--- title: "Samia Haque Tisha (@samiahaquetisha) | Hashnode" description: "Pushing the boundaries of AI, research, and tech. Read the latest articles by Samia Haque Tisha on Hashnode." url: "https://hashnode.com/@samiahaquetisha" --- @samiahaquetisha # Samia Haque Tisha @samiahaquetisha · Dhaka, Bangladesh · Joined March 2025 Pushing the boundaries of AI, research, and tech ### [Wrapping up DeepForest Agent with Spatial Analysis](https://opensourcewithsamia.hashnode.dev/wrapping-up-deepforest-agent-with-spatial-analysis?utm_source=hashnode&utm_medium=feed) After 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... 5 min read · [opensourcewithsamia.hashnode.dev](https://opensourcewithsamia.hashnode.dev/wrapping-up-deepforest-agent-with-spatial-analysis?utm_source=hashnode&utm_medium=feed) [Sep 11, 2025](https://hashnode.com/posts/wrapping-up-deepforest-agent-with-spatial-analysis/68c3004109329bba06b01200) ### [DeepForest Multi-Agent Part 4: Agent Implementation and System Orchestration](https://opensourcewithsamia.hashnode.dev/deepforest-multi-agent-part-4-agent-implementation-and-system-orchestration?utm_source=hashnode&utm_medium=feed) Moving forward, I will lay out the workflow of our DeepForest Multi-Agent system. According to the workflow the orchestrator along with all the agent is implemented. The Gradio interface supports uploading image and shows a chatbot. Underneath it the... 18 min read · [opensourcewithsamia.hashnode.dev](https://opensourcewithsamia.hashnode.dev/deepforest-multi-agent-part-4-agent-implementation-and-system-orchestration?utm_source=hashnode&utm_medium=feed) [Aug 30, 2025](https://hashnode.com/posts/deepforest-multi-agent-part-4-agent-implementation-and-system-orchestration/68b443603671ee415ecd679d) ### [DeepForest Multi-Agent Part 3: Tile Management, JSON Synthesis, and Prompt Engineering](https://opensourcewithsamia.hashnode.dev/deepforest-multi-agent-part-3-tile-management-json-synthesis-and-prompt-engineering?utm_source=hashnode&utm_medium=feed) Moving forward, I added a tile manager to handle image tiling for the visual agent and distribute detections across those tiles. Finally, I implemented a JSON manager where all responses and results are stored, which will also serve as input to the e... 9 min read · [opensourcewithsamia.hashnode.dev](https://opensourcewithsamia.hashnode.dev/deepforest-multi-agent-part-3-tile-management-json-synthesis-and-prompt-engineering?utm_source=hashnode&utm_medium=feed) [Aug 12, 2025](https://hashnode.com/posts/deepforest-multi-agent-part-3-tile-management-json-synthesis-and-prompt-engineering/68b44318f64c2adc57604531) ### [DeepForest Multi-Agent Part 2: Session Management, Caching, Tool Handling, and Parsing Utilities](https://opensourcewithsamia.hashnode.dev/deepforest-multi-agent-part-2-session-management-caching-tool-handling-and-parsing-utilities?utm_source=hashnode&utm_medium=feed) Moving forward, I worked on the next steps I mentioned in my last blog post. I added a session-based state manager using a thread ID to keep track of conversation history, agent outputs, and image context. To improve efficiency, I implemented a cache... 15 min read · [opensourcewithsamia.hashnode.dev](https://opensourcewithsamia.hashnode.dev/deepforest-multi-agent-part-2-session-management-caching-tool-handling-and-parsing-utilities?utm_source=hashnode&utm_medium=feed) [Aug 1, 2025](https://hashnode.com/posts/deepforest-multi-agent-part-2-session-management-caching-tool-handling-and-parsing-utilities/68b442bee2482456f13531b5) ### [DeepForest Multi-Agent Part 1: Moving to Open Source Models](https://opensourcewithsamia.hashnode.dev/deepforest-multi-agent-part-1-moving-to-open-source-models?utm_source=hashnode&utm_medium=feed) 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... 10 min read · [opensourcewithsamia.hashnode.dev](https://opensourcewithsamia.hashnode.dev/deepforest-multi-agent-part-1-moving-to-open-source-models?utm_source=hashnode&utm_medium=feed) [Jul 21, 2025](https://hashnode.com/posts/deepforest-multi-agent-part-1-moving-to-open-source-models/68b44274554da1fb05728188)