Mitra Brinda Mukherjee
Building production AI systems — from dialogue-state chatbots and multilingual voice agents to deepfake detection and semantic search.
Building AI that matters.
I'm an AI Engineer focused on conversational AI, voice agents, and applied machine learning — shipping systems that work in production, not just in notebooks.
Currently a Junior Software Development Engineer (AI) at Steora Systems in Kolkata, building DSM chatbots, Retell/Anam voice and video agents, and FastAPI backends on AWS and Azure. Previously a Research Intern in ML for Cybersecurity at Texas A&M University under Prof. Marcus Botacin.
I care about building systems that are not just accurate, but interpretable, responsible, and deployable.
Career Timeline
My professional journey and experiences.
Junior Software Development Engineer (AI)
Designed and deployed dialogue-state-managed AI chatbots for business automation; built voice agents on Retell AI and video agents on Anam AI. Built FastAPI/PostgreSQL backend services on AWS and Azure, and integrated CRM systems, email automation, and third-party APIs into AI-powered platforms.
Research Intern, ML for Cybersecurity
Built AutoSteamYARA for automated YARA rule generation using Apriori pattern extraction from malware binaries. Implemented adaptive stream-learning models (River) for continuously updating malware detection, and designed validation and benchmarking pipelines for reproducible experimentation.
Core Stack
Technologies and focus areas I work with day-to-day.
Python
95% proficiencyPrimary language for ML pipelines, agents, and backend services
AI / ML
92% proficiencyPyTorch, Scikit-Learn, computer vision, NLP, stream learning (River)
Conversational AI
90% proficiencyDialogue state management, LiveKit Agents, Retell AI, Anam AI, Sarvam AI
Backend
88% proficiencyFastAPI, Flask, REST APIs, PostgreSQL, Supabase
Semantic Search
85% proficiencySentence-BERT embeddings, vector search, hybrid retrieval pipelines
Cloud & Tools
84% proficiencyAWS, Azure, Docker, Hugging Face, Git/GitHub
Let's build the future.
Whether you have a specific project in mind, want to discuss machine learning architectures, or just want to network, my inbox is always open.