Include structured feedback in repair tasks

src/lai_automation/models.py

@@ -12,6 +12,8 @@ class FailureReport:
     source: str
     category: str
     user_feedback: str | None
+    feedback_type: str | None
+    expected_behavior: str | None
     prompt: str | None
     response: str | None
     sql_query: str | None
@@ -29,6 +31,8 @@ class FailureReport:
             source=row["source"],
             category=row["category"],
             user_feedback=row.get("user_feedback"),
+            feedback_type=row.get("feedback_type"),
+            expected_behavior=row.get("expected_behavior"),
             prompt=row.get("prompt"),
             response=row.get("response"),
             sql_query=row.get("sql_query"),

src/lai_automation/prompt.py

@@ -29,6 +29,8 @@ def redact(value: str | None) -> str:
 def build_task(report: FailureReport) -> str:
     prompt = redact(report.prompt)
     feedback = redact(report.user_feedback)
+    expected_behavior = redact(report.expected_behavior)
+    response = redact(report.response)
     error = redact(report.error_message)
     sql = redact(report.sql_query)
 
@@ -44,6 +46,7 @@ Rules:
 - Do not commit or push; the orchestrator owns Git publication.
 
 Failure category: {report.category}
+Feedback type: {report.feedback_type or 'not specified'}
 Source: {report.source}
 Model: {redact(str(report.context.get('model', 'unknown')))}
 Database type: {redact(str(report.context.get('database_type', 'unknown')))}
@@ -54,6 +57,12 @@ User request:
 User feedback:
 {feedback or '[not available]'}
 
+Expected behavior:
+{expected_behavior or '[not available]'}
+
+Observed answer:
+{response or '[not available]'}
+
 Observed error:
 {error or '[not available]'}