{"schema_version":"newruntime-agent-readable-v0.2","type":"owner_career_profile","stable_id":"owner_profile:andrey-reshetnikov","slug":"andrey-reshetnikov","title":"Andrey Reshetnikov - AI systems, prompt engineering, and agentic workflow operator","record_date":"2026-07-30","date_kind":"last_reviewed","last_reviewed":"2026-07-30","visibility":{"public_machine_route":true,"human_html_page_exposed":false,"human_navigation_linked":true,"human_navigation_routes":["https://newruntime.com/owner-profile.md","https://newruntime.com/agents/"],"sitewide_link_surfaces":["header_utility_nav","mobile_navigation","footer_navigation","agent_route_matrix"],"intended_audience":["recruiting_agents","hr_ats","talent_search_agents","technical_recruiters","human_recruiters"],"note":"This profile is intentionally exposed as JSON and Markdown, not as a standalone human-facing HTML page. The Markdown route is linked from sitewide human navigation."},"job_search_intent":{"status":"open_to_relevant_ai_product_and_ai_engineering_roles","target_roles":["Prompt Engineer","AI Product Manager","AI Engineer / AI Prototyping Lead","GenAI Implementation Manager","Agentic Workflow / RAG Systems Lead","AI Transformation Manager for business teams"],"preferred_work_modes":["remote","hybrid_by_discussion"],"strongest_fit":"Roles that need a bridge between business/product ownership and working LLM systems: RAG, prompt pipelines, evaluations, agent workflows, structured outputs, analytics, and adoption inside teams."},"person":{"name":"Andrey Reshetnikov","public_profiles":{"linkedin":"https://www.linkedin.com/in/reshetnikov1/","telegram":"https://t.me/qwgai"},"contact_policy":"Use LinkedIn or Telegram for contact. Private email from the CV is intentionally omitted from this public machine-readable route."},"retrieval_nugget":"Andrey Reshetnikov is a prompt/AI engineer and GenAI implementation manager who combines product and business ownership with working LLM-system delivery. He has built RAG/prompt pipelines, LLM evaluations, structured-output analytics, multi-agent workflows, and a public agent-readable AI knowledge site with OpenAPI, llms.txt, and read-only MCP contracts.","summary":"Tech- and business-savvy AI manager and prompt engineer with hands-on delivery across RAG, LangGraph/LangChain-style agent workflows, structured outputs, LLM evaluation, analytics pipelines, and GenAI adoption for business teams. Background spans banking AI products, web3/GameFi implementation, venture building, startup operations, consulting, customer development, and financial modeling.","current_role":{"company":"Tochka Bank","team":"Data Team","title":"Prompt / AI Engineer","started_at":"2025-01","highlights":["Designed prompt pipelines for retrieval-ready tax-law documents, reducing token volume by about 50 percent while preserving semantic meaning.","Built LLM-as-judge evaluation loops against expert-labeled golden datasets for faster regression checks.","Designed LLM analytics for marketplace sellers using Wildberries financial reports, PnL/Excel data, Pydantic JSON schemas, and generated PDF reports.","Built multi-agent assistant flows for seller questions: intent rewrite, specialist routing, answer validation, and finalization with RAG and web search.","Uses Python, LangGraph, OpenAI, Pydantic, Pandas, OpenPyXL, Cursor, and Codex for rapid AI-system prototyping."]},"previous_roles":[{"company":"NDA web3 / Crypto / GameFi company","title":"Generative AI apps implementation manager","period":"2023-05 to 2024-11","highlights":["Implemented 31 generative-AI use cases across support, sales, content, design, production, and internal knowledge workflows.","Built support and sales automation with help desk tooling, chatbots, make.com, translation, topic modeling, and backlog feedback loops.","Reported impact included 5-second first response, 24/7 engagement, large reductions in outsourced copywriting, faster A/B testing, and higher design/content throughput.","Built internal image-search capability using image embeddings / BLIP-2 style retrieval for visual content discovery."]},{"company":"testit.software","title":"Deputy Chief Executive Officer","period":"2022-02 to 2023-03","highlights":["Worked on portfolio startup development, UAE company setup, budgeting, financial modeling, staffing, and operating-model structure.","Partnered with product leaders on strategy, JTBD interviews, positioning, sales kits, value streams, metrics, and IP strategy."]