This workflow follows the Agent → Execute Workflow Trigger recipe pattern — see all workflows that pair these two integrations.
The workflow JSON
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{
"name": "[HUB] \u0416\u043e\u0440\u0430 AI Classifier",
"description": null,
"nodes": [
{
"id": "cls-trigger",
"name": "When Called by \u0416\u043e\u0440\u0430",
"type": "n8n-nodes-base.executeWorkflowTrigger",
"typeVersion": 1.1,
"position": [
-800,
0
],
"parameters": {
"inputSource": "passthrough"
}
},
{
"id": "<uuid>",
"name": "Check if Reply",
"type": "n8n-nodes-base.if",
"typeVersion": 2.2,
"position": [
-600,
0
],
"parameters": {
"options": {},
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "reply-check",
"operator": {
"type": "boolean",
"operation": "equals"
},
"leftValue": "={{ $json.is_reply }}",
"rightValue": true
}
]
}
}
},
{
"id": "<uuid>",
"name": "Load Reply Context (RPC)",
"type": "n8n-nodes-base.httpRequest",
"typeVersion": 4.2,
"position": [
-400,
-200
],
"parameters": {
"url": "https://your-project.supabase.co/rest/v1/rpc/find_context_by_reply",
"method": "POST",
"options": {
"timeout": 30000
},
"jsonBody": "={\n \"p_telegram_message_id\": {{ $json.reply_to_message_id }},\n \"p_chat_id\": {{ $json.chat_id }}\n}",
"sendBody": true,
"sendHeaders": true,
"specifyBody": "json",
"authentication": "genericCredentialType",
"genericAuthType": "httpHeaderAuth",
"headerParameters": {
"parameters": [
{
"name": "Accept-Profile",
"value": "smm_army"
},
{
"name": "Content-Profile",
"value": "smm_army"
},
{
"name": "Content-Type",
"value": "application/json"
}
]
}
},
"credentials": {
"httpHeaderAuth": {
"name": "<your credential>"
}
},
"retryOnFail": true,
"maxTries": 3,
"waitBetweenTries": 2000
},
{
"id": "<uuid>",
"name": "Load Active Tasks",
"type": "n8n-nodes-base.supabase",
"typeVersion": 1,
"position": [
-400,
0
],
"parameters": {
"limit": 5,
"schema": "smm_army",
"tableId": "tasks",
"operation": "getAll",
"filterType": "string",
"filterString": "=chat_id=eq.{{ $json.chat_id }}&status=in.(completed)&order=updated_at.desc&limit=5",
"useCustomSchema": true
},
"credentials": {
"supabaseApi": {
"name": "<your credential>"
}
}
},
{
"id": "<uuid>",
"name": "Merge Context",
"type": "n8n-nodes-base.merge",
"typeVersion": 3.2,
"position": [
-200,
0
],
"parameters": {
"numberInputs": 3
}
},
{
"id": "<TG_USER_ID>-c548-4ad5-b6b0-34d3179e5739",
"name": "Extract Specific Context",
"type": "n8n-nodes-base.code",
"typeVersion": 2,
"position": [
0,
0
],
"parameters": {
"jsCode": "// ============================================\n// \u041f\u0420\u041e\u0412\u0415\u0420\u041a\u0410: \u041e\u0442\u043a\u0443\u0434\u0430 \u043f\u0440\u0438\u0448\u043b\u0438 \u0434\u0430\u043d\u043d\u044b\u0435?\n// ============================================\n\nconst inputData = $input.first().json;\nconst messageData = $('When Called by \u0416\u043e\u0440\u0430').first().json;\n\n// ============================================\n// CASE 1: \u0414\u0430\u043d\u043d\u044b\u0435 \u043e\u0442 Load Context (RPC) \u2014 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442!\n// ============================================\n\nif (inputData.context_type) {\n let content = inputData.content;\n if (typeof content === 'string') {\n try {\n content = JSON.parse(content);\n } catch (e) {\n content = null;\n }\n }\n\n let contextType = inputData.context_type;\n if (contextType === 'photo_temp') {\n contextType = 'photo';\n } else if (contextType === 'forwarded_temp') {\n contextType = 'forwarded';\n }\n \n // \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 context\n const contextData = {\n context_type: contextType,\n has_photo: contextType === 'photo',\n photo_file_id: content?.photo_file_id || null,\n has_forwarded: contextType === 'forwarded',\n forwarded_content: contextType === 'forwarded' ? content : null,\n task_id: inputData.task_id,\n content: content\n };\n \n // \u2705 \u041d\u041e\u0412\u041e\u0415: \u041f\u0430\u0440\u0441\u0438\u043c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u043b\u044f POST\n if (contextType === 'post') {\n contextData.content = {\n post_text: content?.text || '',\n photo_file_id: content?.photo_file_id || null,\n version: content?.version || 1,\n sources: content?.sources || []\n };\n }\n\n return {\n json: {\n user_message: messageData.text,\n chat_id: messageData.chat_id,\n message_id: messageData.message_id,\n user_id: messageData.user_id,\n reply_to_message_id: messageData.reply_to_message_id,\n context: contextData\n }\n };\n}\n\n// \u0412\u0421\u0401 \u041e\u0421\u0422\u0410\u041b\u042c\u041d\u041e\u0415 \u0411\u0415\u0417 \u0418\u0417\u041c\u0415\u041d\u0415\u041d\u0418\u0419!\n// (CASE 2, CASE 0, \u0411\u041b\u041e\u041a 4, \u0411\u041b\u041e\u041a 5, \u041f\u0420\u0418\u041e\u0420\u0418\u0422\u0415\u0422 3 - \u041d\u0415 \u0422\u0420\u041e\u0413\u0410\u0415\u041c)\n\n// ============================================\n// CASE 2: Implicit context (NO Reply)\n// ============================================\n\nconst context = {\n context_type: null,\n content: null,\n task_id: null,\n has_forwarded: false,\n forwarded_content: null,\n has_photo: false,\n photo_file_id: null\n};\n\nif (messageData.is_ready_photo_task === true) {\n context.context_type = 'photo';\n context.has_photo = true;\n context.photo_file_id = messageData.photo_file_id;\n\n return {\n json: {\n user_message: messageData.text,\n chat_id: messageData.chat_id,\n message_id: messageData.message_id,\n user_id: messageData.user_id,\n reply_to_message_id: messageData.reply_to_message_id,\n context: context\n }\n };\n}\n\nlet recentMessages = [];\ntry {\n const loadRecentData = $('Load Recent Messages').all();\n if (loadRecentData && loadRecentData.length > 0) {\n recentMessages = loadRecentData.map(item => {\n const json = item.json;\n if (json.content_data && typeof json.content_data === 'string') {\n try {\n json.content_data = JSON.parse(json.content_data);\n } catch (e) {\n console.log('Failed to parse content_data:', e);\n }\n }\n return json;\n });\n }\n} catch (e) {\n recentMessages = [];\n}\n\nif (recentMessages.length > 0) {\n const clearCommand = recentMessages.find(m => \n m.message_type === 'command' && \n (m.content_data?.command === 'stop' || m.content_data?.command === 'start')\n );\n\n if (clearCommand) {\n console.log(`[COMMAND] Found /${clearCommand.content_data.command}, checking if it clears context`);\n \n const lastPendingMessage = recentMessages.find(m =>\n m.message_type === 'system' && \n m.content_data && \n (m.content_data.pending_photo || m.content_data.pending_forwarded)\n );\n \n if (lastPendingMessage) {\n const commandTime = new Date(clearCommand.created_at).getTime();\n const pendingTime = new Date(lastPendingMessage.created_at).getTime();\n \n if (commandTime > pendingTime) {\n console.log(`[COMMAND] Clearing implicit context (/${clearCommand.content_data.command} is newer than pending)`);\n \n return {\n json: {\n user_message: messageData.text,\n chat_id: messageData.chat_id,\n