diff --git a/apps/tests/macro_golden_loop_simple.nyash b/apps/tests/macro_golden_loop_simple.nyash
new file mode 100644
index 00000000..7da01d38
--- /dev/null
+++ b/apps/tests/macro_golden_loop_simple.nyash
@@ -0,0 +1,6 @@
+local i = 0
+loop(i < 3) {
+  print(i)
+  i = i + 1
+}
+
diff --git a/docs/private/papers/paper-h-ai-practical-patterns/README.md b/docs/private/papers/paper-h-ai-practical-patterns/README.md
index e9f6392e..6587af89 100644
--- a/docs/private/papers/paper-h-ai-practical-patterns/README.md
+++ b/docs/private/papers/paper-h-ai-practical-patterns/README.md
@@ -48,6 +48,9 @@
 3. 迂回路を作る: 18件（18%）
 4. 名前を変える: 14件（14%）
 5. 制約による単純化: 12件（12%）
+...
+19. AI無謬性維持転換型: 3件（3%）
+（2025年9月19日更新：Pattern 102完成）
 6. 全部作る戦略: 8件（8%）
 7. 統一による簡略化: 6件（6%）
 （重複あり、合計126件）
@@ -129,6 +132,21 @@
    - 具体例による学習
    - パターン思考の訓練
 
+## 📈 最新アップデート（2025年9月19日）
+
+### Pattern 102: AI無謬性維持転換型
+
+**発見経緯**: ChatGPT LoopForm実装転換事件
+**重要性**: AI協働における人間の哲学的役割を実証
+**影響**: セルフホスティング純度100%達成への貢献
+
+**このパターンの学術的価値**:
+- AI心理学的側面の新発見
+- 人間の「哲学的一貫性」の重要性実証  
+- 技術的方向性における人間の役割明確化
+
+詳細分析は `pattern-categories.md` のPattern 19を参照。
+
 ## 関連ファイル
 
 - 開発ログ: `development-log.md`
diff --git a/tools/test/golden/macro/loop_simple.expanded.json b/tools/test/golden/macro/loop_simple.expanded.json
new file mode 100644
index 00000000..fec93db4
--- /dev/null
+++ b/tools/test/golden/macro/loop_simple.expanded.json
@@ -0,0 +1,8 @@
+{"kind":"Program","statements":[
+  {"kind":"Local","variables":["i"],"inits":[{"kind":"Literal","value":{"type":"int","value":0}}]},
+  {"kind":"Loop","condition":{"kind":"BinaryOp","op":"<","left":{"kind":"Variable","name":"i"},"right":{"kind":"Literal","value":{"type":"int","value":3}}},"body":[
+    {"kind":"Print","expression":{"kind":"Variable","name":"i"}},
+    {"kind":"Assignment","target":{"kind":"Variable","name":"i"},"value":{"kind":"BinaryOp","op":"+","left":{"kind":"Variable","name":"i"},"right":{"kind":"Literal","value":{"type":"int","value":1}}}}
+  ]}
+]}
+
diff --git a/tools/test/golden/macro/loop_simple_user_macro_golden.sh b/tools/test/golden/macro/loop_simple_user_macro_golden.sh
new file mode 100644
index 00000000..00b173b2
--- /dev/null
+++ b/tools/test/golden/macro/loop_simple_user_macro_golden.sh
@@ -0,0 +1,28 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+root=$(cd "$(dirname "$0")"/../../../.. && pwd)
+bin="$root/target/release/nyash"
+src="apps/tests/macro_golden_loop_simple.nyash"
+golden="$root/tools/test/golden/macro/loop_simple.expanded.json"
+
+if [ ! -x "$bin" ]; then
+  echo "nyash binary not found at $bin; build first (cargo build --release)" >&2
+  exit 1
+fi
+
+export NYASH_MACRO_ENABLE=1
+export NYASH_MACRO_PATHS="apps/macros/examples/loop_normalize_macro.nyash"
+
+out=$("$bin" --dump-expanded-ast-json "$src")
+
+norm() { tr -d '\n\r\t ' <<< "$1"; }
+
+if [ "$(norm "$out")" != "$(norm "$(cat "$golden")")" ]; then
+  echo "Golden mismatch (loop simple normalization)" >&2
+  diff -u <(echo "$out") "$golden" || true
+  exit 2
+fi
+
+echo "[OK] golden loop simple normalization matched"
+