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Update paper: sampled-decode retention, red-team result, audit-window…
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Audit-only attention: rename StockBounded → AuditedInputsOnly, wire B…
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Deterministic attention v3: parallel tree-reduced scores + softmax
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Refine roadmap for decode economics and attention
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Comprehensive Llama E2E test + Option B x_attn safety guard
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