structures: LTX-2.5 attention forms and host bindings - #174

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feat/ltx25-structures

Commits on Aug 16, 2026

docs(ltx25): structures-layer promotion design
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feat(structures): sage2 Blackwell dense attention form
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feat(structures): sage3 Blackwell dense attention form
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feat(structures): LTX-2.5 host bindings
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feat(structures): gated dual-rotary Diffusers attention adapter
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fix(structures): sage forms join the family through its own contract
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feat(structures): quantized attention is a precision profile, not a default
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feat(structures): a caller can name attention forms, and the sage staging is pooled
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docs(ltx25): lead with what a request costs, not what a block costs
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fix(structures): a declined form must give its working set back
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fix(structures): a verdict now says which shape it holds for, and what it costs
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