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This study introduces an integrated framework combining 1) radiation-hardened hybrid circuits reducing hardware failures by 61.6% ([Formula: see text]) and single-event upsets by 85.5% under simulated Jovian radiation, 2) hierarchical reinforcement learning reducing Earth dependence by 40% and mission planning time by 50%, and 3) context-aware ethical protocols enforcing COSPAR Category IVc contamination limits ([Formula: see text]), reducing risks by 78% while maintaining 81% data efficiency. Validated against NASA\u2019s Europa Clipper parameters and Mars rover analogs, the framework demonstrates scalability to Titan and exoplanet missions. Despite 133% higher unit costs, radiation-hardened components require 65% fewer replacements over 5-year missions. 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