Marat Gazizulin | ML Engineer
1
Marat Gazizulin
ML Engineer
AI Agents & Process Automation
maratg2develop@gmail.com | +7 912 871-16-65
GitHub | LinkedIn | Telegram: @maratg2
I build AI systems that automate business processes
I design and deploy AI systems for business workflows: LLM applications, RAG and multi-step agent
systems. My experience combines architecture, backend integration, automated dataset-based evaluation
and tracing. I weigh quality, latency, cost and maintainability when choosing a solution.
Engineering experience
ORO (ex-Kantar) | ML Engineer
April 2026 - present
Technical implementation of AI tools for business process automation at a company of 250 people.
krem.digital | ML Engineer → Lead ML Engineer → CTO
January 2024 - March 2026
Built and launched Artillect from scratch, supporting text, image, video, audio and 3D generation and editing.
Designed the architecture, backend APIs, task distribution and render workers; integrated models on a
company GPU server through ComfyUI with external APIs through fal.ai. Implemented RAG for prompt
generation based on the selected prompt type. Later owned technical planning, hiring, team coordination and
release support.
Adventarium | ML Engineer
February - August 2025
Part-time project engagement. Built an AI game master for Telegram and Discord RPGs: multiple Dify
workflows with over 100 nodes in total, different models, prompts and memory. Set up automated
dataset-based answer evaluation, tracing and monitoring. Developed Python APIs, tests, MySQL integration,
usage limits and subscriptions.
Marat Gazizulin | ML Engineer
2
Marat Gazizulin
ML Engineer
Experience & engineering foundation
Model Agency | Lead ML Engineer
February - June 2025
Part-time project engagement. Clarified requirements and designed fashion-content generation pipelines
using Runpod and ComfyUI, including custom nodes, character consistency, pose control and LoRA training.
Manka Games / ISTU / krem.digital / 23:23 team | Software Engineer · C# / Unity
May 2021 - June 2023
Built game and interactive systems: gameplay, multiplayer, tooling and backend integrations. The software
engineering foundation behind my AI work.
Expertise
AI system design
From requirements to architecture: components, data flows, task distribution and model integration.
LLM applications, agents & RAG
Multi-step Dify workflows with multiple models and memory. RAG for scenario-specific prompt generation.
Evaluation & observability
Automated dataset-based answer evaluation, quality and performance analysis. Tracing and monitoring,
including Langfuse.
Backend & deployment
Python APIs, databases and tests. External model integration and execution on company-hosted GPUs.
Generative media
Image, video, audio and 3D generation and editing. ComfyUI, custom nodes and LoRA training for visual
tasks.
Education
Kalashnikov Izhevsk State Technical University · Bachelor's degree, Software Engineering, 2024.
Russian · native / English · B2