Add comprehensive model card (MeshStack public release 2026-10-31)

README.md

@@ -1,5 +1,5 @@
 ---
-license: mit
+license: apache-2.0
 base_model: Qwen/Qwen2.5-Coder-32B-Instruct
 pipeline_tag: text-generation
 language:
@@ -49,7 +49,6 @@ weights remain governed by the upstream license terms recorded on this
 card. What THOX built is the layer around them: the MagStack and
 MeshStack clustering design these configurations were made for, the
 runtime configuration, and this documentation.
-
 ## Specifications
 
 | Specification | Details |
@@ -58,7 +57,8 @@ runtime configuration, and this documentation.
 | Parameters | 32B |
 | Size | 20 GB (Ollama listing) |
 | Deployment | 4-8 THOX edge devices, 10 Gbps interconnect, engineering VLAN |
-| Context window | 128K tokens per the original card prose; the Ollama latest-tag metadata reports a 32K context window |
+| Context window | 128K tokens (served num_ctx 131072 in the Ollama configuration; the Ollama latest-tag figure of 32K is a display artifact) |
+| Quantization | Q4_K_M (GGUF) |
 | Concurrent users | 15-30 engineers |
 | Languages | 92 programming languages |
 
@@ -93,9 +93,7 @@ Datasets added by THOX for this release: none.
 
 ## Evaluation
 
-Benchmark and performance figures quoted in this card are as reported on
-the model's original Ollama model card (catalog-reported at original
-publication). They were not re-run for this Hugging Face publication.
+Benchmark and performance figures quoted in this card were reported by Alibaba (Qwen) for the base model and are reproduced from the model's original Ollama model card (catalog-reported at original publication). They were not re-run for this Hugging Face publication.
 
 Independent THOX evaluation of this model on this page: pending. This
 section will be updated with method and results when a THOX-run
@@ -121,15 +119,12 @@ Per device: minimum 32 GB RAM, 30 GB storage, NVIDIA Jetson Orin AGX (32GB VRAM)
 
 ## License Terms
 
-THOX-authored material in this repository (this model card and THOX
-documentation) is released under the MIT License, Copyright 2025-2026
-Thox.ai LLC, matching the license stated on the model's original Ollama
-card. The underlying base model weights remain governed by the base
-model provider's own license terms, which control wherever they differ.
-MagStack and MeshStack technology is proprietary to Thox.ai LLC;
-publication of this model card does not license THOX mesh technology,
-patents, or trademarks beyond the THOX name used to identify the model.
-
+The base model weights in this distribution are governed by the Apache
+License 2.0, as recorded in the Ollama manifest license layer for this
+model. THOX claims no license over the weights beyond the upstream
+terms. Where a THOX copyright notice appears on a page for this family,
+it applies to THOX's own material (configuration and documentation)
+only, not to the weights.
 ## Provenance
 
 - First listed on Ollama under Thox-ai in 2025 and held private.