Directing applied AI engineering and solution delivery across client and internal initiatives, translating operational needs into production-ready AI systems, platform capabilities, and delivery practices.

• Set technical direction for DataOps/MLOps pipelines, serverless platforms, and agentic systems, integrating agents into the SDLC through custom harnesses and supervisor-worker workflows using MCP, provider APIs, and internal tooling.
• Led engineering of production RAG and generative UI pipelines on Cloudflare Serverless using the Vercel AI SDK (AI SDK Core), Cloudflare AI Gateway, OpenRouter, Workers AI, Workers, D1, R2, Vectorize, and AI Search.
• Guided implementation of a Cloudflare Agents SDK Durable Object for lead collection and human-in-the-loop workflows, preserving a rollback path to the existing Hono service.
• Designed in-process LangGraph orchestration for internal operational workflows covering triage, execution, merge, dependency scanning, and monitoring.
• Directed automation of DataOps/MLOps workflows with GitHub Actions and GitLab Pipelines across AWS (Bedrock, Lambda, EC2, RDS, DynamoDB, S3) to support client and internal platform delivery.
• Established MCP-assisted practices for infrastructure decisions and automation while keeping people accountable for customer-facing outcomes.

Designing and implementing AI-native solutions and integrations for clients and startups, tying technical delivery to customer outcomes.

• Engineered RAG pipelines and Agentic RAG Interfaces for Paftesting/Velir CMS-migration consultancy, using ground-truth evaluation frameworks to assess LLM response accuracy and hallucination rates.
• Built job-posts, a job-ingestion and fit-scoring application using the Google Gen AI SDK (@google/genai) to evaluate job listings against a structured profile with fail-closed authentication, host allowlisting, and disabled tools/function calling.
• Conducted LLM Hallucination Audits for client AI integrations, establishing structured evaluation protocols and flagging schema gaps relevant to answer-engine trustworthiness.
• Implemented Schema.org structured data and JSON-LD markup across multiple client properties to support entity authority and brand discoverability for Generative Engines (AEO/GEO).
• Architected meli.run: Athlete Profile & Blog Platform using React/Next.js, Decap CMS, and GitHub Actions CI/CD with structured data for AI-engine indexability.

Delivered high-performance full-stack solutions and scalable infrastructure for top-tier global media brands, bridging the gap between frontend excellence and backend robustness.

• bleacherreport.com – Spearheaded full-stack engineering and analytics data library integration for a 50M+ MAU sports platform, optimizing frontend delivery through E2E-tested features and cross-team coordination on library integrations.
• nypost.com (AdTech) – Engineered specialized bid-optimization libraries and real-time bidding services, driving the integration, consolidation and optimization of custom and first-party libraries alongside identity-resolution services like LiveRamp, with privacy by design.
• la.sonychannel.com – Led the architectural migration of legacy Drupal systems to a modern, decoupled full-stack architecture with Schema.org entity optimization.
• Enterprise Integration – Orchestrated complex full-stack deployments including SSO/Identity platforms (LoginRadius) and serverless backend logic (AWS Lambda) for high-traffic utilities like nspower.ca.

Delivered full-stack Drupal platforms for government, health, and NGO clients with emphasis on structured data and AI-engine-friendly architecture.

• wsscwater.com – Architected and launched a responsive Drupal platform serving 1M+ users with complex data migration; implemented Schema.org markup improving knowledge-graph entity coverage.
• lmi.org – Refactored tightly coupled frontend into a decoupled, maintainable architecture, improving page performance and data crawlability for AI engines.
• hfsa.org – Engineered events content system with JSON-LD structured data, improving event entity discoverability in answer engines.
• inee.org – Orchestrated multilingual content search via Apache Solr, enabling structured content retrieval across 5 languages.

Architected and led enterprise platforms for US and LATAM clients, pioneering Knowledge Graph and entity optimization strategies alongside agentic editorial workflows.

• Engineered Agentic RAG Interfaces for content-discovery workflows, integrating AI-assisted editorial pipelines that reduced content production time by 25%.
• Implemented Schema.org optimization initiatives across 15+ client properties, establishing entity authority frameworks that improved generative engine citation rates.
• usfq.edu.ec – Orchestrated Digital Marketing web development team; redesigned institutional platform in Drupal with high-availability infrastructure and Schema.org entity graphs for institutional authority.
• help.blackboard.com – Architected scalable Drupal migration with a semi-autonomous multilingual translation workflow, optimizing structured content for AI-engine indexability across 10+ languages.

Led Drupal development and supported the growth of the development team through hands-on technical leadership and training.

• Trained developers in Git and PHP.
• Built and maintained Drupal sites including cotopaxi.k12.ec and quicentro.com.ec.

Contributed Java and PHP development to client web projects.

• Contributed to the development of eamobile.com and icon4x4.com.