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Alexandre | AI/ML Engineer & Automation Architect

Senior Full-Stack Developer specializing in intelligent automation and AI agent systems
Location: Portimão, Portugal | Availability: 20-30h/week for strategic projects


Professional Profile

5+ years of hands-on experience building production-grade AI/ML solutions and intelligent automation systems. Proven track record of transforming business operations through advanced agent architectures, LLM integrations, and scalable full-stack applications.

Core Expertise:

  • AI Agent Development (LangChain, CrewAI, AutoGen)
  • RAG Systems & Vector Databases (Pinecone, Weaviate, ChromaDB)
  • Full-Stack Development (React, TypeScript, Python, FastAPI)
  • Cloud Architecture (AWS, GCP, Supabase, Vercel)
  • Performance Marketing & Growth Engineering

Revenue Impact:

  • Generated $100K+ monthly recurring revenue through automated workflows
  • Scaled affiliate programs to $3M+ across multiple markets
  • Built and led 3-person engineering team
  • Delivered 10+ production MVPs for SaaS platforms

Technical Stack

AI & Machine Learning

LangChain | CrewAI | OpenAI API | Anthropic Claude | Hugging Face
RAG Architectures | Vector Embeddings | Semantic Search
Prompt Engineering | Fine-tuning | Agent Orchestration

Backend Development

Python (FastAPI, Django, Flask) | Node.js | PostgreSQL | Redis
Supabase | Firebase | REST APIs | GraphQL | WebSockets

Frontend Development

React 18 | TypeScript | Next.js | Vite | TailwindCSS
Shadcn/ui | Framer Motion | TanStack Query | Zustand

DevOps & Infrastructure

Docker | Kubernetes | GitHub Actions | Vercel | AWS Lambda
Nginx | Monitoring (Prometheus, Grafana) | CI/CD Pipelines

Automation & Integration

n8n | Zapier | Flowise | Make.com | Custom API Integrations
Webhook Orchestration | Event-Driven Architecture

Case Studies

Detailed project breakdowns with architecture decisions, technical implementations, and business outcomes.

Full-stack community platform with real-time features

  • Tech: React, TypeScript, Supabase, TanStack Query
  • Architecture: Component-driven development, real-time subscriptions
  • Focus: Type safety, performance optimization, scalable design

Production website with automated lead management system

  • Tech: React, TypeScript, Supabase, Vercel
  • Features: Lead capture, CRM integration, conversion tracking
  • Results: Deployed to production with edge functions

High-conversion landing page template for service businesses

  • Tech: React, TypeScript, Supabase
  • Focus: Mobile-first design, form optimization, backend integration
  • Deliverable: Reusable template for rapid deployment

Work Approach

Communication Style:
Prefer structured workflows through project management systems (Jira, Linear, ClickUp, Notion, HubSpot) for clear documentation and async collaboration.

Development Philosophy:

  • Code quality over quick hacks
  • Type safety and testing for production systems
  • Performance optimization from day one
  • Clean architecture and maintainability
  • Documentation-first for knowledge transfer

Team Collaboration:

  • Experience training junior/mid-level developers
  • Built content factory for AI education
  • Managed cross-functional teams (design, backend, marketing)

Portimão Office

Own dedicated workspace in Portimão, Portugal with capacity to host 2-5 person team:

  • High-speed fiber internet (1Gbps)
  • Professional meeting setup
  • Whiteboarding and collaboration space
  • Time zone: WET/WEST (UTC+0/+1) - optimal for US East Coast & EU clients

2026 Goals

Revenue Target: $200K through diversified revenue streams

Strategic Focus:

  1. AI Agent Consulting - Enterprise automation solutions ($80K target)
  2. SaaS Products - Recurring revenue from proprietary tools ($70K target)
  3. R&D Partnerships - Innovation projects with tech companies ($50K target)

Current Priorities:

  • Exploring investment opportunities for MVP scaling
  • Open to fractional CTO / technical advisor roles
  • Building in public - documenting AI agent architectures

Professional Background

2020 - Present: AI/ML Engineer & Automation Architect
Building intelligent automation systems, AI agents, and full-stack applications for clients across fintech, e-commerce, and SaaS verticals.

2015 - 2020: Digital Business Director (CBDO)
Led growth initiatives in affiliate marketing, performance marketing, and product development. Scaled programs to multi-million dollar revenue.

Key Achievements:

  • Designed and deployed 15+ AI-powered automation workflows
  • Built RAG systems processing 1M+ documents
  • Created training curriculum for AI/ML team onboarding
  • Contributed to open-source AI tooling (LangChain ecosystem)

International Experience

Worked with distributed teams across 20+ countries, bringing diverse market perspectives:

  • North America (US, Canada)
  • Europe (UK, Germany, Portugal, Spain)
  • Asia-Pacific (Singapore, Australia)
  • Latin America (Brazil, Mexico)

Why Portugal?
Optimal balance of lifestyle, tax efficiency, and time zone positioning for global client work. Established residency in 2023.


Working Together

Contract Structure:
Service Agreement (Base + 35% tax) | Immediate availability: 20-30h/week

Ideal Projects:

  • AI agent development and orchestration
  • RAG system architecture and implementation
  • Full-stack MVP development (0 → 1)
  • Technical due diligence for investors
  • R&D for innovative AI applications

Not a Fit:

  • Pure frontend or pure backend roles (prefer full ownership)
  • Long-term full-time employment (prefer project-based)
  • Non-technical management positions

Contact & Investment Opportunities

Email: am6223355@gmail.com
LinkedIn: linkedin.com/in/alexandre-crowhub
Location: Portimão, Portugal

Open to discussing:

  • Consulting engagements (AI/ML, automation, full-stack)
  • Investment opportunities for SaaS MVPs
  • Technical partnerships for R&D projects
  • Fractional CTO/advisor roles for early-stage startups

Repository Updated: January 2026 Status: Actively seeking strategic partnerships and interesting technical challengesges

About

Real-world AI/ML case studies & solutions by Alexandre | From LLM-powered automation to enterprise RAG systems | Tech: Python, FastAPI, LangChain, OpenAI, PostgreSQL, Docker | Code snippets, architecture patterns, lessons learned 💡

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