Full-Stack Engineer β’ AI Systems Designer β’ Product Modernization Specialist
π§ Email: cavadaMarc@gmail.com
π Toronto / Ottawa β 613-853-9585
I am a full-stack engineer and systems designer specializing in scalable application architectures, cloud-native deployments, and AI-augmented user experiences. My experience spans frontend engineering, backend APIs, DevOps pipelines, and intelligent UI/UX systems. I focus on modular design, performance, automation, and modern product engineering practices.
I have led modernization initiatives across enterprise banking, government, retail, international organizations, and GenAI product labs.
BotWorks is a modular engineering ecosystem focused on structuring user intent, scoring narrative inputs, and generating actionable tasks using AI orchestration. It includes an Expo client, an MCP Server, and supporting automation tools.
A mobile interface for converting natural-language inputs into structured tasks using:
Determines contextual anchors (people, goals, obligations, emotional drivers).
Measures urgency, cognitive load, and motivational weight.
Determines the output type:
task β’ note β’ plan β’ story-beat β’ subgoal β’ reflection
- Cross-platform UI component library
- Neon JSON design-system tokens
- IconCore SVG engine (RN + Web compatible)
- Slide-based narrative UI
- Planned integration with MCP backend
A FastAPI-based AI orchestration system handling:
- Multi-agent workflows (manager + workers)
- Vector RAG pipelines (ChromaDB, IBM RAG)
- Embedding-based retrieval
- Detailed scoring for Connection / Intensity / Materialization
- Transformation of narrative inputs into high-precision task objects
- Event hooks for Expo App, Telegram Bot, and static sites
- Deployable via Docker to GCP / Azure
A lightweight automation service providing:
- Gmail API integration
- NLP summarization and classification
- Telegram message routing
- Workflow triggers for MCP task processing
- Dockerized deployment for serverless environments
- Responsive HTML/CSS layout
- Clean asset pipeline
- Lightweight JS slideshow component
- WordPress containerization via Cloud Run
- Cloud SQL + secure VPC
- CI/CD via GitHub Actions
- Multi-environment
.envconfiguration
Frontend: React, React Native, Expo, Next.js, Angular, TypeScript
Backend: Node.js, Express, Python, FastAPI, GraphQL
AI / Data: ChatGPT API, Hume Voice, IBM RAG, ChromaDB
Cloud: GCP (Cloud Run, SQL, IAM, VPC), AWS Amplify, Lambda
DevOps: Docker, GitHub Actions, Turborepo
CMS: Adobe AEM, WordPress Headless, OpenText
- Developed MCP multi-agent backend system
- Built RAG pipelines for personalized content
- Modernized BCBP ecosystem on Cloud Run
- Engineered cross-platform Expo UI libraries
- Productized GenAI prototypes into stable demos
- Developed Cognito + Amplify integration
- Built reusable UI component tokens
- Architected microfrontend gateway
- Engineered DAM workflows and AI tagging operations
- Implemented GraphQL API wrappers
- Integrated Google NLP for chatbot intent accuracy
- Automated WCAG 2.1 compliance workflows
- Developed secure identity-verification systems
- B.Sc. Civil Engineering β University of San Carlos
- Humber College β Software Development
- Certifications:
- Adobe AEM
- SAP OpenText
- Google Cloud ACE
- AODA Accessibility

