Principal/IC/AI MLE & MLOps Architect. I build high-performance AI platforms and real-time pipelines.

Focus: LLM/ML platforms (ClearML, DataHub, MinIO), GPU perf (FP8/INT4, TensorRT/Triton, NVLink/IB, k8s).
Value: measurable latency/cost cuts, reproducible pipelines, incident-ready ops culture.

• AI video localization platform — video/audio → speech recognition, translation and voice dubbing pipeline (GPM AdTech 2024 — 1st).
• Low-Poly 3D Generator — text/image → GLB/UV/PBR in ~1 min. End-to-end demo (GameDevAI 2025 — 1st). [repo]
• avitoctf2026 - ctf (2nd place with ai) [repo]
• AI product catalog normalization — raw RZD product catalog → clustered, enriched and normalized item attributes using embeddings, LLMs and web parsing (Цифровой прорыв 2024, RZD case - 2nd). [repo]
• Multimodal copyright detection — video files → duplicate/copyright-match detection using frame embeddings, wav2vec2 audio embeddings, vector search and similarity filtering (Цифровой прорыв 2024, Yappy case - 3rd). [repo]
• FetalCare CTG — ingest → analytics → clinician UI; rules+ML (NICE/ACOG/NICHD) (LCT 2025). [repo]
• SAR/UAV People Search — high-resolution drone imagery → missing-person detections via YOLOv11m, coarse-to-tile window selection, batched tiled inference, FP16 and global NMS (Archipelago 2035 — 3rd). [repo]
• AI-driven banner generator — text → image + edit_image. End-to-end demo (Master of Telegram Ads: Development Edition 2026 — 4th). [repo]
• AI-driven R&D Hypothesis Factory — local-first RAG/LLM system that turns documents, scans and KPI targets into ranked, evidence-backed R&D hypotheses with novelty, risk scoring and validation plans. End-to-end demo (Nornickel AI Hackathon 2026 — 4th).[repo]
• Robust face-ID — adversarial/deepfake-resistant pipeline, eval & docs (Kryptonite ML’25 — 5th). [repo]

Python • TensorRT/Triton • Kubernetes • Docker (distroless) • ClearML • ClickHouse, Cassandra, Postgres • MinIO/S3 • Spark/Polars • FastAPI/Granian • Go • Rust

• Profile: gulldan
• Repositories (public, owner, non-fork): 28
• Stars (across owned public repos): 5
• Followers: 11
• Contributions (last 30 days): 1367
• PRs / Issues / Reviews (last 30 days): 0 / 0 / 0
• Top languages in owned repos: Jupyter Notebook (30%), HTML (27%), Go (16%), Python (13%), TypeScript (6%)
• Updated (UTC): 2026-10-12