fix(s08): support recursive glob and conditional micro compact

web/public/course-assets/s08_context_compact/auto-compact.en.svg

@@ -16,7 +16,7 @@
   <!-- Trigger Condition -->
   <rect x="20" y="54" width="680" height="44" rx="6" fill="#fef2f2" stroke="#fca5a5" stroke-width="1"/>
   <text x="35" y="70" fill="#991b1b" font-size="11" font-weight="600">Trigger Condition</text>
-  <text x="140" y="70" fill="#991b1b" font-size="11">After Steps 1–3, estimate_chars(messages) &gt; CONTEXT_CHAR_LIMIT.</text>
+  <text x="140" y="70" fill="#991b1b" font-size="11">After micro_compact, estimate_chars(messages) &gt; CONTEXT_CHAR_LIMIT.</text>
   <text x="140" y="86" fill="#991b1b" font-size="10">The current CONTEXT_CHAR_LIMIT is 50,000 characters.</text>
 
   <!-- Steps -->

web/public/course-assets/s08_context_compact/auto-compact.ja.svg

@@ -16,7 +16,7 @@
   <!-- トリガー条件 -->
   <rect x="20" y="54" width="680" height="44" rx="6" fill="#fef2f2" stroke="#fca5a5" stroke-width="1"/>
   <text x="35" y="70" fill="#991b1b" font-size="11" font-weight="600">トリガー条件</text>
-  <text x="115" y="70" fill="#991b1b" font-size="11">Step 1～3 の後、estimate_chars(messages) &gt; CONTEXT_CHAR_LIMIT。</text>
+  <text x="115" y="70" fill="#991b1b" font-size="11">micro_compact の後、estimate_chars(messages) &gt; CONTEXT_CHAR_LIMIT。</text>
   <text x="115" y="86" fill="#991b1b" font-size="10">現在の CONTEXT_CHAR_LIMIT は 50,000 文字。</text>
 
   <!-- ステップ -->

web/public/course-assets/s08_context_compact/auto-compact.svg

@@ -16,7 +16,7 @@
   <!-- 触发条件 -->
   <rect x="20" y="54" width="680" height="44" rx="6" fill="#fef2f2" stroke="#fca5a5" stroke-width="1"/>
   <text x="35" y="70" fill="#991b1b" font-size="11" font-weight="600">触发条件</text>
-  <text x="105" y="70" fill="#991b1b" font-size="11">前三步执行后，estimate_chars(messages) &gt; CONTEXT_CHAR_LIMIT。</text>
+  <text x="105" y="70" fill="#991b1b" font-size="11">micro_compact 后，estimate_chars(messages) &gt; CONTEXT_CHAR_LIMIT。</text>
   <text x="105" y="86" fill="#991b1b" font-size="10">当前实现的 CONTEXT_CHAR_LIMIT 为 50,000 个字符。</text>
 
   <!-- 步骤 -->

web/public/course-assets/s08_context_compact/compact-overview.en.svg

@@ -45,9 +45,9 @@
   <rect x="170" y="82" width="200" height="252" rx="10" fill="#fffbeb" stroke="#d97706" stroke-width="2"/>
   <text x="270" y="102" fill="#92400e" font-size="11" font-weight="700" text-anchor="middle">Compression Pipeline</text>
 
-  <!-- ── ① Every Turn Auto ── -->
+  <!-- ── ① Pre-processing ── -->
   <rect x="186" y="110" width="168" height="16" rx="3" fill="#fde68a" stroke="#d97706" stroke-width="0.8"/>
-  <text x="270" y="122" fill="#92400e" font-size="8" font-weight="700" text-anchor="middle">① Every Turn · Unconditional · 0 API</text>
+  <text x="270" y="122" fill="#92400e" font-size="8" font-weight="700" text-anchor="middle">① Steps 1–2 Every Turn · 0 API</text>
 
   <rect x="186" y="130" width="168" height="24" rx="4" fill="#fef3c7" stroke="#d97706" stroke-width="1"/>
   <text x="270" y="146" fill="#92400e" font-size="10" font-weight="600" text-anchor="middle">Step 1 tool_result_budget</text>
@@ -56,14 +56,14 @@
   <text x="270" y="174" fill="#92400e" font-size="10" font-weight="600" text-anchor="middle">Step 2 snip_compact</text>
 
