Debanka

I have spent 15+ years in the software world, and in the last few years my focus has shifted fully into Artificial Intelligence and Machine Learning. Today, as an AI/ML Architect at Ignite AI, I design and build intelligent systems that turn ambitious ideas into real, production-grade solutions.

At Ignite AI I work end to end across architecture, research, and implementation. Some of the things I have been building recently:

1. DynaTune Lite and DynaTune Enterprise – a no-code LLM fine-tuning framework that automates model selection, LoRA/QLoRA/full fine-tuning strategy, GPU sizing and cost estimation, with both "Auto" and "Expert" modes for teams.

2. A Mixture of Recursions (MOR) model, inspired by modern small-model architectures, to get GPT-like behavior in compact, efficient models that are cheaper to serve.

3. A hybrid AI search stack that fixes the limitations of vanilla Elastic based keyword search, combining vector search, query understanding and ranking to handle noisy, real user queries.

4. A generic time-series recommendation and anomaly detection engine that can plug into ARIMA, NeuralProphet, Google TimesFM and similar models to surface trends, forecasts and anomalies across any tabular business data.