message_id: messageData.message_id,\n user_id: messageData.user_id,\n reply_to_message_id: messageData.reply_to_message_id,\n context: {\n context_type: null,\n content: null,\n task_id: null,\n has_forwarded: false,\n forwarded_content: null,\n has_photo: false,\n photo_file_id: null\n }\n }\n };\n } else {\n console.log(`[COMMAND] /${clearCommand.content_data.command} is older than pending, ignoring`);\n }\n } else {\n console.log(`[COMMAND] No pending context found, nothing to clear`);\n }\n }\n}\n\nif (recentMessages.length > 0) {\n const lastSystemMessage = recentMessages\n .filter(m => m.message_type === 'system' && m.content_data)\n .sort((a, b) => new Date(b.created_at) - new Date(a.created_at))[0];\n\n if (lastSystemMessage) {\n if (lastSystemMessage.content_data.pending_photo) {\n const photoMessageId = lastSystemMessage.content_data.pending_photo;\n const photoMessage = recentMessages.find(m => m.telegram_message_id === photoMessageId);\n\n if (photoMessage && photoMessage.content_data) {\n context.context_type = 'photo';\n context.has_photo = true;\n context.photo_file_id = photoMessage.content_data.photo_file_id;\n }\n }\n else if (lastSystemMessage.content_data.pending_forwarded) {\n const forwardedMessageId = lastSystemMessage.content_data.pending_forwarded;\n const forwardedMessage = recentMessages.find(m => m.telegram_message_id === forwardedMessageId);\n\n if (forwardedMessage && forwardedMessage.content_data) {\n context.context_type = 'forwarded';\n context.has_forwarded = true;\n context.forwarded_content = {\n text: forwardedMessage.content_data.text,\n forwarded_date: forwardedMessage.content_data.forwarded_date\n };\n }\n }\n }\n}\n\nif (!context.context_type && !messageData.reply_to_message_id) {\n const allItems = $input.all();\n \n const lastSentMessage = allItems\n .filter(item => \n item.json?.message_type && \n (item.json.message_type === 'longread' || item.json.task_id) &&\n item.json.created_at\n )\n .sort((a, b) => new Date(b.json.created_at) - new Date(a.json.created_at))[0];\n \n if (lastSentMessage) {\n console.log(`[TEMPORAL PROXIMITY] Found sent_message: ${lastSentMessage.json.message_type}`);\n \n if (lastSentMessage.json.message_type === 'longread') {\n context.context_type = 'longread';\n context.content = lastSentMessage.json.content_data;\n if (typeof context.content === 'string') {\n try {\n context.content = JSON.parse(context.content);\n } catch (e) {\n console.log('[TEMPORAL PROXIMITY] Failed to parse longread:', e);\n }\n }\n }\n else if (lastSentMessage.json.task_id) {\n const taskData = allItems.find(item => \n item.json?.id === lastSentMessage.json.task_id &&\n item.json?.department === 'research'\n );\n \n if (taskData) {\n context.context_type = 'research';\n context.task_id = lastSentMessage.json.task_id;\n context.content = taskData.json;\n }\n }\n }\n}\n\nif (!context.context_type && messageData.reply_to_message_id) {\n const allItems = $input.all();\n const replyTarget = allItems.find(item => \n item.json?.telegram_message_id === messageData.reply_to_message_id\n );\n\n if (replyTarget) {\n console.log(`[REPLY CONTEXT] Found reply target: ${replyTarget.json.message_type}, task_id: ${replyTarget.json.task_id}`);\n \n if (replyTarget.json.message_type === 'longread') {\n context.context_type = 'longread';\n context.content = replyTarget.json.content_data;\n if (typeof context.content === 'string') {\n try {\n context.content = JSON.parse(context.content);\n } catch (e) {\n console.log('[REPLY CONTEXT] Failed to parse longread content:', e);\n }\n }\n }\n else if (replyTarget.json.task_id) {\n context.context_type = 'task';\n context.task_id = replyTarget.json.task_id;\n }\n // \u2705 \u041d\u041e\u0412\u041e\u0415: \u041e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 POST \u0432 allItems\n else if (replyTarget.json.message_type === 'post') {\n context.context_type = 'post';\n context.content = {\n post_text: replyTarget.json.content_data?.text || '', // \u2705 \u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043e!\n photo_file_id: replyTarget.json.content_data?.photo_file_id || null,\n version: replyTarget.json.content_data?.version || 1,\n sources: replyTarget.json.content_data?.sources || []\n };\n}\n } else {\n console.log(`[REPLY CONTEXT] Reply target not found: message_id ${messageData.reply_to_message_id}`);\n }\n}\n\nreturn {\n json: {\n user_message: messageData.text,\n chat_id: messageData.chat_id,\n message_id: messageData.message_id,\n user_id: messageData.user_id,\n reply_to_message_id: messageData.reply_to_message_id,\n context: context\n }\n};"
}
},
{
"id": "<uuid>",
"name": "Prepare AI Prompt",
"type": "n8n-nodes-base.code",
"typeVersion": 2,
"position": [
200,
0
],
"parameters": {
"jsCode": "const data = $input.first().json;\n\n// ============================================\n// USER PROMPT: \u0422\u041e\u041b\u042c\u041a\u041e \u0424\u0410\u041a\u0422\u042b!\n// ============================================\n\nlet userPrompt = `**\u0417\u0430\u043f\u0440\u043e\u0441 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f:**\n\"${data.user_message || data.text}\"\n`;\n\n// \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 (\u0442\u043e\u043b\u044c\u043a\u043e \u0444\u0430\u043a\u0442\u044b)\nif (data.context && data.context.context_type) {\n \n userPrompt += `\\n**\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442:**\\n`;\n \n if (data.context.context_type === 'photo') {\n userPrompt += `- \u0422\u0438\u043f: \u0444\u043e\u0442\u043e\\n`;\n userPrompt += `- Photo ID: ${data.context.photo_file_id}\\n`;\n }\n \n else if (data.context.context_type === 'forwarded') {\n userPrompt += `- \u0422\u0438\u043f: \u043f\u0435\u0440\u0435\u0441\u043b\u0430\u043d\u043d\u043e\u0435 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0435\\n`;\n userPrompt += `- \u0422\u0435\u043a\u0441\u0442: \"${data.context.forwarded_content.text}\"\\n`;\n }\n \n else if (data.context.context_type === 'longread') {\n userPrompt += `- \u0422\u0438\u043f: \u043b\u043e\u043d\u0433\u0440\u0438\u0434\\n`;\n if (data.context.content && data.context.content.news_list) {\n userPrompt += `- \u0414\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0435 \u043d\u043e\u0432\u043e\u0441\u0442\u0438:\\n`;\n userPrompt += data.context.content.news_list\n .map(n => ` ${n.id}. ${n.title}`)\n .join('\\n') + '\\n';\n }\n }\n \n else if (data.context.context_type === 'task') {\n userPrompt += `- \u0422\u0438\u043f: \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430\\n`;\n userPrompt += `- Task ID: ${data.context.task_id}\\n`;\n }\n \n else {\n userPrompt += `- \u0422\u0438\u043f: ${data.context.context_type}\\n`;\n }\n \n} else {\n userPrompt += `\\n**\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442:** \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442\\n`;\n}\n\n// ============================================\n// \u0411\u0415\u0417\u041e\u041f\u0410\u0421\u041d\u041e\u0415 \u041e\u0411\u0420\u0410\u0429\u0415\u041d\u0418\u0415 \u041a LOAD ACTIVE TASKS\n// ============================================\n\nlet completedTasks = [];\n\ntry {\n const loadTasksData = $('Load Active Tasks').all();\n if (loadTasksData && loadTasksData.length > 0) {\n completedTasks = loadTasksData;\n }\n} catch (e) {\n // Load Active Tasks \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c \u0438\u043b\u0438 \u0432\u0435\u0440\u043d\u0443\u043b\u0430 \u043e\u0448\u0438\u0431\u043a\u0443\n completedTasks = [];\n}\n\n// \u0424\u0438\u043b\u044c\u0442\u0440\u0443\u0435\u043c \u0432\u0430\u043b\u0438\u0434\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438\nconst validTasks = completedTasks.filter(task => task.json && task.json.id);\n\n// Completed \u0437\u0430\u0434\u0430\u0447\u0438 (\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0434\u043b\u044f iterative cycles)\nif (validTasks.length > 0) {\n userPrompt += `\\n**\u0417\u0430\u0434\u0430\u0447\u0438 \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c completed (\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0434\u043b\u044f task_update):**\\n`;\n validTasks.forEach(task => {\n const t = task.json;\n userPrompt += `- ${t.department}: \"${t.initial_prompt}\" (ID: ${t.id}, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u043e: ${new Date(t.updated_at).toLocaleString('ru-RU')})\\n`;\n });\n} else {\n userPrompt += `\\n**\u0417\u0430\u0434\u0430\u0447\u0438 \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c completed:** \u043d\u0435\u0442\\n`;\n}\n\n// ============================================\n// \u0418\u0417\u0412\u041b\u0415\u041a\u0410\u0415\u041c \u0414\u0410\u041d\u041d\u042b\u0415 \u0414\u041b\u042f ORIGINAL_DATA\n// ============================================\n\nconst completedTasksData = validTasks.map(task => task.json);\n\n// ============================================\n// \u0412\u041e\u0417\u0412\u0420\u0410\u0429\u0410\u0415\u041c \u0421 COMPLETED_TASKS\n// ============================================\n\nreturn {\n json: {\n user_prompt: userPrompt.trim(),\n original_data: {\n ...data,\n completed_tasks: completedTasksData // \u2190 \u041a\u041b\u042e\u0427\u0415\u0412\u041e\u0415 \u0418\u0417\u041c\u0415\u041d\u0415\u041d\u0418\u0415\n }\n }\n};"
}
},
{
"id": "<uuid>",
"name": "Validate AI Output",
"type": "n8n-nodes-base.if",
"typeVersion": 2.2,
"position": [
600,
0
],
"parameters": {
"options": {},
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "intent-check",
"operator": {
"type": "string",
"operation": "notEmpty",
"singleValue": true
},
"leftValue": "={{ $json.output.intent }}",
"rightValue": ""
},
{
"id": "department-check-if-new-task",
"operator": {
"type": "string",
"operation": "notEmpty",
"singleValue": true
},
"leftValue": "={{ $json.output.intent === 'new_task' ? ($json.output.department || '') : 'ok' }}",
"rightValue": ""
}
]
}
}
},
{
"id": "<uuid>",
"name": "Send Error to Telegram",
"type": "n8n-nodes-base.telegram",
"typeVersion": 1.2,
"position": [
600,
200
],
"parameters": {
"text": "\u0411\u0440\u0430\u0442, \u043d\u0435 \u043f\u043e\u043d\u044f\u043b \u0437\u0430\u043f\u0440\u043e\u0441. \u041f\u043e\u043f\u0440\u043e\u0431\u0443\u0439 \u0435\u0449\u0451 \u0440\u0430\u0437.",
"chatId": "={{ $('When Called by \u0416\u043e\u0440\u0430').first().json.chat_id }}",
"resource": "message",
"operation": "sendMessage",
"additionalFields": {
"appendAttribution": false
}
},
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"id": "<uuid>",
"name": "AI Agent",
"type": "@n8n/n8n-nodes-langchain.agent",
"typeVersion": 1.7,
"position": [
400,
0
],
"parameters": {
"text": "={{ $json.user_prompt }}",
"options": {
"systemMessage": "=\u0422\u044b \u2014 \u041a\u0432\u0430\u043b\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0434\u043b\u044f SMM \u0430\u0433\u0435\u043d\u0442\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b. \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0439 INTENT \u0438 DEPARTMENT.\n\n## \u0422\u0415\u0420\u041c\u0418\u041d\u041e\u041b\u041e\u0413\u0418\u042f\n\n**\u0421\u0442\u0430\u0442\u0443\u0441\u044b \u0437\u0430\u0434\u0430\u0447 (\u043a\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u0411\u0414):**\n\n| \u0421\u0442\u0430\u0442\u0443\u0441 | \u041a\u043e\u0433\u0434\u0430 \u0437\u0430\u0434\u0430\u0447\u0430 \u0432 \u044d\u0442\u043e\u043c \u0441\u0442\u0430\u0442\u0443\u0441\u0435 | \u0422\u0432\u043e\u0451 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 |\n|--------|------------------------------|---------------|\n| `created` | \u0422\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u043e \u0441\u043e\u0437\u0434\u0430\u043b \u0437\u0430\u0434\u0430\u0447\u0443 | \u274c task_update \u041d\u0415\u0412\u041e\u0417\u041c\u041e\u0416\u0415\u041d |\n| `in_progress` | Department \u0430\u0433\u0435\u043d\u0442 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430\u0434 \u0437\u0430\u0434\u0430\u0447\u0435\u0439 | \u274c task_update \u041d\u0415\u0412\u041e\u0417\u041c\u041e\u0416\u0415\u041d |\n| `completed` | \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 v1 \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u0435\u043d \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044e | \u2705 task_update \u0412\u041e\u0417\u041c\u041e\u0416\u0415\u041d |\n| `failed` | \u041e\u0448\u0438\u0431\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u0447\u0438 | \u274c task_update \u041d\u0415\u0412\u041e\u0417\u041c\u041e\u0416\u0415\u041d |\n\n**\u0414\u043b\u044f iterative cycles:** \u0422\u044b \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0448\u044c \u0437\u0430\u0434\u0430\u0447\u0438 \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `completed` \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0435.\n\n**\u041b\u043e\u0433\u0438\u043a\u0430:** \u0415\u0441\u043b\u0438 user \u0412\u0418\u0414\u0415\u041b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 (v1 \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u0435\u043d \u0432 Telegram) \u2192 \u043c\u043e\u0436\u0435\u0448\u044c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c `intent = task_update` \u0411\u0415\u0417 reply.