{"id":2250,"date":"2026-07-26T19:22:00","date_gmt":"2026-07-26T19:22:00","guid":{"rendered":"https:\/\/www.dobryakov.com\/blog\/2250\/"},"modified":"2026-07-26T19:22:00","modified_gmt":"2026-07-26T19:22:00","slug":"ai-demand-from-vacancies","status":"publish","type":"post","link":"https:\/\/www.dobryakov.com\/blog\/2250\/","title":{"rendered":"\u0421\u043f\u0440\u043e\u0441 \u043d\u0430 AI-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432 \u0432 2026: \u043a\u043e\u0433\u043e \u0438\u0449\u0443\u0442 \u043f\u043e \u0432\u0430\u043a\u0430\u043d\u0441\u0438\u044f\u043c"},"content":{"rendered":"<p>\u0425\u0430\u0439\u043f \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u00ab\u043d\u0430\u043d\u0438\u043c\u0430\u0439\u0442\u0435 AI\u00bb. \u0412 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 JD \u043f\u043e\u043a\u0443\u043f\u0430\u044e\u0442 \u0434\u0440\u0443\u0433\u043e\u0435: \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u0442\u0432\u0435\u0447\u0430\u044e\u0442 \u0437\u0430 <strong>production agents<\/strong>, <strong>evals<\/strong>, <strong>Applied AI<\/strong> \u0438 <strong>partner delivery<\/strong>. \u0414\u0430\u043b\u044c\u0448\u0435 \u2014 \u043c\u0435\u0442\u043e\u0434 \u0447\u0442\u0435\u043d\u0438\u044f \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u043e\u0432 \u0432\u0430\u043a\u0430\u043d\u0441\u0438\u0439 \u043a\u0430\u043a org chart \u043f\u043e\u0434 \u0434\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u0438 \u043f\u044f\u0442\u044c \u0440\u043e\u043b\u0435\u0432\u044b\u0445 \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u043e\u0432 \u0438\u0437 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430.<\/p>\n<p><!--more--><\/p>\n<p>\u0420\u044b\u043d\u043e\u0447\u043d\u044b\u0435 \u043e\u0431\u0437\u043e\u0440\u044b \u043b\u044e\u0431\u044f\u0442 \u0430\u0433\u0440\u0435\u0433\u0430\u0442\u044b: \u00ab\u0441\u043f\u0440\u043e\u0441 \u043d\u0430 AI \u0432\u044b\u0440\u043e\u0441 \u043d\u0430 N%\u00bb. \u0414\u043b\u044f CTO \u0438 Head of Engineering \u043f\u0440\u043e\u0446\u0435\u043d\u0442 \u043f\u043e\u0447\u0442\u0438 \u0431\u0435\u0441\u043f\u043e\u043b\u0435\u0437\u0435\u043d: \u043e\u043d \u043d\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u0442, <em>\u043a\u043e\u0433\u043e<\/em> \u043f\u043e\u043a\u0443\u043f\u0430\u044e\u0442 \u0438 <em>\u043a\u0430\u043a\u0443\u044e \u0431\u043e\u043b\u044c<\/em> \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u043d\u0430\u0439\u043c.<\/p>\n<p>\u042f \u0431\u0435\u0440\u0443 <strong>\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0440\u043e\u043b\u0435\u0439<\/strong> \u043e\u0434\u043d\u043e\u0439 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0438\u043b\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0438\u043f\u0430 \u0441\u0438\u0433\u043d\u0430\u043b\u0430 \u0438 \u0441\u043c\u043e\u0442\u0440\u044e, \u043a\u0430\u043a\u0430\u044f \u043e\u0440\u0433\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u043f\u0440\u043e\u0441\u0442\u0443\u043f\u0430\u0435\u0442 \u0441\u043a\u0432\u043e\u0437\u044c \u0442\u0435\u043a\u0441\u0442. \u041e\u0431\u044f\u0437\u0430\u043d\u043d\u043e\u0441\u0442\u0438 \u0432 JD \u0447\u0430\u0441\u0442\u043e \u0447\u0435\u0441\u0442\u043d\u0435\u0435 keynote: \u0442\u0430\u043c \u0443\u0436\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u043e, \u0447\u0442\u043e \u043d\u0435 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f, \u0447\u0442\u043e \u0441\u044b\u043f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445, \u0447\u0435\u0433\u043e \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u0435\u0442 \u0434\u043e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0433\u043e \u0440\u0430\u0443\u043d\u0434\u0430 \u0438\u043b\u0438 \u043b\u0438\u0441\u0442\u0438\u043d\u0433\u0430.<\/p>\n<p>\u041a\u043e\u0440\u043f\u0443\u0441 \u2014 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u0430\u043a\u0430\u043d\u0441\u0438\u0438 frontier lab, enterprise pharma, industrial Series C, agent-startup \u043f\u0435\u0440\u0435\u0434 Series A. \u042d\u0442\u043e \u043d\u0435 \u00ab\u0432\u0435\u0441\u044c LinkedIn\u00bb, \u0430 \u043c\u0435\u0442\u043e\u0434\u0438\u043a\u0430 \u043d\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0445 JD: \u0433\u0434\u0435 \u043f\u0430\u0442\u0442\u0435\u0440\u043d \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u0442\u0441\u044f \u0443 \u0440\u0430\u0437\u043d\u044b\u0445 \u0440\u0430\u0431\u043e\u0442\u043e\u0434\u0430\u0442\u0435\u043b\u0435\u0439, \u0442\u0430\u043c \u0441\u043f\u0440\u043e\u0441; \u043e\u0434\u043d\u0430 \u043a\u0440\u0430\u0441\u0438\u0432\u0430\u044f \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u0440\u0435\u043a\u0440\u0443\u0442\u0435\u0440\u0430 \u0441\u0430\u043c\u0430 \u043f\u043e \u0441\u0435\u0431\u0435 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442.