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MCP Digital
Engineering & AI Lab
MP
AI-NATIVE SOFTWARE ENGINEER • SYSTEMS ANALYSTEU Citizen (Italian Passport)

Marcelo C. Plaza

Hands-on Agentic Workflow Builder, Full-Stack Developer (Next.js / TypeScript / Supabase), and Judicial Digital Forensics Expert. I combine foundational enterprise IT discipline (IBM, Sun Microsystems, HP) with modern Spec-Driven AI Development, multi-agent orchestration, and self-hosted Linux/Docker infrastructure.

Spec-Driven AI (Cursor / SKILL.md)
Next.js 16 & Supabase RLS
n8n + Local AI (Ollama / ComfyUI)
Judicial Digital Forensics
Primary Engineering Case Study

The AI Portal | Modular Monolith

A production multi-tenant engineering laboratory built from scratch using Next.js 16 App Router, TypeScript, and self-hosted Supabase. Designed to demonstrate practical execution across database isolation (RLS), token cost governance, PostGIS geospatial pipelines, and multi-agent workflows.

OPEN ARCHITECTURE CASE STUDY & LIVE DEMO
20+
Lab Modules
6
DB Archetypes
Spec-Driven Agentic Delivery

Governed via 20+ domain SKILL.md playbooks, PORTAL_TRUTH.md schema contracts, and strict TypeScript verification (tsc --noEmit).

Tenant Isolation & FinOps

Domain-prefixed PostgreSQL tables protected by Row-Level Security (RLS) alongside a server-side token usage and quota ledger.

Applied Multi-Agent & Geo Apps

Includes multi-document Legal/Due Diligence analyzers, Gemini Live WebSocket voice agents, and WayLine 60 FPS PostGIS vector routing.

INFRASTRUCTURE & TOOLING

Under The Hood

Every application and workflow runs on self-hosted Linux VPS infrastructure managed via Docker and Coolify, pairing cloud LLM APIs with local GPU inference (Ollama, LM Studio, ComfyUI).

Supabase RLS

Strict multi-tenant data isolation enforced directly in PostgreSQL.

Hybrid AI

Gemini 2.5 Flash cloud harnesses + local Ollama/ComfyUI pipelines.

Self-Hosted Deployment

cloud_queueLINUX VPS
developer_boardDOCKER
rocket_launchCOOLIFY

Production Stack

Next.js 16 & TypeScriptApp Router / RSC
Supabase & PostGISPostgreSQL / RLS
Cursor & SKILL.mdSpec-Driven AI Dev
n8n & REST WebhooksWorkflow Automation
Ollama & ComfyUILocal AI Inference
Docker & NginxContainer Ops

Core Execution Pillars

AI-Native Full-Stack & Agentic Systems

Building modular web applications and multi-agent pipelines (ReAct, HITL, MCP, RAG, structured JSON outputs) with Next.js, TypeScript, Python, and Supabase.

Local AI & n8n Workflow Automation

Wiring cost-efficient automation pipelines combining n8n, local LLMs (Ollama, LM Studio) for prompt refinement, ComfyUI node APIs, and headless WordPress REST APIs.

Judicial Forensics & Enterprise Governance

15+ years conducting digital forensic investigations for the Brazilian judicial system, backed by 18 years in enterprise IT delivery at IBM, Sun Microsystems, and HP.

Automated Publishing Pipelines

Live proof-of-work feeds generated via n8n workflows, local LLMs (Ollama / LM Studio), ComfyUI image synthesis, and the WordPress REST API.

Live WP REST API Sync

MCP Labs Technical Articles
SYNCING...
MCP Labs Technical Articles
Automated technical analysis generated via n8n orchestration, local LLM prompt refinement, and ComfyUI media pipelines.
mcplabs.tech
MCP Labs AI Signal Feed
SYNCING...
MCP Labs AI Signal Feed
Automated AI news ingestion, structured LLM filtering, and headless WordPress REST API publishing.
mcplabs.site

Ready to contribute & ship.

Available for remote AI Engineering, Agentic Workflow Automation, and Full-Stack Development roles (EU Citizen / CET & EST overlap). Fluent in English, Spanish, and Portuguese.

Marcelo C. Plaza
EU Citizen (Italian Passport) • Remote
Spec-Driven AI Development • Deterministic Systems
Marcelo C. Plaza — MCP Digital

AI-Native Software Engineering, Multi-Agent Workflows & Self-Hosted SaaS Infrastructure.

© 2026 Marcelo C. Plaza (MCP Digital).

Built with Next.js 16, Supabase & Spec-Driven Agentic Workflows