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monkfromearth/README.md

Sameer Khan

I design systems to scale and ideas to stay simple.

Product Lead building agentic AI for 2M+ visitors. 11 years coding, 8 professionally.
Published ML/DL researcher. Speaker. Open source contributor.

Meta × DataCamp Scholar Springer SCI University of Toronto Google Cloud


Blog LinkedIn X Instagram YouTube


What I'm Building

  • Agentic AI at Levo.so: natural language orchestrating 15+ microservices, serving 2M+ visitors
  • The Simple Take: complex ideas, one clear thought. Daily across LinkedIn, Instagram, YouTube

Building from First Principles

Rebuilding the systems modern AI runs on, down to the fundamentals. The only honest way to understand them.

  • monktensor: a deep learning framework. Scalar autograd up to trained neural nets, every primitive built by hand. Live interactive course.
  • monkrag: a RAG serving system. Embed, retrieve, augment, generate, rerank, built and measured end to end. Live interactive course.
  • monkway: an LLM gateway and router. Routing, retries, caching, budgets, all hand-built. Live interactive course.
  • monkquant: a quantization toolkit. Compress numbers to fewer bits, then measure exactly what accuracy it costs. Live interactive course.

Recognition

  • Meta × DataCamp Global 200 Scholar: 1 of 200 developers globally
  • ML/DL Author: Springer SCI Conference (DOI)
  • Quantum Machine Learning: University of Toronto (verify)
  • Speaker: Google Cloud Community Days, GDGs, NIT Bhopal
  • GDG Bhopal Co-organizer: 10K+ developers, 6 years
  • 3x Google India Community Summit: Ladakh, Goa, Udaipur

Writing

"Making simple things is the hardest thing there is. What looks simple survived thousands of iterations."

More at monkfrom.earth/blogs

Tech

Languages    TypeScript · Go · Python · JavaScript
Databases    PostgreSQL · MongoDB · ClickHouse · Redis
Infra        AWS · Azure · Google Cloud · Docker · Kubernetes
Patterns     Microservices · Event-driven · CQRS · DDD
AI           LLMs · RAG · Vector Search · Agents · Deep Learning
Interests    Distributed Systems · Compilers · Quantum Computing · Evolutionary Biology

monkfrom.earth · builder, writer, thinker.

hi@monkfrom.earth

Pinned Loading

  1. monk-lang monk-lang Public

    A minimalist, readable, and performant programming language for the modern age.

    Astro 2

  2. monkquant monkquant Public

    A quantization toolkit built from scratch: store numbers in fewer bits with minimal accuracy loss, and measure exactly what the trade costs.

    Astro

  3. monktensor monktensor Public

    A deep learning framework built from scratch: automatic differentiation, neural networks, and training from first principles, with a full interactive course.

    Astro 1

  4. monkrag monkrag Public

    A RAG serving system built from scratch: embed, search, ground, rerank, all under a measured latency and cost budget. Taught with an interactive course.

    Astro 1

  5. monkway monkway Public

    Monk LLM Gateway: one API in front of every model. An LLM gateway and router built from scratch (proxy, routing, retry/fallback, caching, budgets), with an interactive course.

    Astro 1

  6. nlp-detecting-depression nlp-detecting-depression Public archive

    Detecting Depression through Sentiment140 Dataset

    Jupyter Notebook 4 2