ML Engineer @ Buildcheck — M.Sc. CS @ McGill

Eduard
Anton
I'm a machine learning engineer at Buildcheck, a startup based in Palo Alto, CA, building agentic AI for construction. My work spans agentic AI systems, AI alignment, reinforcement learning, robotics, and computer vision, alongside research at McGill University. I'm an engineer and founder at heart: I previously founded Streamwise, and I'm motivated by turning research ideas into real products.
Outside of work: travelling, bouldering, filmmaking, skiing, cooking, and video games.
Experience
Machine Learning Engineer
Sep 2026 – PresentBuildcheck · Full-time · Montréal
Building agentic AI systems for the construction industry.
Research Assistant
Dec 2025 – PresentMcGill University · Part-time · Montréal
Built OCR pipelines that turn unstructured data from PDFs and images into clean, structured datasets for government applications.
AI & Data Engineering Intern
Apr 2026 – Aug 2026Avanade · Internship · Montréal
Built enterprise AI solutions with Azure AI, Databricks, and Microsoft technologies.
Co-Founder & Member of Technical Staff
Aug 2025 – Apr 2026Streamwise · Startup · since retired
Founded and led a real-time AI platform that analyzed and auto-edited live audio and video streams for content moderation before delivery. Worked with Mila, Next AI, and Creative Destruction Lab, and showcased at TwitchCon 2025 in San Diego.
Co-Director
Oct 2022 – Apr 2025HackMcGill · Previously Sponsorship Co-Lead and Sponsorship Coordinator
Led the organization of McHacks 12, McGill's largest hackathon: a $100k+ budget, 400+ projects, and more than 3,000 students reached.
Software Developer Intern
May 2024 – Aug 2024CAE · Internship · Aircraft System Specialist
Engineered C++ simulation software for a radio controller in a critical aircraft simulator, designed CI/CD in Azure, and worked with cross-functional teams on a certifiable flight simulator.
Software Developer Intern
Jan 2024 – May 2024Ericsson · Internship
Researched and developed software for 5G data channels through IMS cloud infrastructure on Azure, and designed real-time speech translation over phone calls with LLMs, ASR models, and edge computing.
AUV Software Developer
Oct 2023 – Jan 2024McGill Robotics · Part-time
Developed control software and algorithms for an autonomous underwater vehicle.
Software Engineering Intern
May 2023 – Sep 2023Airbus · Internship
Integrated aircraft simulation models and built interfaces with VAPS XT and OpenGL. Generated simulation streaming data in C++ and Python for integration testing on distributed systems.
Software Developer & Community Manager
Aug 2021 – Nov 2022Kurius · Non-profit · later Mentor
Managed the online community of an NGO for young Canadians passionate about software development and computer science.
Integration Specialist
May 2022 – Aug 2022CAE · Internship
Control Station Manager
Oct 2021 – May 2022McGill Rocket Team · Student team
IT Technician / Software Developer
Jun 2021 – Aug 2022Gexel Telecom · Contract
Education
M.Sc. Computer Science (AI/ML)
McGill University
B.Eng. Software Engineering
McGill University
Research & Papers
- No.07Mar. 2026Recursive Language Models for RTL Code GenerationMar. 2026PDF
- No.06Mar. 2026Constrained Reflective Thinking for Physically Grounded LLM PlanningMar. 2026PDF
- No.05Jan. 2026On-policy Distillation for ASR OptimizationJan. 2026PDF
- No.04Dec. 2025Anytime Planning with Continuous Thought MachinesDec. 2025PDF
- No.032024Emotion Recognition with BERT and Naive Bayes2024PDF
- No.022024Image Recognition with CNN and MLP2024PDF
- No.012024Burst Out of the Behavior2024PDF
Selected Projects
RL High Altitude Balloon Flight Computer
C · MATLAB · TensorFlow · RTOS
MediaFlux Livestream Pipeline
Go · FFmpeg · Kubernetes · RTMP
Photorealistic Ray Tracer
Python · Taichi · CUDA
ScamBack AI Agent
Python · LLM · Twilio · STT/TTS