CS at BITS Pilani × Scaler School of Technology. I build systems, then build the harnesses that break them.
23 PRs merged upstream into GCC, Microsoft, NVIDIA, Hugging Face, CNCF and vLLM projects.
- I have a patch in GCC master. gccrs#4731 went upstream in a maintainer's sync with my authorship kept.
- I found nondeterminism in vLLM's deterministic mode (vllm#51187) and built the trace that pinned it down: 16 server lifetimes, 1,120 comparisons, zero exceptions. Repeats match if and only if every token was reduced at the same RMSNorm block width.
- I'm the sole author of a COLM 2026 workshop paper. When Self-Consistency Backfires shows majority voting lowers accuracy on 56–66% of GPQA Diamond problems. v2 corrects its own mechanism claim.
| Project | Merged |
|---|---|
| gccrs · GCC Rust frontend | 4 PRs: a dead-code lint fix (now in GCC master), rustc-compatible E0259/E0260, a parser segfault I found and filed, and generic param handling |
| microsoft/PyRIT | 7 PRs: the CodeAttack converter and technique, plus fixes to TAP/PAIR, multi-turn attacks, dataset loaders and seed filtering |
| jaeger-ui · CNCF | 4 PRs: GenAI span classification, image/audio rendering, RFC wire-format corrections |
| NVIDIA/garak | Fixed Bedrock scans that failed for every Claude 4.x user |
| huggingface/OpenEnv | SSRF-safe URL parsing |
| dottxt-ai/outlines | RFC 4291 IPv6 structured-output type |
| Also | vllm-project/llm-compressor ×2, openkruise/agents, AI Village ×2 |
| Lockstep | An LLM inference engine plus a certifier that checks output stays bit-identical however requests are batched, preempted or evicted. Triton kernels, paged KV. |
| Shadowbook | A limit order book in Rust. 416ns p50 insert, 100M fuzzed ops against an oracle with zero divergences, and zero hot-path allocation enforced by an allocator. |
| Starling | A collaborative editor on a Fugue CRDT. 60,000 deletions encode to 15 bytes. Published as starling-crdt. Demo |
| CAIRN | A Git platform in Java on its own VCS engine. Real git clones, pushes and fetches against it. Live |
| Flint | An x86-64 kernel in Rust, with ring 3 isolation proven by a breakout harness. |
| MIRR | An incident-response environment for agents. Global top 20 at the Meta × PyTorch Hackathon. Space |
I publish what the measurements say. When all-pairs comparison showed half of a Lockstep finding was an artifact, the retraction went next to the result.
Rust C++ Python CUDA/Triton Go Java TypeScript
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