   <rect x="186" y="186" width="168" height="24" rx="4" fill="#fef3c7" stroke="#d97706" stroke-width="1"/>
-  <text x="270" y="202" fill="#92400e" font-size="10" font-weight="600" text-anchor="middle">Step 3 micro_compact</text>
+  <text x="270" y="202" fill="#92400e" font-size="9" font-weight="600" text-anchor="middle">Step 3 micro_compact (over limit)</text>
 
   <!-- ↓ → ◇ -->
   <line x1="270" y1="210" x2="270" y2="222" stroke="#555" stroke-width="1.2" marker-end="url(#arrow)"/>
 
   <!-- ◇ Decision Diamond -->
   <polygon points="270,226 300,244 270,262 240,244" fill="#f0f4ff" stroke="#ea580c" stroke-width="1.5"/>
-  <text x="270" y="247" fill="#9a3412" font-size="7" font-weight="600" text-anchor="middle">Over threshold?</text>
+  <text x="270" y="247" fill="#9a3412" font-size="7" font-weight="600" text-anchor="middle">Still over?</text>
 
   <!-- No: right annotation -->
   <text x="306" y="240" fill="#16a34a" font-size="9" font-weight="700">No → Pass</text>
@@ -126,10 +126,10 @@
   <text x="94" y="414" fill="#334155" font-size="10">Shared: loop, hooks, permissions, five base tools</text>
 
   <rect x="70" y="426" width="16" height="12" rx="3" fill="#fde68a" stroke="#d97706" stroke-width="1"/>
-  <text x="94" y="436" fill="#334155" font-size="10">① Every Turn: Steps 1→2→3 run before each LLM call, 0 API</text>
+  <text x="94" y="436" fill="#334155" font-size="10">① Pre-process: Steps 1→2 every turn; Step 3 only over the limit, 0 API</text>
 
   <rect x="70" y="448" width="16" height="12" rx="3" fill="#fed7aa" stroke="#ea580c" stroke-width="1"/>
-  <text x="94" y="458" fill="#334155" font-size="10">② Conditional: size remains over the limit after Step 3 → compact_history, 1 API</text>
+  <text x="94" y="458" fill="#334155" font-size="10">② Conditional: still over the limit after Step 3 → compact_history, 1 API</text>
 
   <rect x="70" y="470" width="16" height="12" rx="3" fill="#fef2f2" stroke="#dc2626" stroke-width="1" stroke-dasharray="3,2"/>
   <text x="94" y="480" fill="#334155" font-size="10">③ Recovery: API returns prompt_too_long → reactive_compact → retry once</text>

web/public/course-assets/s08_context_compact/compact-overview.ja.svg

@@ -45,9 +45,9 @@
   <rect x="170" y="82" width="200" height="252" rx="10" fill="#fffbeb" stroke="#d97706" stroke-width="2"/>
   <text x="270" y="102" fill="#92400e" font-size="11" font-weight="700" text-anchor="middle">圧縮パイプライン</text>
 
-  <!-- ── ① 毎ターン自動 ── -->
+  <!-- ── ① 前処理 ── -->
   <rect x="186" y="110" width="168" height="16" rx="3" fill="#fde68a" stroke="#d97706" stroke-width="0.8"/>
-  <text x="270" y="122" fill="#92400e" font-size="8" font-weight="700" text-anchor="middle">① 毎ターン自動 · 無条件 · 0 API</text>
+  <text x="270" y="122" fill="#92400e" font-size="8" font-weight="700" text-anchor="middle">① Step 1–2 は毎ターン · 0 API</text>
 
   <rect x="186" y="130" width="168" height="24" rx="4" fill="#fef3c7" stroke="#d97706" stroke-width="1"/>
   <text x="270" y="146" fill="#92400e" font-size="10" font-weight="600" text-anchor="middle">Step 1 tool_result_budget</text>
@@ -56,14 +56,14 @@
   <text x="270" y="174" fill="#92400e" font-size="10" font-weight="600" text-anchor="middle">Step 2 snip_compact</text>
 
   <rect x="186" y="186" width="168" height="24" rx="4" fill="#fef3c7" stroke="#d97706" stroke-width="1"/>
-  <text x="270" y="202" fill="#92400e" font-size="10" font-weight="600" text-anchor="middle">Step 3 micro_compact</text>
+  <text x="270" y="202" fill="#92400e" font-size="9" font-weight="600" text-anchor="middle">Step 3 micro_compact（上限超過時）</text>
 
