Miami, FL · AI Forward Deployed Engineer
About
Full-stack / Forward Deployed AI engineer with 3+ years shipping production systems across AI infrastructure, React, TypeScript, Node.js and Shopify. I'm currently embedded with enterprise clients as the technical lead who drafts the architecture proposal, then proves it through POC and MVP validation on the client's requirement. Previously I led digital transformation projects in Supply Chain, E-commerce, and Electronic Payment industries, bringing strong business insight and cross-functional experience to technical execution.
Experience
Where I've worked
- Apr 2025 — Present
Forward Deployed Engineer
Clarium Managed Services LLC · Miami, FL- Drafted the architecture of an auditable AI statement-to-ledger platform for a finance-industry client, replacing manual statement bookkeeping with something their staff could trust and audit. Set the rules that the LLM never computes a number and every value traces back to source and approver, and validated it through a POC and a working MVP on AWS environment.
- Developed an evaluation harness to drive model and prompt selection, tracking accuracy, hallucination, and abstention across providers and prompt hashes, enabling automated model downgrades when latency regressions were detected.
- Enforced strict client compliance and privacy guardrails, implementing pre-outbound PII masking and ensuring sensitive data was never exposed to external web searches.
- Designed and built an AI meeting-notes pipeline for internal use, including on-device audio capture streamed to a GPU server running Nemotron 3 Diarization and Parakeet TDT ASR, with a live browser transcript, LLM summarization.
- Built an internal RAG knowledge hub that ingests project archives and maintenance manuals into a vector store and answers through a ReAct agent with tool-calling; wrote an evaluation harness tracking answer accuracy and retrieval hit rate across prompt and model versions.
- Architected and deployed custom, responsive websites using Next.js and Node.js, while incorporating automated end-to-end testing with Playwright to ensure quality, cross-browser compatibility, and improved user engagement.
- Engineered an AI-powered n8n pipeline invoice automation feature using OCR and LLM technologies that executed data extraction from images, reducing manual entry time for client ERP systems by an estimated 85%.
- Deployed and integrated AI models into existing software platforms, ensuring seamless interaction between AI backend services and custom front-end interfaces.
- Worked closely with cross-functional teams to translate business needs into scalable, utility-first technical architectures, engineering reusable components for maximum efficiency.
- Implemented a key SAP API integration, seamless data synchronization between core client systems and web platforms.
- Feb 2026 — May 2026
Full-stack Software Developer
Earth Robotics Inc. · Miami, FL- Architected and deployed scalable Agent Harness on AWS ECS. Implemented DynamoDB as a state machine for real-time task tracking, while RDS pgvector and ElastiCache manage RAG retrieval.
- Built an internal multi-agent RAG knowledge system with LlamaIndex to help dev teams reduce time on feasibility analysis and documentation inquiry while developing new features.
- Sep 2025 — Feb 2026
Full-stack Web Developer
Aroma360 LLC · Miami, FL- Designed and developed an AI-driven shopping agent Shopify App, enabling customers to discover, compare, and purchase through natural language conversation, reducing average order placement time by 85% and eliminating multi-page browsing with a single-window checkout flow.
- Engineered a Shopify metafields management tool supplementing Matrixify with missing data safety features — diff preview, snapshot rollback, audit trails, and role-based access control — supporting multi-store operations through Google Sheets and Supabase Edge Functions.
- Built an automation workflow for Shopify theme updates using Claude Code and Pencil, converting Figma prototypes directly into production-ready Liquid, HTML, and CSS — streamlining the design-to-development pipeline and reducing theme implementation time from days to hours.
- Created a Shopify QA automation tool (Playwright + Node.js) with scheduled link checking, spell detection, and cart flow validation — automated via cron with Slack/Email alerts, replacing manual QA cycles.
- Jul 2024 — Apr 2025
Full-stack Developer
JFK Trading LLC · Miami, FL- Led the development of an Android warehouse management app in React Native, executing the integration of new RESTful APIs into a Django backend to reduce product search time by 30% and automate inventory tracking.
- Engineered a custom breadcrumb component that was deployed across the site, directly improving SEO rankings.
- Architected REST API endpoints using Python to integrate multiple third-party services with a core ERP system.
- Optimized API performance by implementing Redis caching and Celery task queues, which reduced server response times by 40% and increased throughput by 60%.
- Engineered automated reporting tools and statistical analysis modules in Python (pandas, NumPy) to transform raw data into actionable insights, directly supporting strategic planning.
- Revamped Shopify e-commerce features using Liquid and JavaScript to implement mobile-optimized interfaces and modern UI elements, significantly improving user engagement.
Skills
What I work with
Frontend Development
Frontend
HTMLCSSJavaScriptTypeScriptReact-NativeReactReduxLiquidVueNext.jsAjaxThree.js
Backend Development
Backend
Node.jsPythonDjangoExpressRESTful APIRedisCelery
AI & Automation
AI
LlamaIndexOpenAI APIFunction CallingRAGMCPSkillsImage RecognitionLiteLLMOpenClaw
Infrastructure & Tools
Others
GitHubPostgreSQLGraphQLSAPCI/CDDockerShopifyNginxPostmanJiraExpo
Education
Studied at
- Florida International University
- Bachelor of Arts in Computer Science
- St. Thomas University
- Bachelor of Arts in Computer Science
May 2022 — May 2024
Aug 2019 — Dec 2021
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