THOX MeshStack: Capacity-Priced Pipeline Sharding, Grant-Gated KV Transfer and Lease-Fenced Device Roles for a Private Household Mesh

MeshStack is the distribution layer that lets THOX devices pool themselves into one private AI system. This report reconciles two internal design lineages into a single contract, capacity-priced pipeline sharding, grant-gated KV transfer, and lease-fenced device roles, and evaluates it with classed evidence: measured on a general host, calculated from public product floors, and simulated at protocol level. Measured results include lossless KV compression at 1.51x (zstd-3) with bit-exact round trip and HMAC chunk keying at 9.67 microseconds per 64-token chunk. The admission study's central result is negative and reported plainly: at the public device floors an Air+Mini+Clip trio (12 GB usable) cannot place a 27.8B Q4 model (14.6 GiB of weights), so generation-1 MeshStack is device-plus-hub for that model class. The paper claims no device or engine performance; every number is generated from the included experiment outputs.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-03
DOI
https://doi.org/10.5281/zenodo.23919579
Primary Topic
IoT and Edge/Fog Computing
Type
preprint
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preprint

THOX MeshStack: Capacity-Priced Pipeline Sharding, Grant-Gated KV Transfer and Lease-Fenced Device Roles for a Private Household Mesh

Craig Ross, Tommy Xaypanya
Zenodo (CERN European Organization for Nuclear Research)
IoT and Edge/Fog Computing
preprint

THOX MeshStack: Capacity-Priced Pipeline Sharding, Grant-Gated KV Transfer and Lease-Fenced Device Roles for a Private Household Mesh

Craig Ross, Tommy Xaypanya
preprint en

Abstract

MeshStack is the distribution layer that lets THOX devices pool themselves into one private AI system. This report reconciles two internal design lineages into a single contract, capacity-priced pipeline sharding, grant-gated KV transfer, and lease-fenced device roles, and evaluates it with classed evidence: measured on a general host, calculated from public product floors, and simulated at protocol level. Measured results include lossless KV compression at 1.51x (zstd-3) with bit-exact round trip and HMAC chunk keying at 9.67 microseconds per 64-token chunk. The admission study's central result is negative and reported plainly: at the public device floors an Air+Mini+Clip trio (12 GB usable) cannot place a 27.8B Q4 model (14.6 GiB of weights), so generation-1 MeshStack is device-plus-hub for that model class. The paper claims no device or engine performance; every number is generated from the included experiment outputs.

Zenodo (CERN European Organization for Nuclear Research)
IoT and Edge/Fog Computing
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THOX MeshStack: Capacity-Priced Pipeline Sharding, Grant-Gated KV Transfer and Lease-Fenced Device Roles for a Private Household Mesh — Craig Ross, Tommy Xaypanya · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS