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LightWork666/README.md

Nayab Ali Mifthah

Building systems that think. AI pipelines · Agentic infra · Low-level systems

LinkedIn GitHub


What I'm building right now

Project What it is
🔄 BitTrans A zero-dependency, byte-level Transformer built in Rust and Metal designed to achieve state-of-the-art data compression via arithmetic coding.
🕸️ Loom Node decentralized P2P mesh node for the Loom Protocol, featuring self-verifying cryptographically signed messages, collaborative state synchronization, and high-performance observability in Rust
♠️ PokerBot AI agent that plays Texas Hold'em — decision engine over probability & game theory

Stack

AI / ML Python PyTorch OpenCV YOLO

Systems Rust Go Java TypeScript

Web Next.js React


Projects

impact-engine CLI tool that maps dependency failure surfaces before they break your build. Extracts full dependency graphs with provenance tracking, computes blast radius for any removal or version change, surfaces structural hotspots via collapse sensitivity analysis, and runs a dependency doctor that catches version drift, duplicates, peer mismatches, and lockfile inconsistencies — all emitting a unified JSON schema for machine consumption.

Sieve Language-agnostic LLM token optimization middleware. Rust core exposed via PyO3 (Python) and reimplemented in pure Go. Strips conversational filler in-flight before it hits your LLM API — less tokens, faster TTFT, lower cost.

Compression Playground Browser-native image compression analyzer. Compare JPEG, PNG, WebP, AVIF side-by-side with PSNR/SSIM metrics. All processing runs in-browser via WebAssembly — nothing leaves your machine.


Currently

  • 3rd year B.Tech CSE (AI & ML) @ Jain University, Bangalore — CGPA 9.0
  • Building production AI systems, not toy demos
  • Open to internships & MTS roles in agentic AI / infra

Pinned Loading

  1. Compression Compression Public

    TypeScript

  2. gopher-fs gopher-fs Public

    Go

  3. Sieve Sieve Public

    Makefile

  4. Loom Loom Public

    Rust