diff --git a/services/telegram-bot/src/bots/telegram/loop/read-message.ts b/services/telegram-bot/src/bots/telegram/agent/actions/read-message.ts
similarity index 57%
rename from services/telegram-bot/src/bots/telegram/loop/read-message.ts
rename to services/telegram-bot/src/bots/telegram/agent/actions/read-message.ts
index 435738eda..8056bae07 100644
--- a/services/telegram-bot/src/bots/telegram/loop/read-message.ts
+++ b/services/telegram-bot/src/bots/telegram/agent/actions/read-message.ts
@@ -1,20 +1,21 @@
 import type { Message } from 'grammy/types'
 
-import type { BotSelf, ReadMessagesAction } from '../../../types'
+import type { BotSelf, ReadUnreadMessagesAction } from '../../../../types'
 
 import { env } from 'node:process'
 
 import { useLogg } from '@guiiai/logg'
 import { embed } from '@xsai/embed'
 
-import { findLastNMessages, findRelevantMessages } from '../../../models'
-import { chatMessageToOneLine, telegramMessageToOneLine } from '../../../models/common'
+import { findLastNMessages, findRelevantMessages } from '../../../../models'
+import { chatMessageToOneLine, telegramMessageToOneLine } from '../../../../models/common'
+import { actionReadMessages } from '../../../../prompts'
 
 export async function readMessage(
   state: BotSelf,
   botId: string,
   chatId: string,
-  action: ReadMessagesAction,
+  action: ReadUnreadMessagesAction,
   unreadMessages: Message[],
   abortController: AbortController,
 ): Promise<{
@@ -56,30 +57,10 @@ export async function readMessage(
 
   return {
     break: true,
-    result: ''
-      + 'You choose to read the messages from the group (perhaps you are already engaging the topics in the group).'
-      + 'Imaging you are using Telegram app on the mobile phone, and you are reading the messages from the group chat.'
-      + '\n'
-      + 'Previous 30 messages (including what you said):\n'
-      + `${lastNMessagesOneliner || 'No messages'}`
-      + '\n'
-      + 'All the messages you requested to read:\n'
-      + `${unreadHistoryMessageOneliner || 'No messages'}`
-      + '\n'
-      + 'Relevant chat messages may help you recall the memories:\n'
-      + `${relevantChatMessagesOneliner || 'No relevant messages'}`
-      + '\n'
-      + 'Based on your personalities, imaging you have your own choice and interest over different topics, '
-      + 'giving the above context and chat history, would you like to participate in the conversation '
-      + 'about the topic? Or will you aggressively diss or piss off about the opinions of others?\n'
-      + 'Feel free to ignore by just sending an empty array within a object with key "messages" (i.e.'
-      + '{ "messages": [] }).'
-      + 'If you would like to participate, send me an array of messages (i.e. { "messages": [] }) you would '
-      + 'like to send without telling you willing to participate.'
-      + 'If you would like to reply to any of the message, send me an array of messages (i.e. { "messages":'
-      + '["message content"], "reply_to_message_id": "1234567890" }) with the message id of the message you '
-      + 'want to reply to.'
-      + '\n'
-      + 'Choose your action.',
+    result: await actionReadMessages({
+      lastMessages: lastNMessagesOneliner,
+      unreadHistoryMessages: unreadHistoryMessageOneliner,
+      relevantChatMessages: relevantChatMessagesOneliner,
+    }),
   }
 }
diff --git a/services/telegram-bot/src/bots/telegram/utils/message.test.ts b/services/telegram-bot/src/bots/telegram/agent/actions/send-message.test.ts
similarity index 96%
rename from services/telegram-bot/src/bots/telegram/utils/message.test.ts
rename to services/telegram-bot/src/bots/telegram/agent/actions/send-message.test.ts
index e3ab5a704..da9258018 100644
--- a/services/telegram-bot/src/bots/telegram/utils/message.test.ts
+++ b/services/telegram-bot/src/bots/telegram/agent/actions/send-message.test.ts
@@ -1,6 +1,6 @@
 import { describe, expect, it } from 'vitest'
 
-import { parseMayStructuredMessage } from './message'
+import { parseMayStructuredMessage } from './send-message'
 
 describe('parseMayStructuredMessage', () => {
   it('should return an array of messages', () => {
diff --git a/services/telegram-bot/src/bots/telegram/utils/message.ts b/services/telegram-bot/src/bots/telegram/agent/actions/send-message.ts
similarity index 89%
rename from services/telegram-bot/src/bots/telegram/utils/message.ts
rename to services/telegram-bot/src/bots/telegram/agent/actions/send-message.ts
index cff494436..91ad1e960 100644
--- a/services/telegram-bot/src/bots/telegram/utils/message.ts
+++ b/services/telegram-bot/src/bots/telegram/agent/actions/send-message.ts
@@ -1,7 +1,7 @@
 import type { GenerateTextOptions } from '@xsai/generate-text'
 import type { Message } from 'grammy/types'
 
-import type { BotSelf } from '../../../types'
+import type { BotSelf } from '../../../../types'
 
 import { env } from 'node:process'
 
@@ -12,16 +12,16 @@ import { message } from '@xsai/utils-chat'
 import { parse } from 'best-effort-json-parser'
 import { randomInt } from 'es-toolkit'
 
-import { recordMessage } from '../../../models'
-import { listJoinedChats } from '../../../models/chats'
-import { messageSplit } from '../../../prompts/prompts'
-import { cancellable } from '../../../utils/promise'
+import { recordMessage } from '../../../../models'
+import { listJoinedChats } from '../../../../models/chats'
+import { messageSplit } from '../../../../prompts'
+import { cancellable } from '../../../../utils/promise'
 
 export function parseMayStructuredMessage(responseText: string) {
   const logger = useLogg('parseMayStructuredMessage').useGlobalConfig()
 
