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Heads of Security (HoS) is an architectural defense that delivers robust prompt injection defense for enterprise large language models by using learned per-head attention gates to separate trusted sys
Direct Pass@k Optimization is an inference-time reasoning framework that prunes non-viable language model thought trajectories at early sequence prefixes, balancing solution quality against beam diver

Executive Thesis Constrained decoding is an inference-level mechanism that enforces strict schema compliance by masking invalid tokens at the decoding stage. Amazon Web Services introduced native cons
