Projects
Brahma 2.0
Conversational intelligence prototype

- Speech-to-Text
- LLM Reasoning
- Embeddings
- AI Evaluation
- Observability
Brahma 2.0 explores what happens when conversations stop disappearing the moment they end. Most voice and chat interfaces treat a conversation as disposable - once it's over, whatever was said, decided, or promised is gone unless someone manually wrote it down.
This system is a continuous pipeline that listens, transcribes, reasons over, and structures conversations into a persistent layer of intelligence: capturing what was said, what was decided, what needs to happen next, and what should be remembered - so nothing depends on someone's notes.
The work spans the full stack behind that idea: AI architecture and model selection, prompt engineering, evaluation frameworks (accuracy, consistency, hallucination rate, latency), and observability into how the pipeline behaves in production.
Highlights
- End-to-end pipeline: speech to processing to transcription to embeddings to LLM reasoning to structured intelligence to memory to actions
- Evaluation framework tracking extraction accuracy, consistency, hallucinations and latency
- Observability into failure patterns across pipeline stages