Create reports/explainability.py

reports/explainability.py

@@ -1,23 +1,14 @@
 def explainability_report(results):
     agencies = {r["agency"] for r in results}
-    exemptions = set()
-
-    for r in results:
-        exemptions |= set(classify_exemptions(r["snippet"])["codes"])
-
     return f"""
-## System Explainability Report
+### Explainability Report
 
-**Purpose:** Public FOIA document discovery  
-**Data Sources:** Public electronic reading rooms  
-**Agencies Covered:** {', '.join(agencies)}
+**Purpose:** Public FOIA discovery  
+**Agencies:** {', '.join(agencies)}  
 
-### Safety Controls
+Safeguards:
 - Robots.txt enforcement
-- Per-agency kill switches
+- Kill switches
 - Redaction detection
-- Exemption surfacing
-
-### FOIA Exemptions Detected
-{', '.join(exemptions) or 'None'}
+- FOIA exemption surfacing
 """