Model card, licence, charts

README.md

@@ -75,7 +75,7 @@ questions; it returns typed answers (yes/no, a choice between options you descri
 with a calibrated probability for every option, in one pass. It never generates text, so there is nothing to parse and
 nothing to hallucinate. It runs on your own machines: your documents never leave them.
 
-About 26B parameters: Google Gemma 4 26B-A4B (mixture of experts, about 4B active per token) with Bev's decision adapter. Both are in this repository, so nothing else is downloaded. English text, up to 4,096 input tokens; needs one GPU with about 60 GB of memory (bf16).
+About 26B parameters, built on Google Gemma 4 26B-A4B (mixture of experts, about 4B active per token). Everything it needs is in this repository, so nothing else is downloaded. English text, up to 4,096 input tokens; needs one GPU with about 60 GB of memory (bf16).
 
 | Model | Size | Runs on | Best for | Status |
 |---|---|---|---|---|
@@ -275,7 +275,7 @@ A few answers that are close to a tie can change with batch size on a mixture-of
 | File | Contents |
 |---|---|
 | `model-*.safetensors`, `config.json`, tokenizer files | Gemma 4 26B-A4B, unchanged (bf16) |
-| `adapter/` | Bev's decision adapter, applied when the model loads |
+| `adapter/` | Bev's decision weights, loaded together with Gemma's |
 | `bev_config.json` | Bev settings and calibration temperatures |
 | `NOTICE` | Gemma attribution (Apache-2.0) |
 | `assets/` | the charts on this page |
@@ -291,5 +291,5 @@ If Bev is useful to you, you can support its development: [buymeacoffee.com/sjot
 
 ## Licence and credit
 
-Apache-2.0, © 2026 Dr. Sathiskumar JOTHI. Built on [Gemma 4 26B-A4B](https://huggingface.co/google/gemma-4-26B-A4B-it) (Apache-2.0) by Google, included unchanged with Bev's decision adapter, see `NOTICE`. Bev is named after Sir William Beveridge (1879–1963), British
+Apache-2.0, © 2026 Dr. Sathiskumar JOTHI. Built on [Gemma 4 26B-A4B](https://huggingface.co/google/gemma-4-26B-A4B-it) (Apache-2.0) by Google. Bev is named after Sir William Beveridge (1879–1963), British
 economist, whose 1942 Beveridge Report laid the foundations of the welfare state and the NHS.