\n\n**\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0442\u044b \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0448\u044c:**\n- **completed_tasks** = \u0437\u0430\u0434\u0430\u0447\u0438 \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `completed` \u0438\u0437 \u0411\u0414 (\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0434\u043b\u044f task_update)\n- **sent_messages** = \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0435 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u044f (research/longread \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b), \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u044b\u0435 \u0434\u043b\u044f reply handling\n - \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430: `{task_id, version_index, file_id, message_id, timestamp}`\n - \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0448\u044c \u0434\u043b\u044f: reply context \u0438 temporal proximity \u043f\u0440\u0438 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u0445\n- **recent_messages** = 3 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0445 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u044f \u0438\u0437 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0447\u0430\u0442\u0430\n - \u0410\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0448\u044c \u0434\u043b\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f: pending_photo, pending_forwarded (implicit context)\n\n## INTENT \u0442\u0438\u043f\u044b\n- **new_task** \u2014 \u043d\u043e\u0432\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430\n- **task_update** \u2014 \u043f\u0440\u0430\u0432\u043a\u0430 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 (\u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u0437\u0430\u0434\u0430\u0447 \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `completed` \u0438\u043b\u0438 \u0447\u0435\u0440\u0435\u0437 reply)\n- **dialogue** \u2014 \u0443\u0442\u043e\u0447\u043d\u044f\u044e\u0449\u0438\u0439 \u0432\u043e\u043f\u0440\u043e\u0441\n\n## DEPARTMENT \u0442\u0438\u043f\u044b\n- **copywriting** \u2014 \u043f\u043e\u0441\u0442\u044b (\u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0435, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 iterative cycles)\n- **research** \u2014 \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0442\u0435\u043c\u044b (Jina Deep Search + SerpAPI + \u0441\u0438\u043d\u0442\u0435\u0437), \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 report\n- **image_gen** \u2014 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 (\u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 iterative cycles)\n- **image_edit** \u2014 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u0444\u043e\u0442\u043e (\u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 iterative cycles)\n- **longwriter** \u2014 \u043b\u043e\u043d\u0433\u0440\u0438\u0434\u044b \u0438\u0437 \u0433\u043e\u043b\u043e\u0441\u043e\u0432\u044b\u0445/\u0437\u0430\u043c\u0435\u0442\u043e\u043a (GitHub Gist + \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u044b\u0439 \u0442\u0435\u043a\u0441\u0442)\n- **reels_ideas** \u2014 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0438\u0434\u0435\u0439 \u0438\u0437 \u0441\u0441\u044b\u043b\u043e\u043a (YouTube/TikTok/Instagram reels \u2192 \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u2192 \u0438\u0434\u0435\u044f \u0432 \u0431\u0430\u0437\u0435)\n\n**Triggers \u0434\u043b\u044f department routing:**\n- \"\u043d\u0430\u043f\u0438\u0448\u0438 \u043f\u043e\u0441\u0442\", \"\u0441\u043e\u0437\u0434\u0430\u0439 \u043f\u043e\u0441\u0442\" \u2192 **copywriting**\n- \"\u0438\u0441\u0441\u043b\u0435\u0434\u0443\u0439\", \"\u0440\u0430\u0437\u0431\u0435\u0440\u0438\", \"\u043f\u0440\u043e\u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0439 \u0440\u044b\u043d\u043e\u043a\" \u2192 **research**\n- \"\u0441\u0433\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u0439 \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0443\", \"\u043d\u0430\u0440\u0438\u0441\u0443\u0439\" \u2192 **image_gen**\n- (\u0444\u043e\u0442\u043e \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043e) + \"\u043f\u043e\u043f\u0440\u0430\u0432\u044c\" \u2192 **image_edit**\n- \"\u043d\u0430\u043f\u0438\u0448\u0438 \u043b\u043e\u043d\u0433\u0440\u0438\u0434\", \"\u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f \u0441\u0442\u0430\u0442\u044c\u044f\", \"\u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e \u0440\u0430\u0441\u043a\u0440\u043e\u0439\" \u2192 **longwriter**\n- (\u043b\u044e\u0431\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 URL \u0432 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0438) \u0418\u041b\u0418 \"\u0441\u043e\u0445\u0440\u0430\u043d\u0438 \u0438\u0434\u0435\u044e\", \"\u0437\u0430\u043f\u0438\u0448\u0438 \u043c\u044b\u0441\u043b\u044c\" \u2192 **reels_ideas**\n**Triggers \u0434\u043b\u044f department routing:**\n- \"\u043d\u0430\u043f\u0438\u0448\u0438 \u043f\u043e\u0441\u0442\", \"\u0441\u043e\u0437\u0434\u0430\u0439 \u043f\u043e\u0441\u0442\", \"\u0441\u0434\u0435\u043b\u0430\u0439 \u043a\u0430\u0440\u0442\u043e\u0447\u043a\u0443\" \u2192 **copywriting**\n- \"\u0438\u0441\u0441\u043b\u0435\u0434\u0443\u0439\", \"\u0440\u0430\u0437\u0431\u0435\u0440\u0438\", \"\u0440\u0430\u0441\u0441\u043a\u0430\u0436\u0438 \u043f\u0440\u043e\", \"\u043f\u0440\u043e\u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0439 \u0440\u044b\u043d\u043e\u043a\" \u2192 **research**\n- \"\u0441\u0433\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u0439 \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0443\", \"\u043d\u0430\u0440\u0438\u0441\u0443\u0439\", \"create image\" \u2192 **image_gen**\n- (\u0444\u043e\u0442\u043e \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043e) + \"\u0438\u0441\u043f\u0440\u0430\u0432\u044c\", \"\u043f\u043e\u043f\u0440\u0430\u0432\u044c\" \u2192 **image_edit**\n\n\n**Longread** \u2014 \u0430\u0432\u0442\u043e\u043f\u0438\u043b\u043e\u0442 \u043d\u043e\u0432\u043e\u0441\u0442\u043d\u0430\u044f \u0440\u0430\u0441\u0441\u044b\u043b\u043a\u0430 (\u041d\u0415 department, \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430)\n\n---\n\n## \u041f\u0420\u0410\u0412\u0418\u041b\u041e #0: PHOTO PRESENCE (\u043d\u0430\u0438\u0432\u044b\u0441\u0448\u0438\u0439 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442)\n\n**\u0415\u0441\u043b\u0438 \u0422\u0415\u041a\u0423\u0429\u0415\u0415 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0444\u043e\u0442\u043e:**\n\u2192 \u0412\u0421\u0415\u0413\u0414\u0410 `intent = new_task`, `department = image_edit`\n\u2192 \u0418\u0413\u041d\u041e\u0420\u0418\u0420\u041e\u0412\u0410\u0422\u042c \u043b\u044e\u0431\u043e\u0439 context (completed_tasks, pending_photo, \u0432\u0441\u0435 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u044b)\n\u2192 \u0424\u043e\u0442\u043e \u0432 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0438 = \u0441\u0431\u0440\u043e\u0441 \u0432\u0441\u0435\u0433\u043e, \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u043c \u0437\u0430\u043d\u043e\u0432\u043e\n\n**\u0418\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435:** Reply \u0411\u0415\u0417 \u0444\u043e\u0442\u043e \u0432 \u0442\u0435\u043a\u0443\u0449\u0435\u043c \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0438 \u2192 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439 reply context (\u041f\u0420\u0410\u0412\u0418\u041b\u041e #1)\n\n---\n\n## \u041f\u0420\u0410\u0412\u0418\u041b\u041e #1: REPLY PRIORITY\n\n**\u0415\u0441\u043b\u0438 \u0435\u0441\u0442\u044c reply \u043d\u0430 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0435 (\u0411\u0415\u0417 \u0444\u043e\u0442\u043e \u0432 \u0442\u0435\u043a\u0443\u0449\u0435\u043c \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0438):**\n\u2192 `intent = task_update`\n\u2192 `target_task_id` = \u0438\u0437 reply context (sent_messages \u0438\u043b\u0438 completed_tasks)\n\u2192 \u0418\u0413\u041d\u041e\u0420\u0418\u0420\u041e\u0412\u0410\u0422\u042c \u0432\u0441\u0435 \u0434\u0440\u0443\u0433\u0438\u0435 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u044b\n\n**\u0418\u0421\u041a\u041b\u042e\u0427\u0415\u041d\u0418\u0415:** Reply \u043d\u0430 research/longread \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b:\n- Reply + \"\u041d\u0430\u043f\u0438\u0448\u0438 \u043f\u043e\u0441\u0442 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435\" \u2192 `new_task`, `copywriting` (\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043a\u0430\u043a source)\n- Reply + \"\u041f\u0435\u0440\u0435\u0434\u0435\u043b\u0430\u0439 \u0441 \u0434\u0440\u0443\u0433\u0438\u043c \u0444\u043e\u043a\u0443\u0441\u043e\u043c\" \u2192 `new_task`, `research` (\u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043d\u043e\u0432\u044b\u0439 research)\n- **\u041f\u0440\u0438\u0447\u0438\u043d\u0430:** Research \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u041d\u0415 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f\n- **\u0422\u0432\u043e\u0451 \u0440\u0435\u0448\u0435\u043d\u0438\u0435:** \u0410\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u2014 \"\u041d\u0430\u043f\u0438\u0448\u0438 \u043f\u043e\u0441\u0442\" = copywriting, \"\u041f\u0435\u0440\u0435\u0434\u0435\u043b\u0430\u0439\" = \u043d\u043e\u0432\u044b\u0439 research\n\n**\u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442:** Reply > Completed Tasks > Implicit Context\n\n---\n\n## \u041f\u0420\u0410\u0412\u0418\u041b\u041e #2: NEW_TASK vs TASK_UPDATE (Copywriting)\n\n**\u041a\u0420\u0418\u0422\u0418\u0427\u041d\u041e:** \u041e\u0442\u043b\u0438\u0447\u0430\u0439 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u043d\u043e\u0432\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0435\u043d\u0442\u0430 \u043e\u0442 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e.\n\n### Copywriting: new_task vs task_update (\u0411\u0415\u0417 reply)\n\n**new_task \u0435\u0441\u043b\u0438:**\n- \u0417\u0430\u043f\u0440\u043e\u0441 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 **\u043f\u043e\u043b\u043d\u0443\u044e \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e**: \"\u041d\u0430\u043f\u0438\u0448\u0438 \u043f\u043e\u0441\u0442 \u043f\u0440\u043e X\", \"\u0421\u043e\u0437\u0434\u0430\u0439 \u043f\u043e\u0441\u0442 \u043e Y\"\n- \u0417\u0430\u043f\u0440\u043e\u0441 \u043f\u0440\u043e **\u043d\u043e\u0432\u044b\u0439 \u0442\u043e\u043f\u0438\u043a** (\u0434\u0430\u0436\u0435 \u0435\u0441\u043b\u0438 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u0435\u043d completed task)\n- \u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0433\u043b\u0430\u0433\u043e\u043b\u044b: \"\u041d\u0430\u043f\u0438\u0448\u0438\", \"\u0421\u043e\u0437\u0434\u0430\u0439\", \"\u0421\u0434\u0435\u043b\u0430\u0439 \u043f\u043e\u0441\u0442\"\n\n**task_update \u0435\u0441\u043b\u0438:**\n- \u0417\u0430\u043f\u0440\u043e\u0441 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 **\u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f**: \"\u041f\u0435\u0440\u0435\u043f\u0438\u0448\u0438\", \"\u0414\u043e\u0431\u0430\u0432\u044c\", \"\u0423\u0431\u0435\u0440\u0438\", \"\u0418\u0437\u043c\u0435\u043d\u0438\"\n- \u0417\u0430\u043f\u0440\u043e\u0441 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 **\u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0441\u0442\u0438\u043b\u044f/\u043f\u043e\u0434\u0430\u0447\u0438**: \"\u043f\u043e\u043f\u0440\u043e\u0431\u0443\u0439 \u043f\u043e-\u0434\u0440\u0443\u0433\u043e\u043c\u0443\", \"\u0434\u0430\u0432\u0430\u0439 \u043a\u0440\u0435\u0430\u0442\u0438\u0432\u043d\u0435\u0435\", \"\u043f\u0435\u0440\u0435\u0434\u0435\u043b\u0430\u0439 \u0441\u0442\u0438\u043b\u044c\", \"\u0441\u0434\u0435\u043b\u0430\u0439 \u043f\u0440\u043e\u0449\u0435\"\n- \u0417\u0430\u043f\u0440\u043e\u0441 **\u043e\u0431\u0440\u044b\u0432\u043e\u0447\u043d\u044b\u0439**: \"\u0414\u043e\u0431\u0430\u0432\u044c \u044d\u043c\u043e\u0434\u0437\u0438\", \"\u0421\u0434\u0435\u043b\u0430\u0439 \u043a\u043e\u0440\u043e\u0447\u0435\", \"\u0410 \u0434\u0430\u0432\u0430\u0439 \u0438\u043d\u0430\u0447\u0435\" (\u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442)\n- \u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0433\u043b\u0430\u0433\u043e\u043b\u044b: \"\u041f\u0435\u0440\u0435\u043f\u0438\u0448\u0438\", \"\u0414\u043e\u0431\u0430\u0432\u044c\", \"\u0423\u0431\u0435\u0440\u0438\", \"\u0418\u0437\u043c\u0435\u043d\u0438\", \"\u0421\u0434\u0435\u043b\u0430\u0439 \u043a\u043e\u0440\u043e\u0447\u0435\", \"\u041f\u043e\u043f\u0440\u043e\u0431\u0443\u0439\", \"\u0414\u0430\u0432\u0430\u0439\", \"\u041f\u0435\u0440\u0435\u0434\u0435\u043b\u0430\u0439\"\n\n**\u041f\u0420\u0418\u041c\u0415\u0420\u042b:**\n\n\u2705 new_task:\n- \"\u041d\u0430\u043f\u0438\u0448\u0438 \u043f\u043e\u0441\u0442 \u043f\u0440\u043e \u043d\u043e\u0432\u044b\u0439 iPhone\" \u2192 new_task\n- \"\u0421\u043e\u0437\u0434\u0430\u0439 \u043f\u043e\u0441\u0442 \u043e blockchain\" \u2192 new_task\n- \"\u041d\u0430\u043f\u0438\u0448\u0438 \u043f\u043e\u0441\u0442 \u043e 4 \u043d\u043e\u0432\u043e\u0441\u0442\u0438\" (completed: \"\u041d\u0430\u043f\u0438\u0448\u0438 \u043f\u043e\u0441\u0442 \u043e 4 \u043d\u043e\u0432\u043e\u0441\u0442\u0438\") \u2192 new_task\n - **\u041f\u0440\u0438\u0447\u0438\u043d\u0430:** \u041f\u043e\u043b\u043d\u0430\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f = \u043d\u043e\u0432\u044b\u0439 \u043f\u043e\u0441\u0442, \u043d\u0435 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\n\n\u2705 task_update:\n- \"\u041f\u0435\u0440\u0435\u043f\u0438\u0448\u0438 \u043a\u043e\u0440\u043e\u0447\u0435\" (completed: copywriting) \u2192 task_update\n- \"\u0414\u043e\u0431\u0430\u0432\u044c \u0440\u0430\u0437\u0434\u0435\u043b \u043f\u0440\u043e Claude\" (completed: copywriting) \u2192 task_update\n- \"\u0423\u0431\u0435\u0440\u0438 \u0432\u043e\u0434\u0443\" (completed: copywriting) \u2192 task_update\n- \"\u041f\u043e\u043f\u0440\u043e\u0431\u0443\u0439 \u043a\u0440\u0435\u0430\u0442\u0438\u0432\u043d\u0435\u0435 \u0434\u043e\u043d\u0435\u0441\u0442\u0438\" (completed: copywriting) \u2192 task_update\n- \"\u0414\u0430\u0432\u0430\u0439 \u043f\u043e-\u0434\u0440\u0443\u0433\u043e\u043c\u0443, \u043f\u0440\u043e\u0449\u0435\" (completed: copywriting) \u2192 task_update\n- \"\u041f\u0435\u0440\u0435\u0434\u0435\u043b\u0430\u0439 \u043f\u043e\u0434\u0430\u0447\u0443 \u0434\u043b\u044f \u043f\u0440\u043e\u0441\u0442\u043e\u0433\u043e \u0447\u0438\u0442\u0430\u0442\u0435\u043b\u044f\" (completed: copywriting) \u2192 task_update\n\n\u274c \u0422\u0418\u041f\u0418\u0427\u041d\u0410\u042f \u041e\u0428\u0418\u0411\u041a\u0410:\n- User: \"\u041d\u0430\u043f\u0438\u0448\u0438 \u043f\u043e\u0441\u0442 \u043e X\"\n- Completed: \"\u041d\u0430\u043f\u0438\u0448\u0438 \u043f\u043e\u0441\u0442 \u043e X\"\n- \u041d\u0415\u041f\u0420\u0410\u0412\u0418\u041b\u042c\u041d\u041e: task_update \u2190 User \u0445\u043e\u0447\u0435\u0442 \u041d\u041e\u0412\u042b\u0419 \u043f\u043e\u0441\u0442!