Software Engineer · AI/ML Systems

Hey, I'm Murat.

I'm a software engineer and Gonzaga graduate based in Spokane. I work on AI agents, machine-learning infrastructure, robotics, and performance-critical software—and I like understanding how things work all the way down.

Illustrated portrait of Murat Aitov
Spokane, Washington
01 / SELECTED WORK

Selected projects

Things I have recently built, researched, or am still actively improving.

01
In development · July 2026 — Present

LLM GPU Inference
Optimization Engine

GPU-accelerated Transformer inference and evaluation framework for profiling latency, throughput, memory behavior, and utilization across batch sizes, sequence lengths, and precision settings.

  • C++
  • Python
  • PyTorch
  • CUDA
  • Mixed Precision
02
September 2025 — Present

Log Analysis Tool

End-to-end anomaly detection pipeline for large-scale system logs using sequence modeling, structured tokenization, and iterative refinement.

98.7%prediction accuracy
~50%fewer false positives
  • PyTorch
  • Transformers
  • LSTM/BLSTM
  • Azure VMs
03
Reinforcement learning · Robotics

Unitree Locomotion
Simulation

PyTorch and MuJoCo reinforcement-learning environments for Unitree B2 and H1 robots, with reward shaping and gait-stability metrics for locomotion training and evaluation.

  • Python
  • PyTorch
  • MuJoCo
  • Reinforcement Learning
  • CUDA
04
November 2025

Soft Real-Time
Processing Engine

Multithreaded C/Linux runtime with an explicit lifecycle state machine, graceful shutdown, a lock-free bounded SPSC ring buffer, and a bounded MPMC queue.

  • C
  • Linux
  • POSIX Threads
  • Concurrency
02 / EXPERIENCE

Experience

Professional work across AI products, cloud platforms, robotics, and university classrooms.

MAY 2026 — PRESENT

Software Engineer

Registered Agents Inc. / Corporate Tools

  • Reduced the MCP tool surface from approximately 180 to 20 context-relevant tools through topic-based routing, minimizing context overhead and simplifying tool selection.
  • Developed new MCP tools from customer and product needs and integrated them into production agent workflows.
  • Conducted code reviews, debugged production issues, and maintained AI chat and backend services.

Python · Ruby on Rails · Vue.js · AI Agents · MCP

NOV 2025 — PRESENT

Co-Founder & Software Engineer

Mocerto

  • Built and deployed a Google Cloud-hosted customs-document validation platform, owning its architecture, PostgreSQL workflows, and Cloud Storage integration.
  • Designed end-to-end ingestion, validation, storage, and reviewer workflows for real customer operations.

Next.js · TypeScript · Google Cloud · PostgreSQL · Cloud Storage

JAN 2024 — MAY 2026

Software Engineer

Pangeon

  • Built PyTorch/MuJoCo reinforcement-learning environments for Unitree B2 and H1 robots with reward shaping and gait-stability metrics.
  • Developed Python/SQL pipelines for high-frequency financial data and integrated 15-minute forecasting models.
  • Engineered NLP preprocessing for an LLM reasoning system with custom POS tagging and Elasticsearch word matching.

Python · PyTorch · CUDA · MuJoCo · RL · SQL · Docker · Elasticsearch

DEC 2024 — MAY 2026

Teaching Assistant

Gonzaga University

  • Supported more than 200 students across six computer science courses, debugging and optimizing Python, C++, Java, and Assembly code.
03 / EXPERTISE

What I work with

01

AI Agents & MCP

Model Context Protocol, tool routing, agent workflows, Transformers

02

GPU & ML Systems

CUDA, PyTorch, GPU profiling, mixed precision, reinforcement learning

03

Systems Engineering

C, C++, Linux/Unix, POSIX Threads, concurrency, socket programming

04

Data & Cloud

Python, SQL, PostgreSQL, Docker, Google Cloud, Azure VMs

04 / EDUCATION

Gonzaga University

B.S. Computer Science · Data Science Concentration

January 2023 — May 2026

GPA 3.81 / 4.00
05 / CONTACT

Want to talk?
Say hello.

muratos1212@gmail.com

I'm always happy to talk about AI infrastructure, ML systems, robotics, or an interesting software problem.