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yash27-lab/README.md

Yash Negi

Systems engineer focused on ML infrastructure, healthcare tooling, and developer productivity.
I write Rust for performance-critical paths, Python for pipelines, and ship things that work in production.

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Current work

batch_forge — Bare-metal inference engine for JAX/Equinox models in Rust. Zero-copy SafeTensors loading, hand-optimized Metal and Vulkan compute kernels for transformer workloads.

Provectus — Regulatory document drafting prototype (Swift). Generates CTD/CSR DOCX with sentence-level citations, source traceability, and exportable audit reports.

primer-scout — Fast Rust CLI for primer off-target scanning on FASTA files. Handles mismatch tolerance and reverse-complement search.

EvidentenceBinderV2 — Structured evidence and signal management for clinical/decision workflows.

graphrag-prototype — Graph-based retrieval augmented generation experiments.

DOCENT — TypeScript tooling project (active).


Open source contributions

  • tracel-ai/burn — Contributed to the Rust deep learning framework (14.9k stars). Focus area: performance and backend portability.
  • rustfs/rustfs — Contributed to the S3-compatible high-performance object storage system (25.6k stars).

Stack

Languages — Rust, Python, TypeScript, Swift, Julia, SQL, R
Cloud — AWS, Azure, GCP
Tooling — Docker, Airflow, dbt, Linux


How I work

  • Optimize for real-world constraints: reliability, latency, cost, security
  • Prefer explicit interfaces, measurable pipelines, honest documentation
  • Build in public to make the work reusable

Publications

Co-author — Big Data for Smart Energy, CRC Press, 2021


Pinned Loading

  1. batch_forge batch_forge Public

    A high-performance, bare-metal inference engine for JAX and Equinox models written in Rust. Features zero-copy Safetensors loading and hand-optimized Metal/Vulkan compute kernels for Transformers, …

    Rust 1

  2. Nexus-ML Nexus-ML Public

    Rust

  3. DOCENT DOCENT Public

    TypeScript

  4. primer-scout primer-scout Public

    Fast Rust CLI for primer off-target scanning on FASTA with mismatch and reverse-complement support.

    Rust

  5. Prompt-Efficiency-Analyze Prompt-Efficiency-Analyze Public

    Julia

  6. Provectus Provectus Public

    Word-first regulatory drafting prototype that generates CTD/CSR DOCX drafts with sentence-level citations, source excerpt preview, traceability coverage, and exportable audit reports.

    Swift