Update Pyrrho v2 model card terminology

README.md

@@ -14,8 +14,8 @@ tags:
 
 # pyrrho-v2-nano-g1
 
-`pyrrho-v2-nano-g1` is a ModernBERT-base classifier for Fitz RAG governance.
-It replaces the older Pyrrho g5 multitask shape with four v2 heads:
+`pyrrho-v2-nano-g1` is the Pyrrho v2 ModernBERT-base classifier for Fitz RAG
+governance. It emits four native v2 heads:
 
 - `evidence_verdict`: `INSUFFICIENT`, `DISPUTED`, `SUFFICIENT`
 - `failure_mode`: `none`, `unresolved_conflict`, `missing_or_incomplete_evidence`, `wrong_scope_or_version`, `ambiguous_request`
@@ -24,13 +24,11 @@ It replaces the older Pyrrho g5 multitask shape with four v2 heads:
 
 The model is intended for local governance in `fitz-sage`: decide whether
 retrieved evidence is sufficient, insufficient, or disputed, and expose
-actionable retrieval/failure metadata. In `fitz-sage`, v2 g1 is used for
-post-retrieval evidence governance. Query-only pre-retrieval planning remains
-disabled until a query-trained v2 head is available.
+actionable retrieval/failure metadata.
 
 ## Inputs
 
-Post-retrieval governance input:
+Governance input:
 
 ```text
 Question: <user query>
@@ -40,9 +38,6 @@ Sources:
 [2] <retrieved source text>
 ```
 
-The raw model can be run on query-only text, but `fitz-sage` does not use those
-logits for first-pass retrieval planning in this release.
-
 ## Output Decoding
 
 The 18 logits are not one flat softmax. Decode them by group:
@@ -100,7 +95,6 @@ kinds = [
 - Dataset: `fitz-gov-v2`
 - Clean active training rows: 41,358
 - Training source pointer: `fitz_gov_v2_41358_20260703`
-- Poisoned/quarantined later data is excluded.
 - Base model: `answerdotai/ModernBERT-base`
 - Seed: 42
 
@@ -123,7 +117,7 @@ Fitz-sage benchmark check for this release candidate:
 
 | Benchmark | Result |
 | --- | ---: |
-| balanced fixed-evidence toy cases | 120/120 |
+| balanced fixed-evidence governance sanity suite | 120/120 |
 | live fitz-sage benchmark | 86/120 |
 
 The live benchmark result is the practical integration target; the fixed-evidence