Integrating Artificial Intelligence and Machine Learning with the Built Environment.- AI Research Group @Hoare Lea- LLM Assistant Bot for Biodiversity Net Gain Interventions: Developed a sophisticated AI assistant leveraging large language models to enhance biodiversity through intelligent planning and interventions.- ML Tool for Daylight and Thermal Comfort Prediction for residential and commercial floorplans- Sentient Buildings: Embedded prototypes for creating building systems that adapt to environmental changes and occupant needs, enhancing comfort, efficiency, and sustainability, promoting community well-being.

Design Tutor in Research Cluster 14, MArch in BPro Urban Design, Bartlett UCL. Machine Thinking Urbanism - Cities beyond Cognition (Research Cluster 14), explores the role of algorithms to mine, visualise, and design with very large datasets to conceive innovative urban environments. Such research no longer solely relies on sensing and gathering technologies, but also on learning algorithms to categorise data and extract patterns in an unsupervised manner through machine learning. These techniques allow students to expand the remits of design and consider factors whose scale, time frame, connections fall outside the purview of our perceptual abilities and design methods. From climate change to rapid urbanisation, the speed and scale of these transformation calls for a conceptual approach and design methods able to both capitalise on technological development and conjure up new designs. The consequences of these observations can be profound for urban design: received notions of type, programme, site, representation, and inhabitation are re-assessed to give rise to more complex, fluid, open, incomplete, and embracing urban proposals.

Design Tutor in MArch Urban Design, Research Cluster 14 "Machine Thinking Urbanism: Cities Beyond Cognition"

Programming for Design Automation in Python, C#, Grasshopper and Dynamo:• Creating Autodesk Revit plug-ins for architects and structural engineers using Revit API• Preparation of software documentation • Designing and developing cga rules in Esri CItyEngine for masterplanmimg automation

Responsibilities include:• Digital Masterplanning, Procedural city modelling, custom CGA rules development and advanced visualizations, Esri CityEngine.• Application of computational techniques to generate custom tools and spatial analysis to facilitate decision-making, Grasshopper 3D/Python.

Key Project:• Euston Station Masterplan, link: https://www.priorandpartners.com/euston-stationResponsibilities included:- Vision studies (masterplan scenario proposals)- Capacity testing of residential and office plots - Design briefs- Analysis of data from external consultants- Urban morphology & level studies- Mapping of natural constraints for big strategic moves - Illustrative drawings for clients presentations- Material preparation for public consultation workshops