Greetings! I am Fatema Tuj Johora Faria, and I earned a Bachelor of Science in Computer Science and Engineering from Ahsanullah University of Science and Technology, Dhaka, Bangladesh.

I am currently working as an AI Engineer II at Astha.IT, where I bring around 2.5 years of full stack experience in AI applications. My work focuses on architecting, developing, and deploying production-grade agentic solutions. I have hands-on experience with Microsoft Azure, Amazon Web Services (AWS), and Google Cloud Platform (GCP) for building scalable, robust, and high-performance systems, while also focusing on user-friendly interfaces that make AI interactions intuitive.

AI Reasoning & Autonomy:

• LLM Reasoning: Exploring how large language models can achieve reliable, structured, and multi-step reasoning for tackling challenging real-world scenarios.
• AI Agents: Examining how AI agents can plan, use tools, collaborate, and adapt to orchestrate complex tasks in dynamic environments.
• Multimodal AI: Investigating how multimodal models can integrate and reason across diverse modalities (text + images) to improve contextual understanding and decision-making.

Foundations of Dependable AI:

• AI Safety: Developing AI systems that remain safe, robust, and controllable under uncertainty, unexpected inputs, and real-world conditions.
• AI Security: Defending language models and AI agents against adversarial attacks, prompt injection, and malicious inputs.
• Trustworthy AI: Exploring AI systems that promote fairness, explainability, and reliability across diverse environments.

Domain-Specific AI Applications:

• AI for Databases: Developing AI systems that translate natural language into SQL, reason over database schemas, and enable more intuitive access to structured data across diverse use cases.
• AI for Social Good: Developing accessible and scalable AI solutions that address real-world societal challenges and create meaningful impact.