DeepForest Multi-Agent Part 3: Tile Management, JSON Synthesis, and Prompt EngineeringAug 12, 2025·9 min read
Wrapping up DeepForest Agent with Spatial AnalysisAfter months of development, the DeepForest Agent with spatial analysis capabilities is now complete. This multi-agent system transforms raw ecological image detection into comprehensive spatial narratives, making complex computer vision results acce...Sep 11, 2025·5 min read
DeepForest Multi-Agent Part 2: Session Management, Caching, Tool Handling, and Parsing UtilitiesAug 1, 2025·15 min read
Week 6: Completing Gemini Integration and Changing the Detection WorkflowThis week, I focused on completing the Gemini agent integration by implementing the missing pieces from previous weeks. The goal was to create a seamless workflow where Gemini can intelligently call DeepForest tools, execute them, and provide compreh...Jul 5, 2025·7 min read
Week 4-5: Building Cache, Parameter, File Management, and Gradio Interface for Agent IntegrationLast week, I implemented the first API call that may call the DeepForest object detection tool based on the user query. However, the tool call needs to be executed to get the object detection result. After that, the result will be passed down to a fo...Jul 1, 2025·7 min read
Week 3: Initiating the Implementation of Gemini Multimodal IntegrationIntroduction to Gemini Integration for DeepForest Agent This week, I focused on starting the implementation of integrating Gemini multimodal. I chose the "gemini-2.0-flash", which is a multimodal large language model (LLM) designed for high-speed, co...Jun 18, 2025·9 min read
Week 1 and 2: DeepForest Tool ImplementationDeepForest library provides pretrained models for detecting trees and other ecological objects in aerial or field imagery, supporting both predict_image for standard images and predict_tile for large raster images like TIFFs. My target was to impleme...Jun 10, 2025·8 min read
Before GSoCIntroduction I am Samia Haque Tisha, a recent graduate in Software Engineering from Daffodil International University. I am passionate about Computer Vision, AI Agents, and open-source contributions. I am currently working on integrating Large Langua...May 14, 2025·3 min read