<\/p>\n<h2>\u041c\u0435\u0442\u043e\u0434: JD \u043a\u0430\u043a org chart \u043f\u043e\u0434 \u0434\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c<\/h2>\n<p>\u041e\u0434\u043d\u0430 \u0432\u0430\u043a\u0430\u043d\u0441\u0438\u044f \u2014 \u0448\u0443\u043c. \u0422\u0440\u0438 \u0440\u043e\u043b\u0438 \u0440\u044f\u0434\u043e\u043c \u0441 \u043f\u0435\u0440\u0435\u0441\u0435\u043a\u0430\u044e\u0449\u0438\u043c\u0438\u0441\u044f \u043e\u0431\u044f\u0437\u0430\u043d\u043d\u043e\u0441\u0442\u044f\u043c\u0438 \u2014 \u0443\u0436\u0435 \u0447\u0435\u0440\u0442\u0451\u0436.<\/p>\n<p>\u0412\u043e\u043f\u0440\u043e\u0441\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u044f \u0437\u0430\u0434\u0430\u044e \u0442\u0435\u043a\u0441\u0442\u0443 \u0432\u0430\u043a\u0430\u043d\u0441\u0438\u0438:<\/p>\n<ol>\n<li><strong>\u0427\u0442\u043e \u0441\u043b\u043e\u043c\u0430\u043b\u043e\u0441\u044c \u0438\u043b\u0438 \u043d\u0435 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f?<\/strong> \u0427\u0430\u0441\u0442\u043e \u043f\u0440\u044f\u043c\u043e \u0432 responsibilities: \u00abcustomer outcomes\u00bb, \u00abregression across product surfaces\u00bb, \u00abpartner-led pre-sales\u00bb.<\/li>\n<li><strong>\u041a\u043e\u0433\u043e \u0438\u0449\u0443\u0442 \u0440\u044f\u0434\u043e\u043c?<\/strong> \u041e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0439 \u043d\u0430\u0439\u043c 3\u00d7 Engineering Manager \u0438\u043b\u0438 EM + Prompt\/Evals + Partner SA \u2014 \u044d\u0442\u043e \u043d\u0435 \u00ab\u043e\u0442\u043a\u0440\u044b\u043b\u0438 \u0435\u0449\u0451 \u043e\u0434\u043d\u0443 \u043f\u043e\u0437\u0438\u0446\u0438\u044e\u00bb, \u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438.<\/li>\n<li><strong>\u0413\u0434\u0435 \u043b\u0435\u0436\u0438\u0442 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0443\u0441\u043f\u0435\u0445\u0430 \u0440\u043e\u043b\u0438?<\/strong> \u00ab\u0414\u043e\u0432\u0435\u0441\u0442\u0438 automation \u0441 40% \u0434\u043e 85\u201395%\u00bb, \u00abevaluation harness\u00bb, \u00abproduction AI assets\u00bb \u2014 \u044d\u0442\u043e \u0443\u0436\u0435 \u043d\u0435 \u00ab\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u044c LLM\u00bb.<\/li>\n<li><strong>\u0427\u0442\u043e \u0432 nice-to-have, \u0430 \u0447\u0442\u043e \u0432 must-have?<\/strong> \u0415\u0441\u043b\u0438 evaluation harness \u0438 failure taxonomy \u0441\u0442\u043e\u044f\u0442 \u0432 non-negotiable \u0443 technical cofounder \u2014 \u0440\u044b\u043d\u043e\u043a \u043d\u0430\u0437\u0432\u0430\u043b \u0446\u0435\u043d\u0443 \u043d\u0430\u0434\u0451\u0436\u043d\u043e\u0441\u0442\u0438.<\/li>\n<\/ol>\n<p>\u0420\u0430\u0431\u043e\u0447\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043f\u0440\u0438 \u0447\u0442\u0435\u043d\u0438\u0438: <strong>\u043d\u0430\u043d\u0438\u043c\u0430\u044e\u0442 \u043f\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u044e, \u0431\u0435\u0437 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0443\u0436\u0435 \u0442\u0435\u043a\u0443\u0442 \u0434\u0435\u043d\u044c\u0433\u0438 \u0438\u043b\u0438 \u0440\u0435\u043f\u0443\u0442\u0430\u0446\u0438\u044f<\/strong> \u2014 \u0430 \u043d\u0435 \u043f\u043e\u0434 \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0442\u043d\u044b\u0439 \u00ab\u043d\u0430\u0432\u044b\u043a \u043c\u043e\u0434\u0435\u043b\u0438\u00bb.<\/p>\n<h2>\u041f\u044f\u0442\u044c \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0442\u0441\u044f<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u041a\u043b\u0430\u0441\u0442\u0435\u0440<\/th>\n<th>\u041f\u043e\u0434 \u0447\u0442\u043e \u043d\u0430\u043d\u0438\u043c\u0430\u044e\u0442 \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435<\/th>\n<th>\u0422\u0438\u043f\u0438\u0447\u043d\u044b\u0439 \u0441\u0438\u0433\u043d\u0430\u043b \u0432 JD<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Production agent ownership<\/td>\n<td>Hands-on EM \/ tech lead, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0441\u0430\u043c \u0434\u0435\u043f\u043b\u043e\u0438\u0442 \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u043a \u043a\u043b\u0438\u0435\u043d\u0442\u0443<\/td>\n<td>evals, guardrails, HITL, orchestration, \u00abnot just used AI tools\u00bb<\/td>\n<\/tr>\n<tr>\n<td>Applied AI leadership<\/td>\n<td>Director \/ Sr. Director, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0441\u0432\u043e\u0434\u0438\u0442 AI-\u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u044b \u0432 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0443<\/td>\n<td>multi-team AI roadmap, architecture, GTM alignment<\/td>\n<\/tr>\n<tr>\n<td>Evals as infrastructure<\/td>\n<td>\u041e\u0442\u0434\u0435\u043b\u044c\u043d\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 eval, \u043d\u0435 \u00ab\u043f\u043e\u0431\u043e\u0447\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 IC\u00bb<\/td>\n<td>eval suites, regression on model releases, mentorship product teams<\/td>\n<\/tr>\n<tr>\n<td>Partner \/ field architecture<\/td>\n<td>\u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f \u0447\u0435\u0440\u0435\u0437 GSI \u0438 cloud-\u043f\u0430\u0440\u0442\u043d\u0451\u0440\u043e\u0432<\/td>\n<td>reference architectures, partner-led pre-sales, enterprise readiness<\/td>\n<\/tr>\n<tr>\n<td>Industrial \/ domain autonomy<\/td>\n<td>C-level \u0438\u043b\u0438 Director \u0441 \u043c\u0430\u043d\u0434\u0430\u0442\u043e\u043c \u043d\u0430 autonomous \/ agentic \u043f\u0435\u0440\u0435\u0445\u043e\u0434<\/td>\n<td>\u00abdrive transition toward agentic AI\u00bb, OT\u2013IT, production environments<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0420\u0430\u0437\u0431\u0435\u0440\u0443 \u043a\u0430\u0436\u0434\u044b\u0439 \u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u043d\u0430 \u0436\u0438\u0432\u044b\u0445 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430\u0445 \u2014 \u0431\u0435\u0437 \u0438\u043c\u0451\u043d \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0430\u043c, \u0433\u0434\u0435 \u0432 \u0431\u0430\u0437\u0435 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u0430\u043d\u043e\u043d\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0430.<\/p>\n<h3>1. Production agent ownership<\/h3>\n<p>VC-backed AI-\u0441\u0442\u0430\u0440\u0442\u0430\u043f (~$5M ARR) \u043f\u0435\u0440\u0435\u0434 Series A \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0438\u0449\u0435\u0442 <strong>\u0442\u0440\u0451\u0445<\/strong> Software Engineering Manager \u043f\u043e\u0434 AI agents (EU\/UK, \u0447\u0435\u0440\u0435\u0437 Techmunity). \u0412 \u0442\u0435\u043a\u0441\u0442\u0435 \u0440\u043e\u043b\u0438 \u2014 \u043b\u0438\u0447\u043d\u044b\u0439 \u0442\u0440\u0435\u043a: agents in production; \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435, <em>\u043a\u0430\u043a \u0430\u0433\u0435\u043d\u0442\u044b \u043b\u043e\u043c\u0430\u043b\u0438\u0441\u044c<\/em>; \u043a\u0430\u043a \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u043b\u0438 reliability, evals, guardrails, edge cases. Squad \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0437\u0430 orchestration, tool integrations, monitoring, human-in-the-loop (HITL); \u043f\u043b\u044e\u0441 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0435\u043f\u043b\u043e\u0438 \u2014 automation \u0443 \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0441 ~40% \u0434\u043e 85\u201395%.<\/p>\n<p>\u0421\u0438\u0433\u043d\u0430\u043b \u0438\u0437 \u0440\u0430\u0437\u0431\u043e\u0440\u0430: delivery \u0440\u0430\u043d\u044c\u0448\u0435 \u0441\u0438\u0434\u0435\u043b \u0432 Customer Success \u0438 \u043d\u0435 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043b\u0441\u044f. \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u0443\u0445\u043e\u0434\u0438\u0442 \u0432 engineering-led deployment \u043f\u0435\u0440\u0435\u0434 \u0440\u0430\u0443\u043d\u0434\u043e\u043c \u2014 eng \u0434\u043e\u043b\u0436\u0435\u043d \u0432\u043b\u0430\u0434\u0435\u0442\u044c customer outcomes, \u0438 \u044d\u0442\u043e \u043d\u0430\u0434\u043e \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0438\u043d\u0432\u0435\u0441\u0442\u043e\u0440\u0430\u043c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u043d\u0430\u0439\u043c\u0430.<\/p>\n<p>\u0422\u043e\u0442 \u0436\u0435 \u0430\u043a\u0446\u0435\u043d\u0442 \u043d\u0430 production reliability \u0443 technical cofounder agentic-\u0441\u0442\u0430\u0440\u0442\u0430\u043f\u0430 (NL\/EU): \u0432 must-have \u0441\u0442\u043e\u044f\u0442 evaluation harness, regression prevention, error\/failure taxonomy, monitoring \u2014 \u0440\u044f\u0434\u043e\u043c \u0441 CI\/CD \u0438 safe releases. \u0411\u0435\u0437 eval-\u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u0430 \u043f\u0440\u043e\u0441\u0442\u043e \u043d\u0435 \u0431\u0435\u0440\u0443\u0442.