Workflow Diagram 

The Multi-Tool AI Architectural Pipeline

This project successfully establishes a rigorous, multi-tool AI workflow, moving from abstract site data to highly technical, climate-responsive design solutions. Rather than relying on a single AI engine to generate generic architectural forms, this pipeline used four distinct AI platforms, treating each as a specialized component within a structured studio ecosystem:

• Gemini AI: Acted as the primary Workflow Director, maintaining the strict technical boundaries of the project brief and coordinating prompt structures.

• Claude AI: Functioned as the Senior Environmental Analyst to break down solar angles, thermal mass behavior, and passive ventilation patterns.

• Perplexity AI: Served as a localized Malaysian Juror to cross-examine and stress-test design ideas against real-world tropical microclimates, rainfall data, and regional constraints.

• Leonardo AI/ Gemini Nano Banana: Operated as the Visual Production Engine to map the microclimate data and render the final spatial design responses.