AI Solutions Architect | Production AI Systems Developer | AI-Powered Engineering Evangelist
I'm an AI-native engineer who bridges enterprise finance expertise with cutting-edge AI development. Currently architecting production RAG systems and establishing AI-powered development methodologies that transform how teams work. My approach combines systematic AI collaboration with enterprise-grade quality standards, achieving team-level productivity as a solo developer.
🌐 Portfolio: lostmindai.com | 📍 Location: Sydney, Australia
Founder | AI Solutions Architect | Production Systems Developer
🏗️ Production AI Systems:
- Architected LostmindAI Core - Production RAG system with semantic search and multi-LLM orchestration
- Implemented custom Cache-Augmented Generation (CAG) for efficient multi-file processing
- Built comprehensive AI platform serving real users with video analysis, chat, and content generation
- Deployed production systems with comprehensive monitoring and quality assurance
🤖 AI-Powered Development Methodology:
- Daily AI Collaboration: Expert user of Cursor, Windsurf, Continue, Cline, Claude Code
- Established systematic AI-human collaboration patterns maintaining 100% quality standards
- Achieved 10x productivity improvement while preserving code quality and innovation
- Created scalable development workflows that balance automation with human judgment
🎯 Technical Achievements:
- Multi-provider AI integration: OpenAI, Gemini 2.0, Claude, xAI with intelligent fallback
- Full-stack implementation: FastAPI backend + Next.js frontend + Vector databases
- Production deployment on Google Cloud Platform with Vertex AI integration
- Comprehensive testing framework ensuring enterprise-grade reliability
Mirvac Digital Team (2023-2024) - Solution Analyst & MRI Subject Matter Expert
- Led critical MRI to Yardi Voyager transition with zero downtime
- Developed Python automation reducing data migration time by 60%
- Evangelized SQL optimization tools across property management teams
Knight Frank Australia (2015-2022) - NSW Finance Manager
- Transformed financial operations through data-driven innovation
- Created SMAMS SQL Query Library (30+ queries) adopted as national standard
- Led culture change driving 40% efficiency improvement across teams
- Mentored team of 5, establishing best practices for automation
My unique strength lies in transforming traditional development teams into AI-powered organizations:
✨ Tool Evangelism: Proven track record driving adoption of productivity tools across enterprise teams
🚀 Culture Change: Successfully led digital transformations in conservative financial organizations
📊 Productivity Measurement: Documented 40-60% efficiency gains through intelligent automation
🎓 Knowledge Transfer: Natural teacher and mentor for AI-enhanced development practices
⚡ Innovation + Quality: Systematic approach maintaining enterprise standards while embracing innovation
TECH_STACK = {
"AI_&_ML": [
"Production RAG Systems",
"LangChain Framework",
"Vector Databases (ChromaDB, Pinecone, FAISS, Vertex AI Vector Search)",
"Multi-LLM Orchestration (OpenAI, Gemini, Claude)",
"Prompt Engineering & Chain Design",
"Semantic Search & Embeddings"
],
"AI_Development_Tools": [
"Cursor (Expert)", "Windsurf", "Continue", "Cline",
"Claude Code", "GitHub Copilot",
"AI-Powered Development Workflows"
],
"Programming": [
"Python (Advanced)", "JavaScript/TypeScript",
"SQL Optimization", "Modern Async Patterns",
"FastAPI", "Next.js", "React"
],
"Production_Systems": [
"Google Cloud Platform (Vertex AI)",
"Production Deployment & Monitoring",
"System Architecture & Design",
"API Development & Integration",
"Testing & Quality Assurance"
],
"Data_&_Analytics": [
"Vector Database Design",
"SQL Performance Optimization",
"Data Pipeline Architecture",
"Business Intelligence"
],
"Enterprise_Experience": [
"MRI (Subject Matter Expert)",
"Yardi Voyager", "Oracle JDE",
"Financial Systems Integration",
"Change Management"
]
}
🌟 LostmindAI Core - Production RAG System
Live at: lostmindai.com
- Production-grade RAG implementation with semantic search
- Multi-modal content processing (text, video, documents)
- Custom CAG (Cache-Augmented Generation) for performance
- Full-stack: FastAPI + Next.js + Vector databases
- Comprehensive testing and monitoring
- Multi-modal AI analysis of video content
- Transcript processing with semantic understanding
- Integration with multiple LLM providers
- Production deployment with user engagement
- Collection of AI-powered development tools
- Automation scripts for common workflows
- Best practices for AI-human collaboration
- SQL optimization library (SMAMS)
- Financial automation tools
- System integration utilities
- 🎓 Bachelor of Commerce - Accounting (Macquarie University)
- 🚀 Self-Directed AI/ML Specialization (2024-Present)
- Production RAG system architecture
- Multi-LLM orchestration patterns
- AI-powered development practices
- 📊 15+ years Enterprise Finance & Systems
- 🌱 Daily learner in emerging AI technologies
I'm passionate about:
- 🤖 Building production AI systems that solve real problems
- 🚀 Transforming how teams work with AI-powered development
- 📈 Measuring and improving developer productivity
- 🏗️ Creating scalable, maintainable AI architectures
- 🎓 Teaching and evangelizing AI development practices
Open to: AI architecture roles, developer productivity positions, technical leadership opportunities
- 🌐 Portfolio: lostmindai.com
- 💼 LinkedIn: Connect with me
- 📧 Email: Contact me
⚡ "Not just writing code with AI - architecting the future of how we build software" ⚡