<\/p>\n<h3>2. Applied AI leadership<\/h3>\n<p>\u041f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u043e \u0440\u044b\u043d\u043a\u0443 \u0441\u0442\u0430\u0440\u0442\u0430\u043f\u043e\u0432 \u0438\u0434\u0443\u0442 \u0440\u043e\u043b\u0438 \u0443\u0440\u043e\u0432\u043d\u044f <strong>Sr. Director, Engineering \u2014 Applied AI<\/strong> (NAMER\/EMEA): \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f AI engineering across product lines, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b \u2192 scalable outcomes, \u0432\u044b\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043d\u0438\u0435 \u0441 product\/design\/GTM. \u042d\u0442\u043e \u0443\u0436\u0435 \u043d\u0435 \u00ab\u043a\u043e\u043c\u0430\u043d\u0434\u0430 ML \u0432 \u0443\u0433\u043b\u0443\u00bb, \u0430 \u043e\u0440\u0433\u0441\u043b\u043e\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0430\u0437\u0440\u043e\u0437\u043d\u0435\u043d\u043d\u044b\u0435 AI-\u0444\u0438\u0447\u0438 \u0432 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u0443\u044e \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0443.<\/p>\n<p>\u0412 enterprise pharma \u0442\u043e\u0442 \u0436\u0435 \u0441\u0434\u0432\u0438\u0433 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0432 <strong>Director, Enterprise AI Engineering<\/strong> (AstraZeneca, Gothenburg): \u043f\u044f\u0442\u044c \u0437\u043e\u043d \u043e\u0442 Systems Intelligence \u0434\u043e Product Incubation, golden path \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438, operational excellence production ML, \u043b\u0438\u0434\u0435\u0440\u0441\u0442\u0432\u043e \u043d\u0430\u0434 PhD-heavy \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439. \u041a\u0430\u0440\u0442\u043e\u0447\u043a\u0430 \u0432 \u0431\u0430\u0437\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0441\u043c\u044b\u0441\u043b: \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043e\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043a production-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435; \u0440\u043e\u043b\u044c \u00ab\u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0447\u0438\u043a\u0430\u00bb \u043d\u0430\u0443\u043a\u0430 \u2192 delivery \u0440\u0430\u043d\u044c\u0448\u0435 \u043d\u0435 \u0431\u044b\u043b\u0430 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u0430.<\/p>\n<p>\u0415\u0441\u043b\u0438 \u0432\u044b CTO enterprise \u0438 \u0432\u0441\u0451 \u0435\u0449\u0451 \u043f\u043b\u0430\u043d\u0438\u0440\u0443\u0435\u0442\u0435 AI \u043a\u0430\u043a \u00ab\u0434\u0432\u0443\u0445 \u0441\u0438\u043b\u044c\u043d\u044b\u0445 ML-\u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043e\u0432\u00bb \u2014 JD \u044d\u0442\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0443\u0436\u0435 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0434\u0440\u0443\u0433\u0443\u044e \u043e\u0440\u0433\u0441\u0445\u0435\u043c\u0443.<\/p>\n<h3>3. Evals as infrastructure<\/h3>\n<p>\u0423 frontier lab (Anthropic) \u0440\u043e\u043b\u044c <strong>Prompt Engineer, Agent Prompts &amp; Evals<\/strong> (SF, \u0432\u0438\u043b\u043a\u0430 \u043f\u043e\u0440\u044f\u0434\u043a\u0430 $320\u2013405K \u0432 \u043a\u0430\u0440\u0442\u043e\u0447\u043a\u0435 \u0432\u0430\u043a\u0430\u043d\u0441\u0438\u0438) \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0435 \u0438 feature-\u043f\u0440\u043e\u043c\u043f\u0442\u044b, eval-\u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0438 \u0438 automated suites, regression testing \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043f\u043e product surfaces, \u043c\u0435\u043d\u0442\u043e\u0440\u0438\u043d\u0433 product-\u043a\u043e\u043c\u0430\u043d\u0434. \u0412 \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u0432\u0430\u043a\u0430\u043d\u0441\u0438\u0438: prompting \u0440\u0430\u043d\u044c\u0448\u0435 \u0431\u044b\u043b \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u0430\u0440\u043d\u044b\u043c \u043f\u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u043c; \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u043e \u043e\u0442\u043a\u0440\u044b\u0442 EM \u043d\u0430 \u0442\u0443 \u0436\u0435 \u043b\u0438\u043d\u0438\u044e \u2014 \u043b\u0438\u043d\u0438\u044f \u043f\u043b\u0430\u043d\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f, \u0430 \u043d\u0435 \u043e\u0434\u0438\u043d\u043e\u0447\u043d\u044b\u0439 IC.