Add durable bounded corrections for early LLM phases and validated review

config/correction.example.toml

@@ -0,0 +1,4 @@
+[correction]
+# Invalid model responses per phase/revision, including earlier confirmed failures.
+# Transport failures/backoff do not consume this count.
+max_invalid_responses = 3