diff --git a/web/src/components/Shell.jsx b/web/src/components/Shell.jsx
index 964dcab..8f3a16b 100644
--- a/web/src/components/Shell.jsx
+++ b/web/src/components/Shell.jsx
@@ -380,13 +380,61 @@ export default function Shell({ api }) {
     setAiLoading(true)
     try {
       const res = await api.runCommand(`echo "AI: ${text}"`, '')
-      setAiMessages(prev => [...prev, { role: 'ai', content: res.output || t('shell.noResponse') }])
+      const output = res.output || t('shell.noResponse')
+      parseAndAddAiMessages(output)
     } catch (err) {
       setAiMessages(prev => [...prev, { role: 'ai', content: `${t('shell.error')}: ${err.message}` }])
     }
     setAiLoading(false)
   }
 
+  const parseAndAddAiMessages = (text) => {
+    const lines = text.split('\n')
+    let buffer = ''
+    let inBlock = false
+
+    const flushBuffer = () => {
+      if (buffer.trim()) {
+        setAiMessages(prev => [...prev, { role: 'ai', content: buffer.trim() }])
+      }
+      buffer = ''
+    }
+
+    for (const line of lines) {
+      const toolMatch = line.match(/^\[TOOL_CALL:\{.*\}\]$/)
+      if (toolMatch) {
+        flushBuffer()
+        try {
+          const toolData = JSON.parse(toolMatch[0].slice(10, -1))
+          setAiMessages(prev => [...prev, {
+            role: 'tool',
+            content: `${t('shell.toolLaunched')}: ${toolData.tool || 'tool'}`,
+            args: toolData.task || toolData.args || '',
+          }])
+        } catch {
+          setAiMessages(prev => [...prev, { role: 'tool', content: line, args: '' }])
+        }
+      } else if (line.match(/^(Reflexion|Thought|thinking):/i) || line.startsWith('>')) {
+        if (buffer.trim() && !inBlock) {
+          flushBuffer()
+        }
+        inBlock = true
+        const cleaned = line.replace(/^(Reflexion|Thought|thinking):\s*/i, '').replace(/^>\s*/, '')
+        if (buffer) buffer += ' '
+        buffer += cleaned
+      } else {
+        if (inBlock && buffer.trim()) {
+          setAiMessages(prev => [...prev, { role: 'thinking', content: buffer.trim() }])
+          buffer = ''
+        }
+        inBlock = false
+        if (buffer) buffer += '\n'
+        buffer += line
+      }
+    }
+    flushBuffer()
+  }
+
   return (
     <div className="shell-layout">
       <div className="shell-terminal-col">
@@ -507,6 +555,7 @@ export default function Shell({ api }) {
           {aiMessages.map((msg, i) => (
             <div key={i} className={`ai-message ${msg.role}`}>
               {msg.content}
+              {msg.args && <div className="tool-args">{msg.args}</div>}
             </div>
           ))}
           {aiLoading && <div style={{ textAlign: 'center', padding: 8 }}><span className="spinner" /></div>}
diff --git a/web/src/i18n/en.js b/web/src/i18n/en.js
index 40a3ecd..1fa96fe 100644
--- a/web/src/i18n/en.js
+++ b/web/src/i18n/en.js
@@ -110,6 +110,7 @@ const en = {
     aiAssistant: 'AI Assistant',
     aiWelcome: 'Hello! I can help you with terminal commands. Ask me anything!',
     askAi: 'Ask AI assistant...',
+    toolLaunched: 'Tool launched',
   },
 
   config: {
diff --git a/web/src/i18n/fr.js b/web/src/i18n/fr.js
index cd32c92..a2cf03b 100644
--- a/web/src/i18n/fr.js
+++ b/web/src/i18n/fr.js
@@ -110,6 +110,7 @@ const fr = {
     aiAssistant: 'Assistant IA',
     aiWelcome: 'Bonjour ! Je peux vous aider avec les commandes du terminal. Demandez-moi n\'importe quoi !',
     askAi: 'Interroger l\'assistant IA...',
+    toolLaunched: 'Outil lanc\u00e9',
   },
 
   config: {
diff --git a/web/src/styles/global.css b/web/src/styles/global.css
index edc234b..c0aba4d 100644
--- a/web/src/styles/global.css
+++ b/web/src/styles/global.css
@@ -391,6 +391,10 @@ input::placeholder { color: var(--text-disabled); }
 .ai-message { padding: 8px 12px; border-radius: var(--radius); font-size: 13px; line-height: 1.5; word-break: break-word; }
 .ai-message.ai { background: var(--bg-card); border-left: 3px solid var(--accent); }
 .ai-message.user { background: var(--accent-bg); border-left: 3px solid var(--accent-muted); }
+.ai-message.thinking { background: var(--bg-elevated); border-left: 3px solid var(--info); font-style: italic; color: var(--text-tertiary); }
+.ai-message.tool { background: var(--bg-elevated); border-left: 3px solid var(--warning); }
+.ai-message.tool .tool-name { font-weight: 700; color: var(--warning); }
+.ai-message.tool .tool-args { font-family: var(--font-mono); font-size: 12px; color: var(--text-tertiary); margin-top: 4px; }
 .ai-panel-input { display: flex; gap: 6px; padding: 10px 12px; border-top: 1px solid var(--border); }
 .ai-panel-input input { flex: 1; font-size: 13px; padding: 6px 10px; }