Full-stack developer · Almaty, Kazakhstan

Baurzhan Beglerov

I build frontend and backend systems with Python and TypeScript (React/Next.js).

Now

  • AI engineer (GenAI, RAG).
  • Python/TypeScript developer.
  • Durable data systems.

Selected work

I Built an SO-100 and Tried to Make It Smart: LeRobot, π0, and GR00T N1.6-3B

My honest build story: SO-100 hardware, an end-to-end Hugging Face LeRobot pipeline, where reality bites, what it cost, and how I am preparing for GR00T N1.6-3B.

PythonPyTorchLeRobotFeetech STS3215SO-100VLA

Latest notes

Reranking in RAG pipelines

Why reranking matters, how to design it, and how to ship it safely in production RAG systems.

Apr 12, 2026

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SO-100 + LeRobot: my pre-run playbook

A short, strict checklist: ports, IDs, calibration, recording, replay, and baseline validation before touching GR00T/π0.

Feb 6, 2026

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