
Laido Unknown
@laidounknown
AI engineer at UpMedia automating video production with evaluated LLM agents for 28 channels.
What I'm looking for
At UpMedia, I built and run agentic LLM systems for a YouTube media company with 28 channels in five languages. My automated pipeline handles about 200 videos a week, and evaluation runs on a golden set before prompt or model changes ship.
I built RAG code search for AI agents across a seven-service platform, improving recall@5 from 0.53 to 0.70 on held-out questions. I also rebuilt the script writer as a structured, multi-step pipeline; verbatim-duplicate frames fell to zero and fact collection became 60 times cheaper.
At Dorodnicyn Computing Centre, Russian Academy of Sciences, I built a pupil and iris boundary detector and fine-tuned YOLO on synthetic data for QR codes and barcodes. I’m a PhD candidate in Computer Science at MIPT, with a thesis on object detection in 3D images.
Experience
Work history, roles, and key accomplishments
AI Engineer
UpMedia
Jan 2024 - Present (2 years 9 months)
Sole engineer building agentic LLM pipelines for a YouTube media company, handling about 200 videos weekly. Developed evaluation gates, RAG code search, and multi-step script writer, reducing costs and errors.
Research Engineer, Computer Vision
Dorodnicyn Computing Centre, Russian Academy of Sciences
Jan 2021 - Present (5 years 9 months)
Built a pupil and iris boundary detector using U-Net and IrisDenseNet, achieving IoU 0.972 at 62 ms per image. Fine-tuned YOLO on synthetic data for QR codes and barcodes, achieving 94% recall with one false alarm in 4,000 images.
Software Engineer
Pulsar Production
Jan 2021 - Dec 2022 (1 year 11 months)
Built a CRM on Aspro.Cloud and developed document parsers.
Education
Degrees, certifications, and relevant coursework
Moscow Institute of Physics and Technology (MIPT)
PhD candidate, Computer Science
2025 -
PhD candidate in Computer Science with a thesis on object detection in 3D images.
Moscow Institute of Physics and Technology (MIPT)
Master of Science, Applied Mathematics and Computer Science
2023 - 2025
MSc in Applied Mathematics and Computer Science from MIPT.
Moscow Institute of Physics and Technology (MIPT)
Bachelor of Science, Applied Mathematics and Physics
2018 - 2023
BSc in Applied Mathematics and Physics from MIPT.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Portfolio
github.com/de4er00/code-rag-mcpSalary expectations
Social media
Job categories
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