Samia Haque Tisha

@samiahaquetisha

Pushing the boundaries of AI, research, and tech

Dhaka, BangladeshJoined March 2025

About

I am an AI/ML enthusiast with a strong passion for bridging technology and social impact. I love solving complex problems whether it's solving confusion on any AI/ML concept or building LLM systems for real-world applications.

Available for

AI/ML Research & Development, Object Detection & Vision-Language Integration, LLM Training & Evaluation

Samia Haque Tisha's blogs

Open Source Journeyopensourcewithsamia.hashnode.dev10 posts

Recently published

opensourcewithsamia.hashnode.dev

Wrapping up DeepForest Agent with Spatial Analysis

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...

Sep 11, 20255 min read

opensourcewithsamia.hashnode.dev

DeepForest Multi-Agent Part 4: Agent Implementation and System Orchestration

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...

Aug 30, 202518 min read

opensourcewithsamia.hashnode.dev

DeepForest Multi-Agent Part 3: Tile Management, JSON Synthesis, and Prompt Engineering

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...

Aug 12, 20259 min read

opensourcewithsamia.hashnode.dev

DeepForest Multi-Agent Part 2: Session Management, Caching, Tool Handling, and Parsing Utilities

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...

Aug 1, 202515 min read

opensourcewithsamia.hashnode.dev

DeepForest Multi-Agent Part 1: Moving to Open Source Models

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...

Jul 21, 202510 min read

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Samia Haque Tisha

About

Available for

Samia Haque Tisha's blogs

Recently published

Wrapping up DeepForest Agent with Spatial Analysis

DeepForest Multi-Agent Part 4: Agent Implementation and System Orchestration

DeepForest Multi-Agent Part 3: Tile Management, JSON Synthesis, and Prompt Engineering

DeepForest Multi-Agent Part 2: Session Management, Caching, Tool Handling, and Parsing Utilities

DeepForest Multi-Agent Part 1: Moving to Open Source Models