 ☆

Offline RAG over Kiwix ZIM archives using local models and vector stores, packaged for reproducible local use.

IMS / Expedia

2019

Image Management System for destination media using perceptual hashing and similarity search in production editorial pipelines.

Cirrus Audit

2019 – 2020

Multi-cloud FinOps SaaS with automated workload classification, anomaly detection, and rightsizing recommendations.

Sencoa

2022

Computer vision-based fitness coaching prototype for real-time movement feedback and form correction.

ArtShield

2020 – 2022

Artwork authentication platform with FastAPI services, edge-friendly inference, and multi-region operations.

Explore Platform / Expedia

2019 – 2022

Destination content platform on AWS including content tooling, geospatial components, and page-building workflows.

HAZID-to-Network

2024 · University of Queensland

Graph Neural Networks (Node2Vec), spectral clustering, and network analysis for industrial risk assessment. Academic collaboration.

WordPress ML — "You May Like"

2015

Content-based related-post engine in PHP using vectorized text similarity for production WordPress sites.

Speaking, Media & Writing

Conference Talks & Events

Press & Appearances

  • 2023 Xataka — enterprise connectivity across China/APAC
  • 2022 SBS Radio Australia — Optus/Medibank cyberattacks
  • 2018 SBS Radio Australia — app tracking & privacy
  • 2018 SBS Radio Australia — NBN guide for immigrants
  • 2025 Docker executives — Docker Model Runner interview

Ongoing

Education & Certifications

  • Alibaba Cloud ACP — Cloud Computing Certified
  • GxP / ALCOA+ Training — Microba Life Sciences (pharma/life sciences compliance)
  • Azure Cloud Foundations — Servian (Terraform & landing zones)
  • Self-taught since age 6 — ZX Spectrum 128K (1994), 20+ years Linux (Debian), continuous learner
  • Languages: Spanish (native), English (fluent), Basque (basic), Thai (conversational)

Availability & Contact

I am currently focused on ongoing work at Clavium, Guztia, and KhawTECH, and I take a limited number of new conversations each quarter.

Open to principal and leadership opportunities where platform engineering, AI infrastructure, and product outcomes are central.


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