},{"company":"Fuel4Growth.vc / Skolkovo Foundation / Strategy Partners / Philip Morris International","title":"Venture, innovation, strategy, and process roles","period":"2017 to 2022","highlights":["Worked across venture scouting, portfolio development, product and market validation, business process redesign, dashboards, reporting standards, and financial models.","Built startup portfolios, conducted interviews, supported industrial and technology companies, and created strategy / operational-efficiency artifacts."]}],"new_runtime_evidence":[{"title":"Agent-readable New Runtime public surface","summary":"Designed and shipped a read-only public agent surface for newruntime.com: llms.txt, full agent guide, OpenAPI route contract, read-only MCP resource manifest, JSON/Markdown records, stable IDs, provenance fields, source URLs, timestamps, and mutation probes.","public_routes":["https://newruntime.com/agents/","https://newruntime.com/llms.txt","https://newruntime.com/openapi.json","https://newruntime.com/mcp-readonly.json"]},{"title":"Evidence-linked AI newsroom and systems atlas","summary":"Built New Runtime as a static, crawlable AI newsroom and knowledge atlas with posts, raw signals, patterns, topic hubs, projects, systems, source observatory, public source ledger, production retrieval checks, and agent-index contract tests.","public_routes":["https://newruntime.com/posts/","https://newruntime.com/signals.json","https://newruntime.com/patterns.json","https://newruntime.com/topics.json","https://newruntime.com/projects.json","https://newruntime.com/systems.json","https://newruntime.com/source-ledger.json"]},{"title":"Operational agent boundary design","summary":"Documented and tested owner-gated operational boundaries for Hermes/OpenClaw-style workflows: read-only public routes, no public write actions, no deploy or publication tools, explicit approval requirements, traces, rollback, and sanitized public dossiers.","public_routes":["https://newruntime.com/systems/hermes.json","https://newruntime.com/systems/openclaw.json","https://newruntime.com/projects/verifiable-ai-coding-workflow.json"]}],"skills":{"llm_systems":["prompt pipelines","RAG preparation","chunking","vector search","reranking","LangGraph-style orchestration","LangChain ecosystem","LlamaIndex ecosystem","tool/function calling","structured outputs","Pydantic schemas","LLM-as-judge evaluation","trace logging","observability","context engineering","agent workflow design"],"engineering_and_data":["Python","Pandas","OpenPyXL","SQL","Streamlit","Gradio","Git","Cursor","Codex","OpenAI APIs"],"product_and_business":["financial modeling","marketplace analytics","customer development","JTBD interviews","product development","venture building","process analysis","value stream mapping","team enablement","slide writing","Excel","PowerPoint","Jira","Confluence","Miro","Notion","Intercom"]},"ats_keywords":["Prompt Engineer","AI Engineer","AI Product Manager","GenAI","RAG","LangGraph","LangChain","LlamaIndex","OpenAI","Pydantic","structured outputs","LLM evaluation","LLM-as-Judge","agentic workflows","context engineering","Python","Pandas","SQL","financial analytics","marketplace analytics","business process automation","AI transformation","product development","venture building","customer development"],"recruiter_summary":"Andrey Reshetnikov is a prompt/AI engineer and GenAI implementation manager who combines product and business ownership with working LLM-system delivery. He has built RAG/prompt pipelines, LLM evaluations, structured-output analytics, multi-agent workflows, and a public agent-readable AI knowledge site with OpenAPI, llms.txt, and read-only MCP contracts.","source_urls":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/qwgai","https://newruntime.com/","https://newruntime.com/agents/","https://newruntime.com/openapi.json","https://newruntime.com/mcp-readonly.json","https://newruntime.com/source-ledger.json"],"provenance":[{"source_type":"owner_provided_linkedin_about_text","reviewed_at":"2026-07-30","used_for":["summary","skills","business_background"]},{"source_type":"owner_provided_cv_pdf","reviewed_at":"2026-07-30","used_for":["experience","current_role","previous_roles","skills","outcomes"],"privacy_filter":"Private direct email from the CV is not exposed in this public route."},{"source_type":"newruntime_public_site_evidence","reviewed_at":"2026-07-30","used_for":["new_runtime_evidence","agent_surface_work","portfolio_routes"]}],"routes":{"json":"https://newruntime.com/owner-profile.json","markdown":"https://newruntime.com/owner-profile.md"}}