Melvin G.
Full Stack Engineer | Automation | N8N | Python | SQL | JS | C | C++
The two second version: I'm a full-stack engineer. For the last 5+ years I've built custom software and AI-automation systems in whatever language a project actually calls for. I'm not tied to one stack. Recently that's meant an OCR document processor for a lending company, plus automation work that lifted client acquisition 112% and cut admin time by 75%. Happy to talk through your project. __________________________________________________________________________ The longer version: I have a full-stack engineering background, and I build in whatever language a project actually needs, not just the one I know best. I've built a document-processing pipeline on Google's OCR platform for a lending company, shipped automation systems that lifted client acquisition 112% and cut admin time 75% elsewhere, and led a migration of 745 Oracle Forms to APEX for a federal government client under strict compliance requirements. The range is the point: I can build something from scratch, ship the fast automation that startups run on, and still operate inside compliance-heavy enterprise environments when the job calls for it. WHAT I BUILD ā Custom software & backend systems: API integrations, data pipelines, and document-processing systems (Google Document AI OCR, scrapers, classifiers), engineered for the problem, not built around one language ā Full-stack applications: complete, working software from database to UI, in the stack that actually fits the project ā AI-powered outbound systems: n8n and LLM pipelines that replace manual prospecting with personalized outreach at scale ā CRM & workflow automation: stage-sync automation and multi-source enrichment that keep data current without manual entry ā Legacy system modernization: Oracle Forms to APEX migrations and PL/SQL work in compliance-heavy environments WHO I WORK BEST WITH Founders and teams that need custom software built and want someone who can own it end to end. Companies whose sales or ops process is still manual and ready for AI-driven automation. Organizations in legacy or compliance-heavy environments (government, healthcare, finance) that need engineering rigor, not just fast code. HOW I WORK I don't hand off theory. I read the actual schema, the actual errors, and the actual logs before I propose a fix. I ship production systems, not prototypes, and I document what I build so your team can run it without me. WHAT I DON'T DO ā Spray-and-pray outreach or generic mass automation ā Hacky one-off scripts that break the moment something changes Tools: Python Ā· Java Ā· C/C++ Ā· React/TypeScript Ā· Node.js Ā· Google Document AI Ā· n8n Ā· Oracle APEX Ā· PL/SQL Tell me what you need built or what's slow, manual, or stuck. I'll tell you what it'll take before you hire anyone. Let's set up a time.