> cs + math @ purdue · ai/ml researcher · systems builder
Building agentic systems and ML infrastructure for science — from RNA structure prediction to on-chain prediction markets.
A short read of how I think about the work.
I build systems where the math is the product — pipelines that turn rough scientific intuition into something a machine can compute, train, and ship.
My work lives at the intersection of biomedical AI, large-scale ML, and the unglamorous infrastructure that holds it together: containers, schedulers, vector stores, and the occasional smart contract.
“I'm drawn to the parts of a problem where a careful model and a careful system are the same thing.
SC'25 — Intl. Conference for High Performance Computing
Claybon, Kashyap, Conery, Rodriguez, Li, Wu, Nandi, Madduri
Co-built an Ollama-driven agentic framework, in Docker, that orchestrates LLM agents to reason over low-dose radiation gene-expression data.
Argonne National Laboratory
Sohum Kashyap
Designed a knowledge-graph-assisted biomedical LLM pipeline (LangChain, Neo4j, PyTorch) that materially reduces hallucinations in disease-related generation.
Purdue Spring Undergraduate Research Conference
Patel, Chelliboyina, Kashyap, Ghodsi
Quantified the fairness-robustness frontier of the Landseer ML pipeline under controlled adversarial perturbations on HPC clusters.
B.S. Computer Science & Mathematics/Statistics (Double Major)
Linear Programming · Multivariate Calculus · Elementary Linear Algebra · OOP · C
Aug 2025 → May 2029 · West Lafayette, IN
High School Diploma
Machine Learning · OOP (Java) · Computational Science · Linux/UNIX
Aug 2022 → May 2025 · Aurora, IL
DeFi upgrade-key hardening, validated against a real $8.4M exploit.
A Solidity base contract using forward-secure HMAC authentication, EIP-1153 transient storage, and a hash chain to block compromised-key upgrade attacks. On a forked Ethereum mainnet at the Zoth exploit block, the protected version rejects the exact attacker transaction that drained the real vault.
Transformer language model, from scratch in C.
A from-scratch GPT implementation in pure C — character tokenizer, model definition, training loop, and test suite. No frameworks, no autograd library; written for systems-level intuition of how a transformer actually moves bytes.
On-chain fantasy league for prediction markets. ETH Denver '26.
A Solana fantasy platform where users draft Polymarket markets in a snake draft, trade mid-season, and earn skill-based points. Prize vaults are PDA-backed on-chain — zero house rake, 100% payouts.
Tinder-meets-Zillow: swipe-based real-estate discovery.
Policy-constrained, agentic quantitative research platform.
Native iOS + FastAPI: snap a receipt, get structured JSON.
Markowitz MVO portfolio; +4% over S&P across 8 months.
Minimalist, lightweight iOS calorie tracker.
Open to research collaborations, internships, and freelance work in ML / systems / on-chain infra. Cold emails welcome — the weirder the question, the better.
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