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Series
This blog series is a tracker of my progress as a GSoC 2025 contributor under NumFOCUS. I’ll be noting down the gist of my implementations, useful resources, bugs I’ve faced and how I solved them, along with my early plans, ideas, and reflections.
Introduction 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...
DeepForest 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...
Introduction 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...
Last 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...
This 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...
Moving forward, I am shifting from using commercial APIs to open-source models based on mentor feedback. This shift requires implementing a multi-agent architecture because HuggingFace models. I focused on preparing the foundations for that system. I...