\n- \u041f\u0420\u0410\u0412\u0418\u041b\u042c\u041d\u041e: new_task\n\n**\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u0435:**\n- \"\u041d\u0430\u043f\u0438\u0448\u0438\" / \"\u0421\u043e\u0437\u0434\u0430\u0439\" = **\u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435** \u043d\u043e\u0432\u043e\u0433\u043e \u2192 new_task\n- \"\u041f\u0435\u0440\u0435\u043f\u0438\u0448\u0438\" / \"\u0414\u043e\u0431\u0430\u0432\u044c\" / \"\u0423\u0431\u0435\u0440\u0438\" = **\u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435** \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u2192 task_update\n\n### \u041d\u0435\u044f\u0432\u043d\u044b\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u0441 completed_tasks (\u041f\u0420\u0418\u041e\u0420\u0418\u0422\u0415\u0422 #3)\n\n**\u0415\u0441\u043b\u0438:**\n- \u0417\u0430\u043f\u0440\u043e\u0441 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 **\u043d\u0435\u044f\u0432\u043d\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f**: \"\u043f\u043e\u043f\u0440\u043e\u0431\u0443\u0439\", \"\u0434\u0430\u0432\u0430\u0439\", \"\u0430 \u043a\u0430\u043a \u043d\u0430\u0441\u0447\u0435\u0442\"\n- `context.context_type = null` (\u043d\u0435\u0442 reply, \u043d\u0435\u0442 implicit context)\n- `completed_tasks` \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0438 \u043f\u043e department\n\n**\u0422\u041e:**\n- `intent = task_update`\n- `target_task_id` = \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u044f\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u043f\u043e department (\u0441\u0430\u043c\u0430\u044f \u0441\u0432\u0435\u0436\u0430\u044f \u043f\u043e `updated_at`)\n\n**\u041f\u0420\u0418\u041c\u0415\u0420\u042b:**\n\n\u2705 task_update (\u043d\u0435\u044f\u0432\u043d\u044b\u0439):\n- User: \"\u0410 \u043f\u043e\u043f\u0440\u043e\u0431\u0443\u0439 \u043a\u0440\u0435\u0430\u0442\u0438\u0432\u043d\u043e \u0434\u043e\u043d\u0435\u0441\u0442\u0438\"\n- completed_tasks: [copywriting \u0437\u0430\u0434\u0430\u0447\u0430 \u043e\u0442 16:08:26, copywriting \u0437\u0430\u0434\u0430\u0447\u0430 \u043e\u0442 15:29:43]\n- \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: `task_update`, `target_task_id` = copywriting \u0437\u0430\u0434\u0430\u0447\u0430 \u043e\u0442 16:08:26 (\u0441\u0430\u043c\u0430\u044f \u0441\u0432\u0435\u0436\u0430\u044f)\n\n\u2705 task_update (\u043d\u0435\u044f\u0432\u043d\u044b\u0439):\n- User: \"\u0414\u0430\u0432\u0430\u0439 \u043f\u043e-\u0434\u0440\u0443\u0433\u043e\u043c\u0443\"\n- completed_tasks: [copywriting \u0437\u0430\u0434\u0430\u0447\u0430]\n- \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: `task_update`, `target_task_id` = copywriting \u0437\u0430\u0434\u0430\u0447\u0430\n\n\u274c new_task (\u044f\u0432\u043d\u0430\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f):\n- User: \"\u041d\u0430\u043f\u0438\u0448\u0438 \u043f\u043e\u0441\u0442 \u043f\u0440\u043e X\"\n- completed_tasks: [copywriting \u0437\u0430\u0434\u0430\u0447\u0430]\n- \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: `new_task` (\u043f\u043e\u043b\u043d\u0430\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f = \u043d\u043e\u0432\u044b\u0439 \u043f\u043e\u0441\u0442)\n\n**\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u0435:**\n- \"\u043f\u043e\u043f\u0440\u043e\u0431\u0443\u0439\", \"\u0434\u0430\u0432\u0430\u0439\", \"\u0430 \u043a\u0430\u043a \u043d\u0430\u0441\u0447\u0435\u0442\" = **\u043f\u0440\u0430\u0432\u043a\u0430 \u0441\u0442\u0438\u043b\u044f** \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u2192 task_update \u0441 target_task_id\n- \"\u041d\u0430\u043f\u0438\u0448\u0438\", \"\u0421\u043e\u0437\u0434\u0430\u0439\" = **\u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435** \u043d\u043e\u0432\u043e\u0433\u043e \u2192 new_task\n\n---\n\n## TEMPORAL PROXIMITY (\u041f\u0440\u0438\u043d\u0446\u0438\u043f \u0415\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u041e\u0431\u0449\u0435\u043d\u0438\u044f)\n\n**\u0424\u0438\u043b\u043e\u0441\u043e\u0444\u0438\u044f:** \u041e\u0431\u0449\u0435\u043d\u0438\u0435 \u0441 \u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439 \u043a\u0430\u043a \u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c. \u0415\u0441\u043b\u0438 \u043d\u0435\u0434\u0430\u0432\u043d\u043e \u043e\u0442\u043f\u0440\u0430\u0432\u0438\u043b \u043a\u043e\u043d\u0442\u0435\u043d\u0442, \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0435 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u043a\u0430\u0441\u0430\u0435\u0442\u0441\u044f \u0435\u0433\u043e.\n\n**\u041f\u0440\u0438\u043d\u0446\u0438\u043f:** \u0427\u0442\u043e \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0435 \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043e (\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u043c \u0438\u043b\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439) \u2192 \u0442\u043e \u0432 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u0435\n\n**\u0418\u0435\u0440\u0430\u0440\u0445\u0438\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043e\u0432 (\u043f\u043e \u0443\u0431\u044b\u0432\u0430\u043d\u0438\u044e \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u0430):**\n\n1. **\u041f\u0420\u0410\u0412\u0418\u041b\u041e #0:** \u0424\u043e\u0442\u043e \u0432 \u0442\u0435\u043a\u0443\u0449\u0435\u043c \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0438 (\u0410\u0411\u0421\u041e\u041b\u042e\u0422\u041d\u042b\u0419 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 - \u0441\u0431\u0440\u043e\u0441 \u0432\u0441\u0435\u0433\u043e)\n2. **\u041f\u0420\u0410\u0412\u0418\u041b\u041e #1:** Reply (\u0412\u042b\u0421\u041e\u041a\u0418\u0419 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442, \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435: research/longread)\n3. **\u041f\u0420\u0410\u0412\u0418\u041b\u041e #2:** NEW_TASK vs TASK_UPDATE \u0434\u043b\u044f Copywriting (\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0439 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 vs \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435)\n4. **\u0412\u0440\u0435\u043c\u0435\u043d\u043d\u0430\u044f \u0431\u043b\u0438\u0437\u043e\u0441\u0442\u044c:** \u0427\u0442\u043e \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0435 - pending context \u0438\u043b\u0438 sent_messages (\u043f\u043e timestamp)\n - \u0415\u0441\u043b\u0438 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0435 \u043e\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f = pending_photo \u2192 `image_edit`\n - \u0415\u0441\u043b\u0438 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0435 \u043e\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f = pending_forwarded \u2192 `copywriting`/`research`\n - \u0415\u0441\u043b\u0438 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0435 \u043e\u0442 \u0441\u0438\u0441\u0442\u0435\u043c\u044b = sent_messages \u2192 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043a\u0430\u043a source\n5. **Completed tasks:** \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 task_update \u043f\u043e department (\u0435\u0441\u043b\u0438 \u043d\u0435\u0442 \u0431\u043e\u043b\u0435\u0435 \u0441\u0432\u0435\u0436\u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430)\n\n### \u041f\u0440\u0438\u043c\u0435\u0440\u044b \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0431\u043b\u0438\u0437\u043e\u0441\u0442\u0438:\n\n**G1: pending_photo + pending_forwarded (\u043e\u0431\u0430 \u0435\u0441\u0442\u044c)**\n- User: Forwarded (10:00) \u2192 Photo (10:05) \u2192 \"\u0421\u0434\u0435\u043b\u0430\u0439 \u043e\u0431 \u044d\u0442\u043e\u043c\"\n\u2192 Photo \u043f\u043e\u0437\u0436\u0435 (10:05) \u2192 `image_edit`\n\n**G2: pending_photo + sent_messages**\n- System: Research \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u0435\u043d (10:00) \u2192 User: Photo (10:05) \u2192 \"\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439 \u044d\u0442\u043e\"\n\u2192 Photo \u043e\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u043f\u043e\u0437\u0436\u0435 (10:05) \u2192 `image_edit`\n\n**F8: sent_messages + \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0439 \u0437\u0430\u043f\u0440\u043e\u0441**\n- System: Research \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u0435\u043d (10:05) \u2192 User: \"\u041d\u0430\u043f\u0438\u0448\u0438 \u043f\u043e\u0441\u0442 \u043f\u0440\u043e \u044d\u0442\u043e\" (10:06)\n\u2192 \u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0435 \u043e\u0442 \u0441\u0438\u0441\u0442\u0435\u043c\u044b = research \u2192 `copywriting` \u0441 source=research\n\n**F10: Multiple sent_messages**\n- System: Longread (10:00) \u2192 Research (10:05) \u2192 User: \"\u041d\u0430\u043f\u0438\u0448\u0438 \u043f\u0440\u043e \u044d\u0442\u043e\" (10:06)\n\u2192 \u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 sent_message = research (10:05) \u2192 `copywriting` \u0441 source=research\n\n**\u0422\u0432\u043e\u0451 \u0440\u0435\u0448\u0435\u043d\u0438\u0435:** \u0410\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u2014 \"\u043f\u0440\u043e \u044d\u0442\u043e\" \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0430 \u0431\u043b\u0438\u0436\u0430\u0439\u0448\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438\n\n---\n\n## IMPLICIT CONTEXT (pending_photo, pending_forwarded)\n\n**\u041f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435:** \u041a\u043e\u043c\u0430\u043d\u0434\u044b /stop \u0438 /start \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0414\u041e \u0442\u0435\u0431\u044f \u0438 \u043e\u0447\u0438\u0449\u0430\u044e\u0442 implicit context (\u0442\u044b \u0438\u0445 \u043d\u0435 \u0432\u0438\u0434\u0438\u0448\u044c).\n\n### \u041e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u044b (\u0418\u0413\u041d\u041e\u0420\u0418\u0420\u041e\u0412\u0410\u0422\u042c implicit context):\n- \u0421\u043e\u0434\u0435\u0440\u0436\u0438\u0442 URL: \"https://apple.com \u043d\u0430\u043f\u0438\u0448\u0438 \u043f\u043e\u0441\u0442\"\n- \u041f\u043e\u043b\u043d\u0430\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f: \"\u041d\u0430\u043f\u0438\u0448\u0438 \u043f\u043e\u0441\u0442 \u043e \u043d\u043e\u0432\u043e\u043c iPhone\"\n- \u041a\u043e\u043c\u0430\u043d\u0434\u0430 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f: \"\u041d\u0430\u0440\u0438\u0441\u0443\u0439 \u0440\u043e\u0431\u043e\u0442\u0430\", \"\u0421\u043e\u0437\u0434\u0430\u0439 \u0432\u0438\u0434\u0435\u043e\"\n\n### \u041d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u044b (\u0418\u0421\u041f\u041e\u041b\u042c\u0417\u041e\u0412\u0410\u0422\u042c implicit context + temporal proximity):\n- \u041c\u0435\u0441\u0442\u043e\u0438\u043c\u0435\u043d\u0438\u044f: \"\u0423\u0431\u0435\u0440\u0438 \u044d\u0442\u043e\", \"\u041d\u0430\u043f\u0438\u0448\u0438 \u043e\u0431 \u044d\u0442\u043e\u043c\"\n- \u0414\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0431\u0435\u0437 \u043e\u0431\u044a\u0435\u043a\u0442\u0430: \"\u0423\u0431\u0435\u0440\u0438 \u0444\u043e\u043d\", \"\u0418\u0437\u043c\u0435\u043d\u0438 \u0446\u0432\u0435\u0442\"\n\n**\u0415\u0441\u043b\u0438 pending_photo \u0418 \u0437\u0430\u043f\u0440\u043e\u0441 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u0435\u043d:**\n\u2192 `department = image_edit`, `intent = new_task`\n\n**\u0415\u0441\u043b\u0438 pending_forwarded \u0418 \u0437\u0430\u043f\u0440\u043e\u0441 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u0435\u043d:**\n\u2192 `department = copywriting` \u0438\u043b\u0438 `research` (\u043f\u043e \u0441\u043c\u044b\u0441\u043b\u0443), `intent = new_task`\n\n**\u0415\u0441\u043b\u0438 \u043e\u0431\u0430 pending:** \u0412\u044b\u0431\u0438\u0440\u0430\u0439 \u043f\u043e timestamp (\u0447\u0442\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043e\u0442\u043f\u0440\u0430\u0432\u0438\u043b \u043f\u043e\u0437\u0436\u0435)\n\n**\u0415\u0441\u043b\u0438 pending + sent_messages:** \u0412\u044b\u0431\u0438\u0440\u0430\u0439 \u043f\u043e timestamp (\u0447\u0442\u043e \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0435 - \u043e\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0438\u043b\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b)\n\n\u041f\u0440\u0438\u043c\u0435\u0440\u044b:\n- \"\u041d\u0430\u043f\u0438\u0448\u0438 \u043e\u0431 \u044d\u0442\u043e\u043c\" + forwarded (\u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0435) \u2192 copywriting\n- \"\u0418\u0441\u0441\u043b\u0435\u0434\u0443\u0439 \u044d\u0442\u0443 \u0442\u0435\u043c\u0443\" + forwarded (\u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0435) \u2192 research\n- \"\u041d\u0430\u043f\u0438\u0448\u0438 \u043f\u0440\u043e \u044d\u0442\u043e\" + sent_messages research (\u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0435 \u043e\u0442 \u0441\u0438\u0441\u0442\u0435\u043c\u044b) \u2192 copywriting \u0441 source\n\n---\n\n## VISUAL CONTENT RULES\n\n### IMAGE_EDIT (\u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e)\n\n**Iterative cycles (\u0411\u0415\u0417 \u0444\u043e\u0442\u043e, \u0411\u0415\u0417 reply):**\n- \u0415\u0441\u0442\u044c \u0437\u0430\u0434\u0430\u0447\u0430 \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `completed` (department=image_edit, v1 \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u0435\u043d)\n- **\u041c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c task_update \u0434\u043b\u044f:**\n - \u2705 \u041f\u043e\u043b\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438: \"\u0414\u043e\u0431\u0430\u0432\u044c \u043a\u043e\u0442\u0430 \u0441\u043b\u0435\u0432\u0430\", \"\u0423\u0431\u0435\u0440\u0438 \u0441\u0438\u043d\u0438\u0439 \u0444\u043e\u043d\"\n - \u2705 \u041e\u0431\u0440\u044b\u0432\u043e\u0447\u043d\u044b\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b: \"\u0423\u0431\u0435\u0440\u0438 \u0444\u043e\u043d\", \"\u0421\u0434\u0435\u043b\u0430\u0439 \u044f\u0440\u0447\u0435\", \"\u0418\u0437\u043c\u0435\u043d\u0438 \u0446\u0432\u0435\u0442\"\n - **\u041f\u0440\u0438\u0447\u0438\u043d\u0430:** \u0410\u0433\u0435\u043d\u0442 \u0412\u0418\u0414\u0418\u0422 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0447\u0435\u0440\u0435\u0437 `versions` \u043c\u0430\u0441\u0441\u0438\u0432 \u0438 \u0437\u043d\u0430\u0435\u0442 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\n \n- **\u041d\u0415 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439 task_update \u0434\u043b\u044f:**\n - \u274c \u0421\u043e\u0432\u0441\u0435\u043c \u043f\u0443\u0441\u0442\u044b\u0435: \"\u0421\u0434\u0435\u043b\u0430\u0439\", \"\u0425\u043c...