Senior Product Engineer / Python, ML, AI Computer Vision

На данный момент Founding Engineer.

Мои компетенции и опыт

Product Engineer with 20+ years in IT, 6+ years in Python, and 4+ years building real-time ML/CV pipelines. Build products end to end across backend, frontend, ML, and infrastructure.
Specialized in production backend and real-time ML/CV systems, focusing on CPU/GPU pipeline optimization, latency profiling, and bottleneck elimination under load.
Built and actively use an AI-assisted development workflow: MCP-based project memory, spec-driven development, automated end-to-end and regression testing, AI code review, and documentation/code drift detection.
BSc in Applied Mathematics. Thesis: speaker identification using neural networks.

English - B2 (Upper-Intermediate); Russian - nativeSkills:

Skills (keywords):

Languages & frameworks: Python, FastAPI, SQLAlchemy, Django, DRF, aiohttp, Go, JS, TypeScript, React, нужен доступ к резюме , NestJS, нужен доступ к резюме

ML / CV: PyTorch, ONNX, CUDA, Triton, JIT, OpenCV, Ultralytics, CatBoost, HuggingFace Transformers (DINO, CLIP), Whisper, ASR, diarization, FaceRecognition, OCR, Jupyter, machine learning, computer vision

LLM / agents: Claude API, OpenAI API, local LLMs, RAG (multi-step retrieval, agentic workflows, STM+LTM, LLM-as-a-judge, retrieval evaluation), MCP, tool calling, Pydantic AI, Text Embeddings Inference (TEI), Voyage embeddings, fuzzy matching, Claude Code, Codex, Archestra, AI-assisted development workflows, Spec-Driven Development

Databases / Messaging: PostgreSQL, postGIS, pgvector, Apache AGE, pgBouncer, ClickHouse, MySQL, MongoDB, Redis, Valkey, RabbitMQ, NATS

Testing & code quality: TDD, TROPHY, pytest, Vitest, Playwright, BDD (Gherkin), mutation testing, architectural tests, ruff, mypy, ty, code review culture, latency profiling

Architecture: Microservices, EDA, API design, full-stack product development, REST, gRPC, RPC, CQRS, CLI, GraphQL, OAuth, system design, DDD, SSE, WebSockets, SaaS, multi-tenancy

DevOps / MLOps: Docker, Kubernetes, Nginx, Caddy, CI/CD, GitFlow, GitLab CI, GitHub Actions, DVC, Nexus, Prometheus, Grafana, Graylog, OpenTelemetry, Sentry, ELK, production metrics, AWS S3, GCP, Cloudflare

Other: Linux, Git, uv, GStreamer, FFmpeg, RTSP, PipeWire, PulseAudio, nmap