<\/p>\n<p>\u042d\u0442\u043e \u0440\u044b\u043d\u043e\u0447\u043d\u044b\u0439 \u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0442\u0435\u0437\u0438\u0441\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u044f \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u043b \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043f\u0440\u043e <a href=\"https:\/\/www.dobryakov.com\/blog\/2246\/\">eval \u043a\u0430\u043a \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0440\u0435\u043b\u0438\u0437\u0430 AI-\u0444\u0438\u0447\u0438<\/a>: \u043a\u043e\u0433\u0434\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\u044e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, demo-grade \u00ab\u043d\u0430 \u0433\u043b\u0430\u0437\u043e\u043a\u00bb \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c \u043f\u0440\u0438\u0435\u043c\u043b\u0435\u043c\u044b\u043c \u2014 \u0438 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f headcount \u043f\u043e\u0434 \u0434\u0438\u0441\u0446\u0438\u043f\u043b\u0438\u043d\u0443.<\/p>\n<h3>4. Partner \/ field architecture<\/h3>\n<p>\u0422\u043e\u0442 \u0436\u0435 lab \u043d\u0430\u043d\u0438\u043c\u0430\u0435\u0442 <strong>Head of International Applied AI Architecture, Partnerships<\/strong> (London): \u043a\u043e\u043c\u0430\u043d\u0434\u0430 Partner Solutions Architects, \u043a\u0440\u0443\u043f\u043d\u044b\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0435 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0442\u043e\u0440\u044b (GSI) \u0438 cloud-\u043f\u0430\u0440\u0442\u043d\u0451\u0440\u044b, partner-led pre-sales, reference architectures, feedback \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442. \u0412 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u0445 \u2014 RAG, \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, enterprise production readiness.<\/p>\n<p>\u0421\u0438\u043b\u044c\u043d\u0435\u0435 \u0447\u0438\u0442\u0430\u0442\u044c \u044d\u0442\u043e \u043a\u0430\u043a <strong>platform-pivot<\/strong>: marketplace, partner network \u0438 field enablement \u043e\u0431\u0433\u043e\u043d\u044f\u044e\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u044e\u044e capacity lab \u0437\u0430\u043a\u0440\u044b\u0442\u044c enterprise-\u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f \u0441\u0432\u043e\u0438\u043c\u0438 \u0440\u0443\u043a\u0430\u043c\u0438. \u0421\u043f\u0440\u043e\u0441 \u043d\u0430 applied architecture \u0443\u0435\u0437\u0436\u0430\u0435\u0442 \u043d\u0430\u0440\u0443\u0436\u0443 \u2014 \u043a \u043f\u0430\u0440\u0442\u043d\u0451\u0440\u0430\u043c \u0438 \u043a \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0443\u043c\u0435\u044e\u0442 \u0432\u043d\u0435\u0434\u0440\u044f\u0442\u044c \u0432 \u0447\u0443\u0436\u0438\u0445 \u043a\u043e\u043d\u0442\u0443\u0440\u0430\u0445. \u0421\u043e\u0441\u0435\u0434\u043d\u0438\u0439 \u0441\u043b\u043e\u0439 \u2014 <a href=\"https:\/\/www.dobryakov.com\/blog\/2196\/\">\u0437\u0430\u0447\u0435\u043c AI-\u0441\u043a\u0438\u043b\u043b\u0430\u043c \u043d\u0443\u0436\u0435\u043d \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433 \u0432\u043c\u0435\u0441\u0442\u043e \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433<\/a>: \u0438 \u043b\u044e\u0434\u0438, \u0438 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0435 \u043f\u0430\u043a\u0435\u0442\u044b \u0431\u0435\u0437 gate \u043d\u0430 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0435 \u0440\u0430\u0441\u043f\u043e\u043b\u0437\u0430\u044e\u0442\u0441\u044f.<\/p>\n<h3>5. Industrial \/ domain autonomy<\/h3>\n<p>\u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439, \u0431\u043e\u043b\u0435\u0435 \u0442\u0438\u0445\u0438\u0439 \u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u2014 industrial AI \u043d\u0430 Series C. \u0412\u0430\u043a\u0430\u043d\u0441\u0438\u044f CTO (UK remote, \u00a3150\u2013190k + equity 1.5\u20132%): \u0441\u0440\u0435\u0434\u0438 \u043e\u0431\u044f\u0437\u0430\u043d\u043d\u043e\u0441\u0442\u0435\u0439 \u044f\u0432\u043d\u043e <strong>drive technical transition toward more agentic AI and autonomous optimization<\/strong>. \u042d\u0442\u043e \u043c\u0430\u043d\u0434\u0430\u0442 \u0440\u043e\u043b\u0438, \u0430 \u043d\u0435 \u043f\u0443\u043d\u043a\u0442 \u0438\u0437 investor deck. OT\u2013IT \u043e\u043f\u044b\u0442 \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u0447\u0430\u0441\u0442\u043e \u0435\u0449\u0451 nice-to-have: autonomy \u0443\u0436\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442\u0435, \u0430 \u0440\u0435\u0434\u043a\u043e\u0441\u0442\u044c OT\u2013IT \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u0438\u0437\u044b \u0435\u0449\u0451 \u043d\u0435 \u0434\u043e\u0436\u0430\u043b\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043e must-have.