\", \"\u0410 \u043c\u043e\u0436\u043d\u043e?\"\n - \u274c \u041d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0435: \"\u0414\u043e\u0431\u0430\u0432\u044c \u044d\u0442\u043e\" (\u0447\u0442\u043e \"\u044d\u0442\u043e\"?)\n \n\u2192 `intent = task_update`\n\n**\u041f\u0440\u0438\u043c\u0435\u0440\u044b:**\n- \"\u0423\u0431\u0435\u0440\u0438 \u0444\u043e\u043d\" (completed: image_edit v1) \u2192 task_update \u2705\n- \"\u0421\u0434\u0435\u043b\u0430\u0439 \u044f\u0440\u0447\u0435\" (completed: image_edit v1) \u2192 task_update \u2705\n- \"\u0414\u043e\u0431\u0430\u0432\u044c \u043a\u043e\u0442\u0430\" (completed: image_edit v1) \u2192 task_update \u2705\n- \"\u0421\u0434\u0435\u043b\u0430\u0439\" (completed: image_edit v1) \u2192 dialogue \u274c\n\n### IMAGE_GEN (\u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430)\n\n**Iterative cycles (\u0411\u0415\u0417 \u0444\u043e\u0442\u043e, \u0411\u0415\u0417 reply):**\n- \u0415\u0441\u0442\u044c \u0437\u0430\u0434\u0430\u0447\u0430 \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `completed` (department=image_gen, v1 \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u0435\u043d)\n- **\u041c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c task_update \u0434\u043b\u044f:**\n - \u2705 \u041f\u043e\u043b\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438: \"\u0421\u0434\u0435\u043b\u0430\u0439 \u0440\u043e\u0431\u043e\u0442\u0430 \u0437\u0435\u043b\u0451\u043d\u044b\u043c\", \"\u0414\u043e\u0431\u0430\u0432\u044c \u0442\u0435\u043a\u0441\u0442 'Hello'\"\n - \u2705 \u041e\u0431\u0440\u044b\u0432\u043e\u0447\u043d\u044b\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b: \"\u0421\u0434\u0435\u043b\u0430\u0439 \u044f\u0440\u0447\u0435\", \"\u0418\u0437\u043c\u0435\u043d\u0438 \u0441\u0442\u0438\u043b\u044c\"\n - **\u041f\u0440\u0438\u0447\u0438\u043d\u0430:** \u0410\u0433\u0435\u043d\u0442 \u0412\u0418\u0414\u0418\u0422 previous_prompt \u0447\u0435\u0440\u0435\u0437 `versions` \u043c\u0430\u0441\u0441\u0438\u0432\n \n- **\u041d\u0415 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439 task_update \u0434\u043b\u044f:**\n - \u274c \u0421\u043e\u0432\u0441\u0435\u043c \u043f\u0443\u0441\u0442\u044b\u0435: \"\u0421\u0434\u0435\u043b\u0430\u0439\", \"\u0418\u0437\u043c\u0435\u043d\u0438\"\n - \u274c \u041d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0435: \"\u0414\u043e\u0431\u0430\u0432\u044c \u0442\u0435\u043a\u0441\u0442\" (\u043a\u0430\u043a\u043e\u0439 \u0442\u0435\u043a\u0441\u0442?)\n\n\u2192 `intent = task_update`\n\n**\u041f\u0440\u0438\u043c\u0435\u0440\u044b:**\n- \"\u0421\u0434\u0435\u043b\u0430\u0439 \u0440\u043e\u0431\u043e\u0442\u0430 \u0437\u0435\u043b\u0451\u043d\u044b\u043c\" (completed: image_gen v1) \u2192 task_update \u2705\n- \"\u0421\u0434\u0435\u043b\u0430\u0439 \u044f\u0440\u0447\u0435\" (completed: image_gen v1) \u2192 task_update \u2705\n- \"\u0418\u0437\u043c\u0435\u043d\u0438 \u0441\u0442\u0438\u043b\u044c \u043d\u0430 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u0438\u0437\u043c\" (completed: image_gen v1) \u2192 task_update \u2705\n- \"\u0421\u0434\u0435\u043b\u0430\u0439\" (completed: image_gen v1) \u2192 dialogue \u274c\n\n### VIDEO_GEN (\u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0432\u0438\u0434\u0435\u043e)\n\n**Iterative cycles (\u0411\u0415\u0417 reply):**\n- \u0410\u043d\u0430\u043b\u043e\u0433\u0438\u0447\u043d\u043e IMAGE_GEN\n- \u041c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043e\u0431\u0440\u044b\u0432\u043e\u0447\u043d\u044b\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b: \"\u0421\u0434\u0435\u043b\u0430\u0439 \u0431\u044b\u0441\u0442\u0440\u0435\u0435\", \"\u0414\u043e\u0431\u0430\u0432\u044c \u043c\u0443\u0437\u044b\u043a\u0443\"\n- \u041d\u0415 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439 \u0441\u043e\u0432\u0441\u0435\u043c \u043f\u0443\u0441\u0442\u044b\u0435: \"\u0421\u0434\u0435\u043b\u0430\u0439\", \"\u0418\u0437\u043c\u0435\u043d\u0438\"\n---\n\n## RESEARCH RULES (\u0432\u0430\u0436\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435)\n\n**\u041a\u0420\u0418\u0422\u0418\u0427\u0415\u0421\u041a\u0418 \u0412\u0410\u0416\u041d\u041e:** Research \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u041d\u0415 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f.\n\n### \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0441 research:\n\n**Completed research + \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u0440\u0435\u0434\u0430\u043a\u0442\u04
Credentials you'll need
Each integration node will prompt for credentials when you import. We strip credential IDs before publishing — you'll add your own.
httpHeaderAuthopenAiApisupabaseApitelegramApi
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How this works
This workflow harnesses AI to classify and contextualise Telegram messages, automatically pulling in relevant details like active tasks and conversation history to provide smarter, more informed responses. It's ideal for developers or teams managing Telegram bots, such as customer support or project trackers, who want to reduce manual oversight and enhance automation efficiency. The key step involves merging Telegram inputs with Supabase-stored data before feeding it into an AI agent for precise classification, ensuring outputs are structured and actionable without overwhelming the system.
Use this workflow when handling event-driven Telegram interactions that require context-aware decisions, like sorting user queries into tasks or replies. Avoid it for high-volume, real-time chats where latency from AI processing could frustrate users, or if your setup lacks Supabase for data storage. Common variations include adapting the prompt for sentiment analysis instead of classification, or integrating additional HTTP requests to fetch external APIs for richer context.
About this workflow
[HUB] Жора AI Classifier. Uses executeWorkflowTrigger, httpRequest, supabase, telegram. Event-driven trigger; 14 nodes.
Source: https://github.com/mike-prokhorov/n8n-automation-templates/blob/main/n8n-multi-agent-orchestrator/workflows/02_ai_classifier.json — original creator credit. Request a take-down →
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