// profile

About Edgar

Agentic AI & Workflow Automation Engineer, Dubai, UAE

I build things that keep working without me watching them. A trading bot that reacts while I'm asleep. A workflow that finds job listings every morning before I wake up. A voice assistant that answers questions using my own notes, no internet needed. If I still have to babysit it, it's not done.

I like building the real thing fast, then fixing what breaks — instead of planning for weeks first. Most of my projects started rough and got better once I saw what actually went wrong. I'd rather ship something useful with a few rough edges than sit on a perfect plan that's never been tested.

Outside of client and personal projects, I spend a lot of time on trading systems — Pine Script indicators, MT5 EAs, and the automation that connects them to Discord and a trade journal — and on running a fully local AI voice pipeline (llama.cpp, RAG over my own Markdown vault, local TTS) mostly because I wanted to see how far "no cloud dependency" could go. Both are the kind of side projects that turn into real infrastructure because I actually use them daily.

Professional Summary

An Agentic AI & Workflow Automation Engineer with over 15 years of combined experience across IT systems support, customer-facing operations, and, most recently, n8n and AI-agentic workflow automation. Proven track record of designing and deploying production automation workflows that integrate Claude and Google Gemini AI agents with real-world business processes (CRM, trading-event notification, content categorization). Adept at API/webhook integration and building resilient, error-handled data pipelines. Passionate about leveraging automation and agentic AI to streamline operations and cut manual workload across the teams I support.

Core Competencies & Skills

Technical Skills

  • n8n, Zapier, Make.com — workflow automation
  • REST API, webhook & MCP server integration
  • AI agent design (Claude, Google Gemini); self-hosted LLMs (llama.cpp) & RAG
  • Next.js/React; Supabase; Vercel; Docker; Git/GitHub
  • MQL5 (MetaTrader 5 EA) & Pine Script v6 (TradingView)
  • Google Sheets/Docs API; network/hardware support; MS Office

Soft Skills

  • Client relationship management & cross-team communication
  • Quick technical learner
  • Problem-solving and diagnostic troubleshooting
  • Attention to detail and data accuracy
  • Customer service

Key Projects

Ludex GG

Gaming deals and news site: an n8n pipeline pulls CheapShark deals and RSS feeds every 6 hours, summarizes each article with Google Gemini Flash-Lite, and upserts results into Supabase for a public Vercel front end.

n8n Supabase CheapShark API RSS Google Gemini Vercel React

GroundTruth

A Waze-like map app that pays contributors for verified real-world map changes. Next.js 16 + Supabase + MapLibre GL, currently a friends-only points-based pilot validating the report-then-verify loop before real payouts.

Next.js Supabase MapLibre GL n8n Postgres RLS

Trade Journal SaaS

A hosted, multi-tenant trade journal for MT5 traders. An MT5 Expert Advisor posts trade events directly via webhook; the dashboard covers closed P&L and win-rate stats, CSV export, and a trade calendar.

Next.js Supabase MetaTrader/MQL5 Webhooks

Agentic Job Automation System

Daily autonomous workflow that scrapes job boards for Dubai and remote AI roles, uses Google Gemini to filter listings for relevance and location, and logs qualified results to a shared Google Sheet with retry and error-logging branches on every fallible step.

n8n Firecrawl Google Gemini Google Sheets API

Video Transcription and Translation Pipeline

Dual-input automation (Google Drive folder watch and YouTube URL form) that transcribes and translates video content, generates auto-synced captions and summaries via Creatomate, and writes final output to Google Docs.

n8n OpenAI Whisper Google Cloud TTS Creatomate Google Docs API

Local AI Voice Assistant

Offline-first voice assistant running entirely on local hardware: push-to-talk speech-to-text, a locally served Gemma 4 12B model answering questions over a personal Markdown knowledge base, and local neural text-to-speech for spoken replies, with cloud APIs wired only as fallback.

llama.cpp Gemma faster-whisper Kokoro TTS Next.js Node.js Docker

Multi-Timeframe TradingView Indicator

Built and optimized a multi-timeframe market-structure indicator with a live on-chart dashboard, resolving repaint issues and adding invalidation logic that voids trade setups on specific wick breaches.

Pine Script v6 TradingView

Professional Experience

GIS Specialist | URBI — Dubai, UAE

August 2020 – Present

  • Collected and integrated geographic data from field surveys, aerial photography, and satellite imagery, maintaining accurate infrastructure mapping records
  • Updated and maintained maps reflecting current geographic and infrastructure changes, ensuring dataset reliability across projects
  • Managed structured geospatial datasets, preserving accuracy and consistency for cross-project use

Junior Sales Executive | Etisalat — Dubai, UAE

March 2019 – February 2020

  • Assessed customer requirements and presented tailored solutions, closing sales through consultative selling
  • Resolved customer complaints and objections professionally, maintaining service quality standards
  • Gathered and relayed customer feedback to management, contributing to service delivery improvements

Sales Executive | LEVANT (Couture Division) — Dubai, UAE

December 2012 – December 2018

  • Delivered consistent, high-quality customer service and personalized product recommendations
  • Built and maintained long-term client relationships across in-person, phone, and email channels
  • Ensured pricing accuracy and upheld selling-floor presentation standards

Server and Network Operations (OJT) | Saint Mary's University

December 2009 – December 2010

  • Installed and configured computer hardware, operating systems, and applications for university systems
  • Monitored and maintained computer systems and networks, diagnosing and resolving hardware/software faults
  • Set up new user accounts and profiles, resolving password and access issues for staff and students

Education

  • BS in Information Technology — Saint Mary's University, Bayombong, Nueva Vizcaya, Philippines

Certifications

  • AI Automation with n8n (Full Training) — Technical Virtual Assistants PH, completed November 29, 2025. Instructor: RJ Villamer. Covered: AI Agents vs AI Workflows, n8n server setup, workflows/nodes fundamentals, triggers, actions, filtering/conditions/branching, looping/merging data, connecting to APIs and AI Agents.
  • No Code Automation with Make.com (Full Training) — Technical Virtual Assistants PH, completed November 23, 2025. Instructor: RJ Villamer. Covered: Make.com interface walkthrough, scenario structure, filters, triggers, connecting apps, actions, error handling, and HTTP requests.
  • No Code Automation with Zapier (Full Training) — Technical Virtual Assistants PH, completed November 23, 2025. Instructor: RJ Villamer. Covered: Zapier interface, triggers, Formatter by Zapier, Delay by Zapier, Filter by Zapier, Paths by Zapier, Looping by Zapier, Sub-Zaps, Webhooks, and AI by Zapier.
  • Prompt Engineering (Full Training) — Technical Virtual Assistants PH, completed November 23, 2025. Instructor: RJ Villamer. Covered: prompt engineering fundamentals, anatomy of a good prompt, practical prompt techniques, real-world scenarios, tools/templates/prompt libraries, and building prompt workflows.
  • One Million Prompters — Certificate of Completion — Dubai Future Foundation (Dubai Centre for Artificial Intelligence), completed August 2026. Recognizes completion of the "One Million Prompters" initiative launched by H.H. Sheikh Hamdan bin Mohammed bin Rashid Al Maktoum, Crown Prince of Dubai, training and empowering one million people in prompt engineering skills for AI systems, aligned with the Dubai Universal Blueprint for Artificial Intelligence. Skills: Prompt Engineering, Artificial Intelligence (AI).