Modular Placement Review with Generative Design for AEC Workflows

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Structural Analysis Workflow with Dynamo and Robot

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  Research Log [2025–09–21]: Building and Troubleshooting an Automated Structural Analysis Workflow with Dynamo and Robot 1. Objective To establish and document a seamless, automated workflow connecting the parametric design tool Dynamo with Autodesk Robot Structural Analysis . This initiative covers the entire pipeline from model generation and analysis to result verification, with a systematic documentation of key errors encountered and their resolutions. 2. Summary of Work A comprehensive Dynamo script was developed utilizing the ‘Structural Analysis for Dynamo’ package. This script generates a structural model (members, nodes) and defines its core properties, including materials, sections, support conditions, and loads. The workflow successfully transfers this model to Robot for structural analysis and then brings the calculated member force and stress results back into Dynamo for color-based visualization. Throughout this process, several critical issues were identified...
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Dynamo with the Gemini Vision API test(Nano Banana)

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  [September 13, 2025] Today’s Research Log: Verifying the Integration of Dynamo with the Gemini Vision API and its Limitations 1. Objective 🎯 The goal was to build an automated workflow within the Autodesk Dynamo environment. This workflow would use Python scripts to connect with Google’s multimodal AI model, aiming to receive image files from the AI that were either modified or newly generated. 2. Summary of Work 💡 I wrote a Python script to call the Google Gemini Vision API from Dynamo and attempted to integrate the API while resolving a series of network and model errors. Through systematic debugging and testing, I discovered that the initial goal of generating images with the ‘Nano Banana’ (Gemini 2.5 Flash) model is not currently supported by the API. As a result, while I successfully created a stable workflow that takes an image as input and returns a text analysis, I concluded that the original goal of image output could not be achieved. 3. Detailed Process & ...
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