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KrossKinetic/README.md

Hi, I'm Anshumaan (Manas) Singh πŸ‘‹

Portfolio Badge LinkedIn Badge GitHub Badge Google Scholar Badge Hugging Face Badge Devpost Badge

I'm an AI systems engineer interested in the full stack of machine learning β€” from the systems and infrastructure that run models at scale to the research and training that make them better. I love working at the boundary where algorithms meet hardware constraints, where a smarter scheduler, a leaner architecture, or better fine-tuning can make all the difference.

I'm currently a Computer Science Honors student at Stony Brook University (GPA 3.9/4.0, Class of 2027) with hands-on experience building agentic AI infrastructure, LLM inference pipelines, and reliable concurrent systems.


πŸš€ Recent Highlights

  • Bank of Montreal β€” AI & ML Engineering Intern (Jun–Aug 2026). As the sole engineer, built a 39-tool Python/FastAPI Model Context Protocol (MCP) server for an AML case-investigation pipeline from a blank scaffold in ~6 weeks β€” cutting a 3–4 hour manual workflow to 1–2 minutes (~99% faster), with ~$2M in projected savings.
  • Reliable Systems Lab (Stony Brook) β€” Research Assistant (Jan 2026–Present). Researching multi-agent cyber-physical systems and neural controllers for UAV-swarm coordination; improved target-seeking efficiency by 34.6% using a CMA-ES-driven curriculum, and enabled 100% collision-free horizontal scaling on the SeaWulf HPC cluster.
  • LUNR AI Lab (Stony Brook) β€” Research Assistant (Feb 2025–Mar 2026). Fine-tuned CodeLlama-7B via LoRA (460K+ custom samples), improving Coding RAG accuracy by 5.4% and accelerating benchmark runtimes by 73.5% with a parallelized vLLM routing system.
  • Mailgator β€” Software Developer Intern (Sep 2025–Jan 2026). Architected a CI/CD pipeline that reduced validation latency by 99.9% (60 min β†’ <2s) and refactored LLM parsing for 100% accuracy on edge cases.
  • iGEM at Stony Brook (2024). Software engineer on a bio-computation team awarded a Gold Medal at the iGEM Paris 2024 Jamboree, building a RAG Q&A chatbot and Flask research wiki that secured $50K+ in funding.

πŸ› Published Pi Extensions

I've published several open-source extensions for the Pi coding agent on npm:

Package Description Downloads
pi-mtplx Β· npm Run local MLX models with Pi β€” zero-config model discovery, server lifecycle, SSD session cache, live tokens/sec monitoring in the footer. 1,800+/mo
pi-zg Β· npm Native zvec-grep semantic code search for Pi agents, with always-fresh project context and agent-callable search tools. 500+/mo

πŸ”­ What I'm Currently Working On

  • Research at the Reliable Systems Lab (Stony Brook) β€” multi-agent cyber-physical systems, neural controllers, and MPC for autonomous UAV swarms under adversarial conditions, with large-scale SeaWulf HPC simulations.
  • Always exploring the agentic AI / MCP ecosystem and LLM inference infrastructure.

πŸ› οΈ My Tech Stack & Skills

Programming Languages

Python C C# Java Kotlin Swift JavaScript TypeScript OCaml MIPS Assembly

AI / ML & Agentic Systems

PyTorch TensorFlow Hugging Face LangChain vLLM FastAPI

Concepts & Technologies

  • Agentic AI: Model Context Protocol (MCP), agent/tool calling, RAG, LLM fine-tuning (LoRA/QLoRA), model distillation, vLLM, reinforcement learning
  • Backend & Protocols: FastAPI, Flask, Node.js, React, REST/JSON-RPC, WebSockets, Server-Sent Events, SQLAlchemy
  • Data & Platform: PostgreSQL, MongoDB, SQLite, DuckDB, Apache Parquet, ETL pipelines, AWS (EC2/S3), Docker, Linux/Unix
  • Concurrency & Systems: async programming, multithreaded job scheduling, back-pressure, IPC, low-level systems, HPC (Slurm)
  • Security & Automation: RBAC, JWT/API-key auth, OAuth/OIDC, hashing, audit logging, Playwright automation

✨ Featured Projects

Here are some of the projects I'm most proud of. You'll find more on my portfolio website!

Project Name Description Tech
pi-mtplx Local-first LLM runtime integration for Pi β€” automatic MLX model discovery, health-checked server lifecycle, thermal fan controls, live tokens/sec monitoring. Python, Pi SDK
pi-zg Native semantic code search for Pi agents via zvec-grep, respecting project search rules with always-fresh context. Python, Pi SDK
REPLUG_LSR_with_vLLM Refactored REPLUG for LM-Supervised Retrieval fine-tuning of code-generation models, driven by a local vLLM server. Python, vLLM, PyTorch
Automated Systems Fuzzer High-performance C fuzzer using Unix signals/syscalls (fork/waitpid) for 100% process isolation and automated memory-leak detection. C, Unix
CMDFlow Local-first AI command tracker (built at HackPrinceton) β€” streams shell activity with PII scrubbing and semantic search. FastAPI, React, MongoDB
WindowsCenterStage Emulates Apple's Center Stage on Windows with a custom-trained facial-recognition model that keeps your face centered. Python, TensorFlow, OpenCV
C-Based Filesystem Emulator In-memory Linux-like filesystem managing i-nodes and data blocks from scratch. C
Multi-Client Poker Server Concurrent server for real-time multi-client Texas Hold 'em gameplay. Java, Networking
Red-Black Tree in MIPS Assembly From-scratch Red-Black Tree in MIPS, demonstrating low-level memory management. MIPS Assembly

πŸ“š Education

Stony Brook University β€” B.S. in Computer Science (Honors), GPA 3.9/4.0 (Aug 2023 – May 2027) Honors: SUNY SOAR Fellow, URECA Fellow, University Scholars, Dean's List (2023–2025) Β· Awards: Academic Achievement Award, YouAreWelcomeHere Award, Global Excellence Award


πŸ”— Connect With Me

Inspired by Star Wars, my ultimate goal is to build a real-life C-3PO! πŸ€–

Pinned Loading

  1. ReLinked-Open-Source ReLinked-Open-Source Public

    ReLinked is a simple flask based application which allows the user to save important webpages. You have the ability to name those links, search through the links as well as create link collections …

    HTML 1

  2. C-Based-Linux-Filesystem-Emulator C-Based-Linux-Filesystem-Emulator Public

    This project is an in-memory emulation of a Linux-like filesystem written entirely in C. It involves managing core filesystem structures like i-nodes and data blocks, handling memory allocation, an…

    C++

  3. Multi-Client-Texas-Hold-em-Poker-Server Multi-Client-Texas-Hold-em-Poker-Server Public

    This is a server application that manages a six-player game of Texas Hold'em poker. The server is written in C and uses the sockets API to communicate with multiple clients concurrently. It is resp…

    C

  4. Red-Black-Tree-in-MIPS-Assembly Red-Black-Tree-in-MIPS-Assembly Public

    This project is an implementation of core functions for a Red-Black Tree data structure, written entirely in MIPS assembly language. The assignment focuses on low-level memory operations, register …

    Assembly

  5. REPLUG_LSR_with_vLLM REPLUG_LSR_with_vLLM Public

    Forked from jacqueline-he/REPLUG

    Python 1

  6. pi-mtplx pi-mtplx Public

    Run local MLX models with Pi β€” zero config, automatic model discovery, and live token-speed monitoring.

    TypeScript 4 2