Territories of Operation
Platforms for Automation establish comprehensive digital ecosystems that transform architectural production through intelligent systems integration. This expertise operates across the full spectrum of design-to-delivery workflows, encompassing generative design engines, machine learning integration, stakeholder coordination, and manufacturing automation.
Approach & Logics
1. Generative Intelligence Engines: Machine learning architectures trained on architectural datasets produce spatial configurations of unprecedented sophistication, internalizing design principles to generate solutions that transcend human preconception.
2. Modular Assembly Cognition: Voxel-based intelligence systems orchestrate complex material assemblies through autonomous decision-making, embedding structural logic directly into component relationships.
3. Regulatory Compliance Automation: Sophisticated parsing engines translate legal frameworks into computational constraints, ensuring automated compliance verification across diverse regulatory landscapes.
4. Manufacturing Integration Networks: Direct platform-to-production pipelines eliminate traditional disconnects between design and fabrication, with real-time material availability driving generative processes.
5. Distributed Collaboration Orchestration: Intelligent coordination systems manage complex stakeholder networks through automated workflow optimization, ensuring seamless synchronization across global project teams.
Illustrative Projects
Autoblox Platform (Also named Ecolocks), (Bartlett UCL): Comprehensive automation system transforming plastic waste into modular housing through voxel-based interlocking algorithms, decentralized digital platforms, and policy-backed frameworks connecting stakeholders across global supply chains.
Re-thinking Micro Living (Columbia GSAPP): Generative layout system for adaptive micro-apartments using dual computational methods - full permutation scoring and evolutionary optimization - enabling user-centric spatial configurations through parametric logic and real-time design iteration.
Technocratic Empire (Columbia GSAPP): Speculative automation system exploring algorithmic architecture and corporate power through AI-assisted mega-structure generation, demonstrating critical engagement with monopolistic technologies and automated construction in future civilization scenarios.
Domains:
Artificial Intelligence & Machine Learning | Software Development | Platform Engineering | Manufacturing Technology | Legal & Regulatory Systems
Focus：
Machine learning integration for architectural design automation | Platform development for design-to-delivery workflows | Intelligent systems for regulatory compliance
Methods/Skills:
Python | JavaScript | C# | TensorFlow | Hugging Face | Grasshopper | Unity | Cursor | Claude | GitHub | Docker | Node.js | PostgreSQL | MongoDB | AWS | Azure | React | Vue.js | FastAPI | Flask
Interdisciplinary Interface
Computer science and AI/ML | Manufacturing and robotics | Legal and regulatory systems | Supply chain management | Industrial design and production
