about
last updated june 2026hey @everyone, swapnil here.
i’m a just a nerd who loves building things that look and feel great and or pique my interest in a particular topic.
this website is a living record of my work, projects, musings, curiosities and research. it will be updated as i progress in my journey. in the very near future, i will also use this site for collecting articles, videos and bookmarks.
currently interested in
- LLM/VLM multimodal model architectures, pre-training, post-training, and inference optimization
- Agentic systems, harneses, and tool-calling
- RL environments and agent training loops
- Cognitive architectures for agents (hybrid memory with knowledge graphs + vector dbs)
- High-performance ML systems and reproducible infra
- observability, tracing, reliability
- Open source contributions to openenv, trl, and other LLM/VLM/RL projects
not work
- In my free time, i hop on valorant and marvel rivals with my friends
- i also like to indulge in some digital art from time to time
contact
- you can reach me at [email protected]
- fairly active on discord @swappy._.