The elevation of Andrei Kozlov to aide of Security Council Secretary Sergei Shoigu extends a deliberate pattern of embedding GRU cyber operators into Russia's highest policy circles. Leaked clearance data tying Kozlov to Military Unit 26165 aligns with his predecessor Pavel Konovalchik's identical trajectory, indicating systematic rotation rather than isolated hires. This fusion allows Fancy Bear tradecraft—credential harvesting, influence ops, and critical infrastructure targeting—to directly inform Shoigu's advisory input to Putin on hybrid strategy. Rostec's RT-IB subsidiary, sanctioned by the US and EU, served as the incubation hub, merging defense-industrial resources with military intelligence access. Western reporting has fixated on individual attributions while missing how these moves institutionalize state-cyber symbiosis, enabling faster translation of espionage gains into operational planning against NATO supply lines and Ukrainian energy grids. Comparable patterns appear in the 2018-2022 appointments linking GRU Unit 74455 alumni to presidential administration digital directorates, suggesting a decade-long consolidation of cyber power under military intelligence oversight rather than civilian FSB channels.