   <!-- ↓ → ◇ -->
   <line x1="270" y1="210" x2="270" y2="222" stroke="#555" stroke-width="1.2" marker-end="url(#arrow)"/>
 
   <!-- ◇ 判定ダイヤモンド -->
   <polygon points="270,226 300,244 270,262 240,244" fill="#f0f4ff" stroke="#ea580c" stroke-width="1.5"/>
-  <text x="270" y="247" fill="#9a3412" font-size="7" font-weight="600" text-anchor="middle">推定値超過?</text>
+  <text x="270" y="247" fill="#9a3412" font-size="7" font-weight="600" text-anchor="middle">まだ超過?</text>
 
   <!-- いいえ：右側注釈 -->
   <text x="306" y="240" fill="#16a34a" font-size="9" font-weight="700">No → 通過</text>
@@ -126,10 +126,10 @@
   <text x="94" y="414" fill="#334155" font-size="10">共通：ループ、フック、権限確認、5 個の基本ツール</text>
 
   <rect x="70" y="426" width="16" height="12" rx="3" fill="#fde68a" stroke="#d97706" stroke-width="1"/>
-  <text x="94" y="436" fill="#334155" font-size="10">① 毎ターン：Step 1→2→3 を各 LLM 呼び出し前に実行、0 API</text>
+  <text x="94" y="436" fill="#334155" font-size="10">① 前処理：Step 1→2 は毎ターン、Step 3 は上限超過時のみ、0 API</text>
 
   <rect x="70" y="448" width="16" height="12" rx="3" fill="#fed7aa" stroke="#ea580c" stroke-width="1"/>
-  <text x="94" y="458" fill="#334155" font-size="10">② 条件：Step 3 後もサイズ上限超過 → compact_history、1 API</text>
+  <text x="94" y="458" fill="#334155" font-size="10">② 条件：Step 3 後も上限超過 → compact_history、1 API</text>
 
   <rect x="70" y="470" width="16" height="12" rx="3" fill="#fef2f2" stroke="#dc2626" stroke-width="1" stroke-dasharray="3,2"/>
   <text x="94" y="480" fill="#334155" font-size="10">③ 回復：API が prompt_too_long を返す → reactive_compact → 1 回リトライ</text>

web/public/course-assets/s08_context_compact/compact-overview.svg

@@ -45,9 +45,9 @@
   <rect x="170" y="82" width="200" height="252" rx="10" fill="#fffbeb" stroke="#d97706" stroke-width="2"/>
   <text x="270" y="102" fill="#92400e" font-size="11" font-weight="700" text-anchor="middle">压缩管线</text>
 
-  <!-- ── ① 每轮自动 ── -->
+  <!-- ── ① 预处理 ── -->
   <rect x="186" y="110" width="168" height="16" rx="3" fill="#fde68a" stroke="#d97706" stroke-width="0.8"/>
-  <text x="270" y="122" fill="#92400e" font-size="8" font-weight="700" text-anchor="middle">① 每轮自动 · 无条件 · 0 API</text>
+  <text x="270" y="122" fill="#92400e" font-size="8" font-weight="700" text-anchor="middle">① Step 1–2 每轮 · 0 API</text>
 
   <rect x="186" y="130" width="168" height="24" rx="4" fill="#fef3c7" stroke="#d97706" stroke-width="1"/>
   <text x="270" y="146" fill="#92400e" font-size="10" font-weight="600" text-anchor="middle">Step 1 tool_result_budget</text>
@@ -56,14 +56,14 @@
   <text x="270" y="174" fill="#92400e" font-size="10" font-weight="600" text-anchor="middle">Step 2 snip_compact</text>
 
   <rect x="186" y="186" width="168" height="24" rx="4" fill="#fef3c7" stroke="#d97706" stroke-width="1"/>
-  <text x="270" y="202" fill="#92400e" font-size="10" font-weight="600" text-anchor="middle">Step 3 micro_compact</text>
+  <text x="270" y="202" fill="#92400e" font-size="10" font-weight="600" text-anchor="middle">Step 3 micro_compact（超限时）</text>
 
   <!-- ↓ → ◇ -->
   <line x1="270" y1="210" x2="270" y2="222" stroke="#555" stroke-width="1.2" marker-end="url(#arrow)"/>
 
