projects
Amalgamation of various short and long-term undertakings.
mlsys + interp
- [Re]FlashAttention - Triton Implementation of FlashAttention1 with Multi-Query Attention (MQA). [White Paper] [Poster]
- LLM Homogenization in Creative Writing - Investigated claims of LLM homogenization in creative writing; our work shows that with sufficient initial context, LLM-generated text corpora achieve stylistic and semantic diversity on par with human writers. [White Paper]
- Butterfly Matrix Kernel – Optimized implementation of butterfly matrix multiplication using Triton, enabling fast structured transforms for deep learning workloads (under construction 🚧).
- Astralis - Contributed to an early-stage startup using AI and geospatial data to optimize real estate development and demand forecasting. Built intelligent document ingestion pipelines (RAG) using Python, LLMs, and ML clustering with automated metrics and async workflows for scalable content organization.
hacks
- Propagation of In-Context Scheming in Multi-Agent Systems - Designed experiments to measure how corrupted instructions spread through networks of language models, demonstrating vulnerability of small models to influence from both peers and higher-capability models. Awarded 2nd place at Anthropic Alignment Hackathon (2025).
- SearchDestroy - Robust multi-drone search algorithm (DARP + heuristics) for area sweeping, handling drone loss and online path re-computation. Physics simulation & visualization using AirSim. Awarded 2nd place (100+ participants) at AGI House Robotics Hackathon (2024).
bio/chem/neuro
- Development of covalent binders of c-Myc mRNA - I synthesized covalent binders to target cancer-linked c-Myc RNA and repeated genetic patterns (i.e. r(CAG) expansion). This work was conducted at the Disney Lab in the Department of Chemistry at the UF Scripps Research Institute and presented at the Max Planck Florida Institute for Neuroscience . [Abstract]