i work on applied AI systems with a focus on reliability, retrieval, and real-world constraints.
most of my projects deal with messy data, incomplete information, and AI systems that need to behave predictably outside notebooks. i care less about flashy demos and more about whether a system can be trusted when it actually matters.
- retrieval-augmented generation and decision-support systems
- multimodal setups where vision and language have clear roles
- applied ML projects where accuracy and traceability matter
- btech in AI & ML
- learning by building and documenting systems end to end, not by following tutorials
i’m open to collaborating on applied AI or ML projects where the goal is to ship something real and defensible.
- based in india
- email: devayushrout.work@gmail.com




