Add user-led reading calibration protocol

tests/test_user_led_reading_guidance_protocol.py

@@ -0,0 +1,63 @@
+#!/usr/bin/env python3
+"""Regression tests for user-led Jyotish reading calibration guidance."""
+
+from __future__ import annotations
+
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+AI_WORKFLOW = ROOT / "references" / "ai-reading-workflow-prompt.md"
+STRICT_ROUTER = ROOT / "references" / "strict-workflow-router.md"
+
+
+def test_ai_workflow_contains_user_interrogation_calibration_protocol() -> None:
+    text = AI_WORKFLOW.read_text(encoding="utf-8")
+
+    required_phrases = [
+        "用户追问校准与相似案例对标协议",
+        "盲推隔离模式",
+        "具体事件选项协议",
+        "证据先行，结论最后",
+        "相似案例分层对标",
+        "反例与用户排除案例处理",
+        "转型与机会的现实机制检查",
+        "时间节点输出粒度",
+        "User Feedback Isolation: used",
+        "Contact",
+        "Activation",
+        "Confirmation",
+        "Manifestation",
+        "Responsibility Test",
+    ]
+
+    for phrase in required_phrases:
+        assert phrase in text
+
+
+def test_strict_router_requires_user_led_calibration_audit_rows() -> None:
+    text = STRICT_ROUTER.read_text(encoding="utf-8")
+
+    required_phrases = [
+        "User-Led Reading Calibration Gate",
+        "User Feedback Isolation",
+        "Concrete Time/Event Options",
+        "Evidence-First / Conclusion-Last",
+        "Similarity-Weighted Case Calibration",
+        "Transferability Boundary",
+        "Counterexample Handling",
+        "L0 same-domain only",
+        "L5 material substrate",
+        "Analog cases cannot be used as prophecy",
+    ]
+
+    for phrase in required_phrases:
+        assert phrase in text
+
+
+def test_case_calibration_requires_more_than_same_domain() -> None:
+    text = STRICT_ROUTER.read_text(encoding="utf-8")
+
+    assert "Same-topic cases alone cannot raise confidence" in text
+    assert "Required for material-outcome claims" in text
+    assert "Do not ask vague subjective questions" in text