<\/p>\n<p>\u0414\u043b\u044f \u0442\u0435\u0445, \u043a\u0442\u043e \u0441\u043c\u043e\u0442\u0440\u0438\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 consumer ChatGPT-\u0445\u0430\u0439\u043f: \u0434\u0435\u043d\u044c\u0433\u0438 Series C \u0443\u0436\u0435 \u0432\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 agentic transition \u0432 job description C-level.<\/p>\n<h2>\u041a\u0430\u043a \u043d\u0435 \u043e\u0431\u043c\u0430\u043d\u0443\u0442\u044c\u0441\u044f \u043c\u0435\u0442\u043e\u0434\u043e\u043c<\/h2>\n<p>\u041a\u043b\u0430\u0441\u0442\u0435\u0440 \u2260 \u043f\u0440\u043e\u0433\u043d\u043e\u0437 \u0431\u0438\u0440\u0436\u0438. \u041d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0439, \u0431\u0435\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 storytelling:<\/p>\n<ul>\n<li><strong>\u0412\u044b\u0431\u043e\u0440\u043a\u0430 \u0441\u043c\u0435\u0449\u0435\u043d\u0430.<\/strong> \u041a\u043e\u0440\u043f\u0443\u0441 \u2014 \u0440\u043e\u043b\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u043f\u0430\u043b\u0438 \u0432 \u0440\u0430\u0437\u0432\u0435\u0434\u043a\u0443 (LinkedIn, \u0440\u0435\u043a\u0440\u0443\u0442\u0435\u0440\u044b, retained search). \u042d\u0442\u043e \u043d\u0435 \u0441\u043b\u0443\u0447\u0430\u0439\u043d\u0430\u044f \u0432\u044b\u0431\u043e\u0440\u043a\u0430 \u0432\u0441\u0435\u0445 AI-\u0432\u0430\u043a\u0430\u043d\u0441\u0438\u0439 \u043f\u043b\u0430\u043d\u0435\u0442\u044b.<\/li>\n<li><strong>\u041e\u0434\u043d\u0430 \u0440\u043e\u043b\u044c \u0431\u0435\u0437 \u0441\u043e\u0441\u0435\u0434\u0435\u0439 \u2014 \u0441\u043b\u0430\u0431\u044b\u0439 \u0441\u0438\u0433\u043d\u0430\u043b.<\/strong> \u041a\u0440\u0430\u0441\u0438\u0432\u044b\u0439 JD \u00abAI Engineer\u00bb \u0431\u0435\u0437 \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u0430 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0438 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u043c \u043d\u0430\u0439\u043c\u043e\u043c, \u0438 \u0434\u0435\u043a\u043e\u0440\u0430\u0446\u0438\u0435\u0439 roadmap.<\/li>\n<li><strong>\u0420\u0435\u043a\u0440\u0443\u0442\u0435\u0440\u0441\u043a\u0438\u0439 \u044f\u0437\u044b\u043a \u0432\u0440\u0451\u0442.<\/strong> \u00abTransform the industry\u00bb \u043c\u043e\u0436\u043d\u043e \u0432\u044b\u0447\u0435\u0440\u043a\u043d\u0443\u0442\u044c. \u0421\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u044b\u0435 outcomes, \u0441\u0442\u0435\u043a \u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u0438 \u0441\u043e\u0441\u0435\u0434\u043d\u0438\u0435 \u043f\u043e\u0437\u0438\u0446\u0438\u0438.<\/li>\n<li><strong>\u0417\u0430\u0440\u043f\u043b\u0430\u0442\u043d\u0430\u044f \u0432\u0438\u043b\u043a\u0430 \u043b\u0435\u0433\u0438\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u0434\u0438\u0441\u0446\u0438\u043f\u043b\u0438\u043d\u0443, \u043d\u043e \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043c\u0430\u0441\u0441\u043e\u0432\u043e\u0441\u0442\u044c.<\/strong> $320K+ \u043d\u0430 Agent Prompts &amp; Evals \u0433\u043e\u0432\u043e\u0440\u0438\u0442, \u0447\u0442\u043e lab \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0434\u043e\u0440\u043e\u0433\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u2014 \u043d\u0435 \u0447\u0442\u043e \u0442\u0430\u043a\u0438\u0445 \u0440\u043e\u043b\u0435\u0439 \u0442\u044b\u0441\u044f\u0447\u0438.<\/li>\n<li><strong>\u0410\u043d\u043e\u043d\u0438\u043c\u043d\u044b\u0435 retained-\u0432\u0430\u043a\u0430\u043d\u0441\u0438\u0438<\/strong> \u043f\u043e\u043b\u0435\u0437\u043d\u044b \u043a\u0430\u043a \u043f\u0430\u0442\u0442\u0435\u0440\u043d (3\u00d7 SEM), \u043e\u043f\u0430\u0441\u043d\u044b \u043a\u0430\u043a \u00ab\u0438\u0441\u0442\u043e\u0440\u0438\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438\u00bb \u2014 \u0432 \u0431\u0430\u0437\u0435 \u0447\u0430\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u043e\u0434\u0430\u0442\u0435\u043b\u0435\u0439 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u0431\u0435\u0437 \u0438\u043c\u0435\u043d\u0438.