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Victor Kozub - AI Engineer


Github: https://github.com/xen1024/awesome-public

Github: https://github.com/web3cryptowallet

Github: https://github.com/d08ble

Linkedin: https://www.linkedin.com/in/viktor-kozub-86bb9826/

Email: pungg10kk@gmail.com

About​

AI expert with experience building production AI systems since 2020 and exploring deep learning since 2014. Specialized in end-to-end AI infrastructure, including model training, inference, optimization, datasets, distributed AI platforms and low-level AI frameworks such as tinygrad. Extensive experience with Bittensor, developing training and inference subnets, miner and validator infrastructure, benchmarking systems, and high-performance LLM services. Experienced with Docker, Docker Compose, RunPod, cloud deployments, and NVIDIA GPU hardware (B200, H100, A100, RTX 4090, etc.).

Experience​

2025-2026 AI WEB3 Bittensor - SN44 Developer​

Developed decentralized AI infrastructure for the Bittensor ecosystem, building pretraining inference and distributed training subnets from the ground up. Designed and implemented a dashboard, Challenge API and synthetic prompt engine to support benchmarking, validation and model evaluation. Optimized LLM inference, token generation and GPU utilization for high-performance AI workloads across cloud and multi-GPU environments.

fluvio, wandb, pydantic, flask, kafka, pm2, vllm, transformers, torchaudio, flash_attn, ollama, PyTorch, TensorFlow, n8n, hugghingface, prometheus, clbench, llmfit, autocodebench, mitmdump, pydantic monty, smolvm, Python, CUDA, C, C++, kernel, Docker, docker-compose, Runpod, llms-py, B200, H100, A100, 3050, 4070, 4090, NVIDIA, ai, web3, bittensor, TAO, SN44, subnet, bittensor core, dendrite interface, local chain, testnet, miner, validator, cloud, services, Pydantic, *, Cursor, Claude, refact.ai, ampcode, JavaScript, TypeScript, web, LiveComment AI*

2025 Startup AkashChat for Mel AI - AI Engineer​

Mel AI agent for AkashChat.

ai, Akash, AkashChat API, OpenAI API

2025 Startup Akash Video generation model - AI Engineer​

Creating models and agents for generating unique videos from a unique dataset for the Akash Network.

Conducting deep research on model and hardware optimizations.

ai, Akash, templating, model, PyTorch, TensorFlow, TinyNN, OpenGPT, Micrograd, MNIST, AMD AITER, SMOL-GPT, NN, CNN, DL, RL, MCP, MCP Python SDK, LLaMA, LangChain, GPT-4, KittenML, A100, H100, Adreno 830, Metal, GPU, CPU, OpenCL, qcom_gpu_driver, opencl_ioctl

2024 AI WEB3 Bittensor - Web3 AI Engineer​

Bittensor core development and multiple subnets research. Creating Miner and Validator for compute subnet.

Benchmarking AI algorithms for the lastest AI hardware (A100, H100).

Hashcat GPU kernels.

Tensorflow training benchmarks, PyTorch and TinyNN benchmarks.

Resarch models for video, audio, forecast, GPT and more.

The world's first visual mining algorithm KudoMine.

Cloud services Akash network integration: docker image, kubernetes and web panel, CLI scripts with provider-services, docs'

ai, web3, bittensor, TAO, compute-subnet 27, bittensor core, Python, CUDA, C, C++, PyTorch, TensorFlow, TinyNN, LangChain, LlamaIndex, LLaMA, miner, cuda miner, KudoMine algorithm, optimization, akash network, Docker, Kubernetes, cloud, services, A100, H100, 4070, 4090, NVIDIA, JavaScript, TypeScript, web, LiveComment

2023-2024 AI Mind Machine Learning, Inc - AI Avatar Swift Developer​

AI Avatar 3D Eyes simulator & editor using SceneKit.

Avatar movement training for look human like Retina identification and action.

IK constrains using custom physics for human body deformation AI model.

ai, avatar, AR, VR, Swift, 3D, SceneKit, Metal, shaders, physics, algorithms, ai training, eyes, skeleton

2022 AI Mind Machine Learning, Inc - Rust Developer​

Rust voice generator PinkTrombone for AI avatar.

Implementation and translation code Swift/Rust for voice AI model.

ai, Rust, Swift, optimization, voice generation, training

2020 Pionner.app Remote Startup Accelerator - Founder clubavatar.app​

Participated in the Pioneer.app remote startup accelerator with several startups: AR/VR virtual club clubavatar.app, the AI generator likeplus.plus and the gaming platform animationcpu.com. clubavatar.app was selected among the Top 30 startups in Europe.

startup, accelerator, Pioneer.app, coach, founder, AR/VR, mobile, iOS, web, no-code, game, generative, ai, avatar, NextJS, node, JavaScript, TypeScript, web, C, C++, Python, Swift, Objective-C

2012 Startup: AI Photo Generator - AI Mobile Engineer​

Make Art from Photo using AI DNA algorithms.

Invention of algorithms for fast image generation on iPad with DNA learning through feedback (c).

ai, DNA, generation, math, algo, C, C++, Objective-C, GPUImage, art, UI/UX

2009 Filzah Misran - Visual Search Engine Developer​

Visual Search Engine

Search youtube videos by image

ai, FlaNN, NN, CV, youtube, web, C, shell

Educational Background​

National Technical University of Ukraine 'Kyiv Polytechnic Institute' (2001)​

Master of Computer Science Specialist’s degree in Microelectronics and Software Development

Kyiv Industrial-Economic College (1999)​

Bachelor of Electronic Devices

Pioneer Startup Accelerator (2020)​

😀 Pioneer Tournament School. Founder Clubavatar.app, Top-30 Europe

Notes​

fluvio, wandb, pydantic, flask, kafka, pm2, vllm, transformers, torchaudio, flash_attn, ollama, PyTorch, TensorFlow, n8n, hugghingface, prometheus, clbench, llmfit, autocodebench, mitmdump, pydantic monty, smolvm, Python, CUDA, C, C++, kernel, Docker, docker-compose, Runpod, llms-py, B200, H100, A100, 3050, 4070, 4090, NVIDIA, ai, web3, bittensor, TAO, SN44, subnet, bittensor core, dendrite interface, local chain, testnet, miner, validator, cloud, services, Pydantic, *, Cursor, Claude, refact.ai, ampcode, JavaScript, TypeScript, web, LiveComment AI, Akash, AkashChat API, OpenAI API, templating, model, TinyNN, OpenGPT, Micrograd, MNIST, AMD AITER, SMOL-GPT, NN, CNN, DL, RL, MCP, MCP Python SDK, LLaMA, LangChain, GPT-4, KittenML, Adreno 830, Metal, GPU, CPU, OpenCL, qcom_gpu_driver, opencl_ioctl, compute-subnet 27, LlamaIndex, cuda miner, KudoMine algorithm, optimization, akash network, Kubernetes, LiveComment, avatar, AR, VR, Swift, 3D, SceneKit, shaders, physics, algorithms, ai training, eyes, skeleton, Rust, voice generation, training, startup, accelerator, Pioneer.app, coach, founder, AR/VR, mobile, iOS, no-code, game, generative, NextJS, node, Objective-C, DNA, generation, math, algo, GPUImage, art, UI/UX, FlaNN, CV, youtube, shell*