   <!-- ◇ 判断菱形（紧凑） -->
   <polygon points="270,226 300,244 270,262 240,244" fill="#f0f4ff" stroke="#ea580c" stroke-width="1.5"/>
-  <text x="270" y="247" fill="#9a3412" font-size="7" font-weight="600" text-anchor="middle">估算超限?</text>
+  <text x="270" y="247" fill="#9a3412" font-size="7" font-weight="600" text-anchor="middle">仍超限?</text>
 
   <!-- 否：右侧文字标注 -->
   <text x="306" y="240" fill="#16a34a" font-size="9" font-weight="700">否 → 通过</text>
@@ -126,10 +126,10 @@
   <text x="94" y="414" fill="#334155" font-size="10">共同骨架：循环、hook、权限检查、5 个基础工具</text>
 
   <rect x="70" y="426" width="16" height="12" rx="3" fill="#fde68a" stroke="#d97706" stroke-width="1"/>
-  <text x="94" y="436" fill="#334155" font-size="10">① 每轮自动：Step 1→2→3 在每次 LLM 调用前执行，0 API</text>
+  <text x="94" y="436" fill="#334155" font-size="10">① 预处理：Step 1→2 每轮执行；超限时再执行 Step 3，0 API</text>
 
   <rect x="70" y="448" width="16" height="12" rx="3" fill="#fed7aa" stroke="#ea580c" stroke-width="1"/>
-  <text x="94" y="458" fill="#334155" font-size="10">② 条件触发：前三步后 size 仍超阈值 → compact_history，1 API</text>
+  <text x="94" y="458" fill="#334155" font-size="10">② 条件触发：Step 3 后 size 仍超阈值 → compact_history，1 API</text>
 
   <rect x="70" y="470" width="16" height="12" rx="3" fill="#fef2f2" stroke="#dc2626" stroke-width="1" stroke-dasharray="3,2"/>
   <text x="94" y="480" fill="#334155" font-size="10">③ 异常触发：API 返回 prompt_too_long → reactive_compact → 重试一次</text>

web/public/course-assets/s08_context_compact/compaction-layers.en.svg

@@ -39,7 +39,7 @@
 
   <!-- ===== Pre-processing pipeline title ===== -->
   <rect x="20" y="146" width="720" height="24" rx="4" fill="#f1f5f9"/>
-  <text x="55" y="163" fill="#64748b" font-size="11" font-weight="600">Pre-processing (Step 1 → Step 2 → Step 3 before every LLM call, 0 API)</text>
+  <text x="55" y="163" fill="#64748b" font-size="11" font-weight="600">Pre-processing (Steps 1 → 2 every turn; Step 3 only over the limit, 0 API)</text>
 
   <!-- Step 1: tool_result_budget -->
   <rect x="80" y="180" width="600" height="46" rx="7" fill="url(#pre)" stroke="#2563eb" stroke-width="1.5"/>
@@ -69,11 +69,11 @@
   <text x="155" y="320" fill="#1e40af" font-size="13" font-weight="700">micro_compact</text>
   <text x="260" y="320" fill="#1e40af" font-size="11">old tool_result → placeholder (keep latest 3)</text>
   <text x="650" y="320" fill="#1e40af" font-size="10" text-anchor="end">compact old</text>
-  <text x="155" y="338" fill="#2563eb" font-size="9">Runs every turn and keeps the latest 3 results complete</text>
+  <text x="155" y="338" fill="#2563eb" font-size="9">Runs over the context limit and keeps the latest 3 results complete</text>
 
   <!-- ===== Auto-compact title ===== -->
   <rect x="20" y="358" width="720" height="24" rx="4" fill="#f1f5f9"/>
-  <text x="70" y="375" fill="#64748b" font-size="11" font-weight="600">Auto-compact Decision (triggered when pre-processing is insufficient, 1 API call)</text>
+  <text x="70" y="375" fill="#64748b" font-size="11" font-weight="600">Auto-compact Decision (triggered when still over after Step 3, 1 API call)</text>
 