<\/li>\n<\/ul>\n<p>\u0415\u0441\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 \u0432\u044b\u0447\u0451\u0440\u043a\u0438\u0432\u0430\u043d\u0438\u044f \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u044b\u0445 \u043f\u0440\u0438\u043b\u0430\u0433\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0432 JD \u043d\u0435 \u043e\u0441\u0442\u0430\u043b\u043e\u0441\u044c failure mode, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f \u0443\u0441\u043f\u0435\u0445\u0430 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u2014 \u044d\u0442\u043e \u0435\u0449\u0451 \u043d\u0435 \u0441\u0438\u0433\u043d\u0430\u043b \u0441\u043f\u0440\u043e\u0441\u0430. \u042d\u0442\u043e \u043f\u0440\u0435\u0441\u0441-\u0440\u0435\u043b\u0438\u0437 \u0432 \u0444\u043e\u0440\u043c\u0435 \u0432\u0430\u043a\u0430\u043d\u0441\u0438\u0438.<\/p>\n<h2>\u0427\u0442\u043e \u0441 \u044d\u0442\u0438\u043c \u0434\u0435\u043b\u0430\u0442\u044c CTO \u0438 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u0443<\/h2>\n<p><strong>\u0415\u0441\u043b\u0438 \u0432\u044b \u043d\u0430\u043d\u0438\u043c\u0430\u0435\u0442\u0435.<\/strong> \u0421\u0432\u0435\u0440\u044c\u0442\u0435 \u0441\u0432\u043e\u0439 plan headcount \u0441 \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u0430\u043c\u0438 \u0432\u044b\u0448\u0435. \u0415\u0441\u043b\u0438 \u0432 roadmap \u2014 \u00ab\u0430\u0433\u0435\u043d\u0442\u044b \u0432 \u043f\u0440\u043e\u0434\u00bb, \u0430 \u0432 \u043d\u0430\u0439\u043c\u0435 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e research ML \u0438 prompt-\u044d\u043d\u0442\u0443\u0437\u0438\u0430\u0441\u0442\u044b \u0431\u0435\u0437 eval\/ops ownership, \u0432\u044b \u043f\u043e\u043a\u0443\u043f\u0430\u0435\u0442\u0435 \u0434\u0435\u043c\u043e, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442 \u0440\u044b\u043d\u043e\u043a. \u0418\u043c\u0435\u0435\u0442 \u0441\u043c\u044b\u0441\u043b \u044f\u0432\u043d\u043e \u0437\u0430\u0432\u0435\u0441\u0442\u0438 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430: production agent path, eval gate, partner\/field architecture \u2014 \u0434\u0430\u0436\u0435 \u0435\u0441\u043b\u0438 \u044d\u0442\u043e fractional \u0440\u043e\u043b\u044c, \u0430 \u043d\u0435 FTE.<\/p>\n<p><strong>\u0415\u0441\u043b\u0438 \u0432\u044b \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u0438\u043b\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u0440.<\/strong> \u0421\u043c\u043e\u0442\u0440\u0438\u0442\u0435, \u043a\u0443\u0434\u0430 \u0443\u0435\u0445\u0430\u043b\u0430 \u0446\u0435\u043d\u0430: reliability (evals, guardrails, failure taxonomy), applied delivery across teams, partner-facing architecture. \u042d\u0442\u043e \u0431\u043b\u0438\u0436\u0435 \u043a \u043f\u043e\u0437\u0438\u0446\u0438\u0438 AI Architect \/ production systems, \u0447\u0435\u043c \u043a \u00ab\u044f \u0445\u043e\u0440\u043e\u0448\u043e \u043f\u0438\u0448\u0443 \u043f\u0440\u043e\u043c\u043f\u0442\u044b\u00bb. \u041f\u043e\u0437\u0438\u0446\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u00ab\u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0434\u043e\u0435\u0437\u0436\u0430\u044e\u0442 \u0434\u043e \u043f\u0440\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0443\u043c\u0438\u0440\u0430\u044e\u0442 \u0432 \u043f\u0438\u043b\u043e\u0442\u0435\u00bb \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0442\u0435\u043c, \u0447\u0442\u043e \u0443\u0436\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u0432 JD \u2014 \u043d\u0435 \u0441 \u0442\u0435\u043c, \u0447\u0442\u043e \u043f\u0438\u0448\u0443\u0442 \u0432 \u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0430\u0445 \u043f\u0440\u043e \u00ab\u0431\u0443\u0434\u0443\u0449\u0435\u0435 AI\u00bb.<\/p>\n<p><strong>\u0415\u0441\u043b\u0438 \u0432\u044b \u0447\u0438\u0442\u0430\u0435\u0442\u0435 \u043d\u043e\u0432\u043e\u0441\u0442\u0438 labs.<\/strong> Marketplace, partner network, enablement-\u0440\u043e\u043b\u0438 \u0438 SOX\/compliance \u0432 \u043e\u0434\u043d\u043e\u043c \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u0435 \u2014 \u044d\u0442\u043e \u043d\u0435 \u0440\u0430\u0437\u0440\u043e\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u043d\u0430\u0439\u043c. \u042d\u0442\u043e org chart \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0438\u0442 \u043e\u0442 model-as-a-service \u043a platform + enterprise delivery. \u0412\u043d\u0435\u0448\u043d\u0438\u0439 \u0441\u043f\u0440\u043e\u0441 \u043d\u0430 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u0440\u043e\u0432 \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f \u0440\u0430\u0441\u0442\u0451\u0442 \u0438\u043c\u0435\u043d\u043d\u043e \u0432 \u0442\u0430\u043a\u0438\u0435 \u043e\u043a\u043d\u0430.