Description

Full Stack AI Engineer | Shipping Production-Ready AI Agents, Automation & SaaS Systems

I build production-ready AI agents & automation systems that:

✅ Replace manual work

✅ Scale operations

✅ Turn unstructured data into actionable decisions

💼 8+ years of hands-on experience shipping AI & full-stack systems in Energy ⚡ | SaaS 💻 | Fintech 💳 | Property 🏢 — no demos, no slideware.

🛠️ What I Deliver (Outcomes, Not Buzzwords):

🌐 Scalable Web, AI Apps → Web & mobile apps integrated with HubSpot, Zoho & custom CRMs

🤖 AI Agents → Analyze PDFs, reports, sensor logs & documents using LLMs + RAG

⚡ Automation Pipelines → Cut human workload, response time & operational friction

📂 Real Work I’ve Shipped:

🏗️ Architected a multi-agent AI platform automating geological analysis & drilling optimization for oil & gas

📝 Built autonomous content & persona AI systems powering an AI-generated social platform

💡 Delivered LLM-driven CRM assistants for onboarding, FAQs, lead qualification & routing

⚙️ How I Work:

I own problems end-to-end — from architecture & APIs to cloud deployment — and ship systems that are secure, scalable & production-ready.

💻 Core Stack:

🎯 Open To:

Full Stack AI Engineer · AI Automation Engineer · AI Agent Developer

Industry field of expertise

Languages

English
Native or bilingual

Workplace preferences

Remote only

Primarily works remotely

Gain Energy
Full Stack AI Automation Engineer
DIGITAL AND IT
May 2024 - November 2025 (1 year and 6 months)
United States
- Architected an AI agent platform that automated geological analysis, drilling optimization, and operational intelligence for oil & gas companies.
- Built multi-agent systems using LLMs (GPT, Claude, custom RAG pipelines) to interpret unstructured field data, documents, and sensor logs.
-Developed automation workflows to collect, clean, and classify engineering data from PDFs, reports, SCADA systems, and external APIs.
-Integrated geospatial analysis tools and ML models for predictive maintenance and extraction efficiency forecasting.
-Delivered secure cloud architecture using AWS (ECS, Lambda, DynamoDB, KMS) with enterprise-grade IAM and audit logging.
RAG AI Automation DevOps Python Fullstack
Butterflies.AI
Full Stack Developer
DIGITAL AND IT
May 2023 - March 2024 (10 months)
United States
- Developed core backend automation workflows Powering an AI-generated social platform, enabling autonomous content creation and user interactions.
- Built AI agent pipelines using OpenAI GPT models to simulate human-like conversations, persona-based posting, and community engagement.
-Designed scalable microservices for content generation, media rendering, user feed ranking, and moderation.
-Implemented web scraping tools for trend extraction, sentiment analysis, and dataset generation to improve persona realism.
-Integrated distributed task queues and serverless jobs (Google Cloud Functions, Cloud Tasks) to handle high-volume automated posting activities.
-Optimized prompt engineering and fine-tuned LLMs for distinct personalities,
emotional tone, and predictable conversational behaviors.
Fullstack Laravel PHP Chatbot LLM
Freedom Property Investors
Full Stack Software Developer
DIGITAL AND IT
May 2022 - April 2023 (11 months)
Sydney, Australia
- Built an AI-powered member care management platform that automated
customer communication, case tracking, and onboarding flows.
- Integrated LLM-driven assistants to handle FAQs, schedule calls, and route
inquiries to the appropriate property experts.
- Developed backend automation pipelines ՄPython and Node.js) for lead
qualification, CRM updates, and personalized property recommendations.
- Implemented data extraction tools to analyze property reports, investment
documents, and market insights for member support.
- Deployed cloud services on GCP to ensure secure data handling, scalability, and high availability.
artificial intelligence Zoho CRM LLM React.js Next.js

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Bachelor of Science in Computer Science
Columbia University
2018
Bachelor of Science in Computer Science

Certified Full Stack Developer
Udemy
AngularJS HTML/CSS Typescript JavaScript Node.js Next.js React.js Laravel Angular Python
Web Programming with Angular
BTK Academy
AngularJS Angular

Finn's certifications are only visible to Malt Community members

Finn Cross

Full Stack AI Automation Engineer

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