   <!-- Step 4: compact_history -->
   <rect x="80" y="390" width="600" height="58" rx="7" fill="url(#auto)" stroke="#dc2626" stroke-width="2"/>

web/public/course-assets/s08_context_compact/compaction-layers.ja.svg

@@ -39,7 +39,7 @@
 
   <!-- ===== 前処理パイプラインタイトル ===== -->
   <rect x="20" y="146" width="720" height="24" rx="4" fill="#f1f5f9"/>
-  <text x="55" y="163" fill="#64748b" font-size="11" font-weight="600">前処理（Step 1 → Step 2 → Step 3、各 LLM 呼び出し前、0 API）</text>
+  <text x="55" y="163" fill="#64748b" font-size="11" font-weight="600">前処理（Step 1 → 2 は毎ターン、Step 3 は上限超過時のみ、0 API）</text>
 
   <!-- Step 1: tool_result_budget -->
   <rect x="80" y="180" width="600" height="46" rx="7" fill="url(#pre)" stroke="#2563eb" stroke-width="1.5"/>
@@ -69,11 +69,11 @@
   <text x="155" y="320" fill="#1e40af" font-size="13" font-weight="700">micro_compact</text>
   <text x="260" y="320" fill="#1e40af" font-size="11">古い tool_result → プレースホルダー（最新 3 件保持）</text>
   <text x="650" y="320" fill="#1e40af" font-size="10" text-anchor="end">旧結果を圧縮</text>
-  <text x="155" y="338" fill="#2563eb" font-size="9">毎ターン実行し、最新 3 件は完全に保持</text>
+  <text x="155" y="338" fill="#2563eb" font-size="9">上限超過時に実行し、最新 3 件は完全に保持</text>
 
   <!-- ===== 自動圧縮タイトル ===== -->
   <rect x="20" y="358" width="720" height="24" rx="4" fill="#f1f5f9"/>
-  <text x="70" y="375" fill="#64748b" font-size="11" font-weight="600">自動圧縮判定（前処理で不足時にトリガー、1 API 呼び出し）</text>
+  <text x="70" y="375" fill="#64748b" font-size="11" font-weight="600">自動圧縮判定（Step 3 後も上限超過時にトリガー、1 API 呼び出し）</text>
 
   <!-- Step 4: compact_history -->
   <rect x="80" y="390" width="600" height="58" rx="7" fill="url(#auto)" stroke="#dc2626" stroke-width="2"/>

web/public/course-assets/s08_context_compact/compaction-layers.svg

@@ -39,7 +39,7 @@
 
   <!-- ===== 预处理管线标题 ===== -->
   <rect x="20" y="146" width="720" height="24" rx="4" fill="#f1f5f9"/>
-  <text x="55" y="163" fill="#64748b" font-size="11" font-weight="600">预处理管线（执行顺序：Step 1 → Step 2 → Step 3，每轮调用前执行，0 API）</text>
+  <text x="55" y="163" fill="#64748b" font-size="11" font-weight="600">预处理管线（Step 1 → Step 2 每轮执行；超限时执行 Step 3，0 API）</text>
 
   <!-- Step 1: tool_result_budget -->
   <rect x="80" y="180" width="600" height="46" rx="7" fill="url(#pre)" stroke="#2563eb" stroke-width="1.5"/>
@@ -69,11 +69,11 @@
   <text x="155" y="320" fill="#1e40af" font-size="13" font-weight="700">micro_compact</text>
   <text x="260" y="320" fill="#1e40af" font-size="11">旧 tool_result → 占位符（保留最近 3 条）</text>
   <text x="650" y="320" fill="#1e40af" font-size="10" text-anchor="end">压旧结果</text>
-  <text x="155" y="338" fill="#2563eb" font-size="9">每轮执行，最近 3 条结果保持完整</text>
+  <text x="155" y="338" fill="#2563eb" font-size="9">上下文超限时执行，最近 3 条结果保持完整</text>
 
   <!-- ===== 自动压缩标题 ===== -->
   <rect x="20" y="358" width="720" height="24" rx="4" fill="#f1f5f9"/>
-  <text x="70" y="375" fill="#64748b" font-size="11" font-weight="600">自动压缩决策（预处理不够时触发，1 API 调用）</text>
+  <text x="70" y="375" fill="#64748b" font-size="11" font-weight="600">自动压缩决策（Step 3 后仍超限时触发，1 API 调用）</text>
 
   <!-- Step 4: compact_history -->
   <rect x="80" y="390" width="600" height="58" rx="7" fill="url(#auto)" stroke="#dc2626" stroke-width="2"/>