<\/p>\n<h2>\u0418\u0442\u043e\u0433<\/h2>\n<p>\u0412 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0445 JD 2026 \u0433\u043e\u0434\u0430 \u0441\u043f\u0440\u043e\u0441 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u043d\u0430\u0439\u043c \u043f\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0438, \u0431\u0435\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0430\u0433\u0435\u043d\u0442 \u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u043e\u043c: \u0432\u043b\u0430\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0434\u043e\u043c, eval-\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, Applied AI leadership, partner architecture, \u0438\u043d\u043e\u0433\u0434\u0430 \u2014 industrial autonomy \u043d\u0430 C-level. \u00ab\u0411\u043e\u043b\u044c\u0448\u0435 \u043b\u044e\u0434\u0435\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0443\u043c\u0435\u044e\u0442 ChatGPT\u00bb \u044d\u0442\u0438\u043c \u043a\u043e\u0440\u043f\u0443\u0441\u043e\u043c \u043d\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f.<\/p>\n<p>\u0425\u0430\u0439\u043f \u043f\u0440\u043e\u0434\u0430\u0451\u0442 \u043d\u0430\u0432\u044b\u043a. \u0412\u0430\u043a\u0430\u043d\u0441\u0438\u0438 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u043a\u043e\u043d\u0442\u0443\u0440.<\/p>\n<p>\u0421\u043e\u0431\u0435\u0440\u0438\u0442\u0435 \u043a\u043b\u0430\u0441\u0442\u0435\u0440, \u0432\u044b\u0447\u0435\u0440\u043a\u043d\u0438\u0442\u0435 \u043f\u0440\u0438\u043b\u0430\u0433\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435, \u043e\u0441\u0442\u0430\u0432\u044c\u0442\u0435 outcomes \u0438 \u0441\u043e\u0441\u0435\u0434\u043d\u0438\u0435 \u0440\u043e\u043b\u0438. \u041e\u0441\u0442\u0430\u043d\u0435\u0442\u0441\u044f \u043a\u0430\u0440\u0442\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u043f\u0440\u043e\u0441\u0430.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0425\u0430\u0439\u043f \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u00ab\u043d\u0430\u043d\u0438\u043c\u0430\u0439\u0442\u0435 AI\u00bb. JD \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0434\u0440\u0443\u0433\u043e\u0439 \u0441\u043f\u0440\u043e\u0441: production agents \u0441 evals \u0438 guardrails, Applied AI leadership, partner architecture, evaluation harness \u043a\u0430\u043a must-have. \u041c\u0435\u0442\u043e\u0434 \u2014 \u0447\u0438\u0442\u0430\u0442\u044c \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u044b \u0440\u043e\u043b\u0435\u0439 \u043a\u0430\u043a org chart \u043f\u043e\u0434 \u0434\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c.<\/p>\n","protected":false},"author":0,"featured_media":2249,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[153,184],"tags":[155,190,188,189,158,187,185,186],"class_list":["post-2250","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-engineering","category-market","tag-ai-agents","tag-anthropic","tag-applied-ai","tag-demand","tag-enterprise","tag-evals","tag-hiring-signals","tag-vacancies"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0420\u0430\u0437\u0431\u043e\u0440 AI-\u0432\u0430\u043a\u0430\u043d\u0441\u0438\u0439 2026: \u043f\u044f\u0442\u044c \u0440\u043e\u043b\u0435\u0432\u044b\u0445 \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u043e\u0432 \u2014 production agents, Applied AI leadership, evals, partner 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property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\u0421\u043f\u0440\u043e\u0441 \u043d\u0430 AI-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432 \u0432 2026: \u043a\u043e\u0433\u043e \u0438\u0449\u0443\u0442 \u043f\u043e \u0432\u0430\u043a\u0430\u043d\u0441\u0438\u044f\u043c\" \/>\n\t\t<meta property=\"og:description\" content=\"\u0420\u0430\u0437\u0431\u043e\u0440 AI-\u0432\u0430\u043a\u0430\u043d\u0441\u0438\u0439 2026: \u043f\u044f\u0442\u044c \u0440\u043e\u043b\u0435\u0432\u044b\u0445 \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u043e\u0432 \u2014 production agents, Applied AI leadership, evals, partner architecture, industrial autonomy.\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/www.dobryakov.com\/blog\/2250\/\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2026-07-26T19:22:00+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2026-07-26T19:22:00+00:00\" \/>\n\t\t<meta 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