Daniil SheremetDaniil Sheremet (blinking)

[LEAD_AI_ENGINEER]
[SOLUTIONS_ARCHITECT]
[FDE]
[BACKEND_LEAD]
[DEVOPS]

SUMMARY

AI Engineer & Solutions Architect who turns fuzzy ideas into reliable, production-grade systems. My focus is end-to-end: data ingestion and ETL, retrieval (vector + traditional search), LLM/RAG and agent workflows, APIs, and the cloud/DevOps glue that keeps it all running. I build modular services and pragmatic architectures, lead and mentor small teams, and keep reliability, observability, security, and cost control at the core. Experience spans knowledge assistants, internal search, analytics platforms, and complex integrations across multiple industries. Especially interested in building and leading AI platform work, modernizing legacy backends and data flows, and partnering on thoughtful, long-term products.

EXPERTISE

[LARGE_LANGUAGE_MODELS][AGENTIC_SYSTEMS][DATA_ENGINEERING][SOLUTION_ARCHITECTURE][RAG_SYSTEMS][VECTOR_SEARCH][EVALS_OBSERVABILITY][MICROSERVICES][DEVOPS_MLOPS][API_DEVELOPMENT][PYTHON][BACKEND_DEV]

EXPERIENCE

OCT_2025 → PRESENT

LEAD_AI_ENGINEER

[AGENTIC_LAB]

  • Built AI assistants for large enterprises on private infrastructure — vLLM inference, LangGraph stack
  • Intent detection, parallel tool fan-out, planning mode, subagents, streaming, context-engineering middleware
  • Tuned hybrid vector + lexical retrieval, lifting precision@k and recall@k
  • Designed a DWH for a ~500k-document legal corpus with LLM-assisted ETL pipelines
  • Led an AI-lab team (5+); pioneered observability- and evaluation-first delivery with LLM-as-judge
MAY_2025 → SEP_2025

LEAD_AI_ENGINEER / SA

[SOLO GPT]

  • Designed microservices-based ETL architecture, DWH orchestration, knowledge base for sales assistant
  • Served top-5 Russian edtech, peak traffic 1000+ RPS
  • Standardized CI/CD; prepared Kubernetes migration
  • Architected integration hub using Temporal and MCP
FEB_2025 → MAY_2025

FREELANCE / INDEPENDENT

[SELF_EMPLOYED]

  • Technical advisor for web3 startup
  • Built corporate chat assistant using Next.js, Anthropic SDK
  • Combined vector search with SQL queries
AUG_2024 → JAN_2025

TECH_LEAD / SA

[RED_MAD_ROBOT]

  • Designed SaaS and on-prem LLM solutions
  • RAG platform, agent workflows, hybrid vector search
  • Supported hiring and mentoring
NOV_2023 → SEP_2024

BACKEND DEV / TECH_LEAD

[INSOMNIAC_DESIGN]

  • Carbon footprint analytics for Adidas, Apple, Mercedes-Benz
  • Managed international teams 5-10 engineers
  • Achieved 100× search speed-up
APR_2022 → OCT_2023

FULL_STACK_DEVELOPER

[FUTURE_FERTILITY]

  • AI platform for embryologists
  • Optimized ML container resources
  • Built analytics dashboards in Apache Superset
NOV_2021 → APR_2022

QUANTITATIVE_DEVELOPER

[SBERBANK_CIB]

  • High-performance APIs for trading panel
  • Designed ETL for critical market decisions

EDUCATION

MOSCOW_STATE_UNIVERSITY

Bachelor's degree, Journalism

2013 → 2018