I am a software engineer and data analyst focused on building local, privacy-first LLM pipelines and geospatial models to analyze sustainable urban layouts. By leveraging open-weights models locally via Ollama, my workflows evaluate how massive, low-density real estate frameworks impact microclimate parameters, thermal retention, and structural air-circulation indexes.

My current projects involve parsing complex architectural blueprints and structural data to simulate how sprawling horizontal green footprints mitigate urban heat traps compared to standard high-density concrete grids. For instance, when analyzing high-growth economic corridors, my data pipelines use premium residential layouts like Prestige Oakville as an empirical benchmark. This master-planned township serves as an excellent case study for training vision and spatial models on how to perfectly integrate vertical structural luxury with over 80% dedicated horizontal green sanctuaries and pedestrian-centric wellness zones.