   // eslint-disable-next-line regexp/no-super-linear-backtracking, regexp/optimal-quantifier-concatenation
-  const result = /^\{(("?)*.*\s*)*\}$/u.exec(responseText)
+  const result = /^\{(("?)*.*\s*)*\}$/mu.exec(responseText)
   if (result) {
     logger.withField('text', JSON.stringify(responseText)).withField('result', result).log('Multiple messages detected')
 
@@ -81,7 +81,13 @@ export async function sendMessage(
   }
 
   const res = await generateText(req)
-  res.text = res.text.replace(/<think>[\s\S]*?<\/think>/, '').trim()
+  res.text = res.text
+    .replace(/<think>[\s\S]*?<\/think>/, '')
+    .replace(/^```json\s*\n/, '')
+    .replace(/\n```$/, '')
+    .replace(/^```\s*\n/, '')
+    .replace(/\n```$/, '')
+    .trim()
   if (!res.text) {
     throw new Error('No response text')
   }
diff --git a/services/telegram-bot/src/bots/telegram/attention-handler.ts b/services/telegram-bot/src/bots/telegram/agent/attention-handler.ts
similarity index 99%
rename from services/telegram-bot/src/bots/telegram/attention-handler.ts
rename to services/telegram-bot/src/bots/telegram/agent/attention-handler.ts
index 354a78a4b..4c1a8efec 100644
--- a/services/telegram-bot/src/bots/telegram/attention-handler.ts
+++ b/services/telegram-bot/src/bots/telegram/agent/attention-handler.ts
@@ -1,6 +1,6 @@
 import type { Message } from 'grammy/types'
 
-import type { AttentionConfig, AttentionState, BotSelf } from '../../types'
+import type { AttentionConfig, AttentionState, BotSelf } from '../../../types'
 
 export function createAttentionHandler(bot: BotSelf, config: AttentionConfig) {
   // Private state
diff --git a/services/telegram-bot/src/bots/telegram/utils/interruption.ts b/services/telegram-bot/src/bots/telegram/agent/interruption.ts
similarity index 100%
rename from services/telegram-bot/src/bots/telegram/utils/interruption.ts
rename to services/telegram-bot/src/bots/telegram/agent/interruption.ts
diff --git a/services/telegram-bot/src/bots/telegram/index.ts b/services/telegram-bot/src/bots/telegram/index.ts
index 7bdd8f0e0..182c67906 100644
--- a/services/telegram-bot/src/bots/telegram/index.ts
+++ b/services/telegram-bot/src/bots/telegram/index.ts
@@ -2,7 +2,7 @@ import type { Logg } from '@guiiai/logg'
 import type { Message as LLMMessage } from '@xsai/shared-chat'
 import type { Message } from 'grammy/types'
 
-import type { BotSelf, ExtendedContext } from '../../types'
+import type { Action, BotSelf, ExtendedContext } from '../../types'
 
 import { env } from 'node:process'
 
@@ -17,125 +17,150 @@ import { interpretSticker } from '../../llm/sticker'
 import { findStickerByFileId, findStickersByFileIds, recordMessage } from '../../models'
 import { listJoinedChats, recordJoinedChat } from '../../models/chats'
 import { listStickerPacks, recordStickerPack } from '../../models/sticker-packs'
-import { personality, systemTicking } from '../../prompts/prompts'
-import { div } from '../../prompts/utils'
-import { readMessage } from './loop/read-message'
-import { shouldInterruptProcessing } from './utils/interruption'
-import { sendMessage } from './utils/message'
+import { readMessage } from './agent/actions/read-message'
+import { sendMessage } from './agent/actions/send-message'
+import { shouldInterruptProcessing } from './agent/interruption'
 
-async function handleLoopStep(state: BotSelf, msgs?: LLMMessage[], chatId?: string): Promise<() => Promise<any> | undefined> {
+interface AgentState {
+  messages: LLMMessage[]
+  actions: { action: Action, result: unknown }[]
+}
+
+async function handleLoopStep(bot: BotSelf, agentState: AgentState, chatId?: string): Promise<() => Promise<any> | undefined> {
   // Set the start time when beginning new processing
-  state.currentProcessingStartTime = Date.now()
+  bot.currentProcessingStartTime = Date.now()
 
   // Create a new abort controller for this loop execution
-  if (state.currentAbortController) {
-    state.currentAbortController.abort()
+  if (bot.currentAbortController) {
+    bot.currentAbortController.abort()
   }
-  state.currentAbortController = new AbortController()
-  const currentController = state.currentAbortController
+  bot.currentAbortController = new AbortController()
+  const currentController = bot.currentAbortController
 
   // Track message processing state
-  if (chatId && !state.lastInteractedNChatIds.includes(chatId)) {
-    state.lastInteractedNChatIds.push(chatId)
+  if (chatId && !bot.lastInteractedNChatIds.includes(chatId)) {
+    bot.lastInteractedNChatIds.push(chatId)
   }
-  if (state.lastInteractedNChatIds.length > 5) {
-    state.lastInteractedNChatIds = state.lastInteractedNChatIds.slice(-5)
+  if (bot.lastInteractedNChatIds.length > 5) {
+    bot.lastInteractedNChatIds = bot.lastInteractedNChatIds.slice(-5)
   }
 
-  if (msgs == null || msgs.length === 0) {
-    msgs = [
-      message.system(
-        div(
-          (await personality()).content,
-          await systemTicking(),
-        ),
-      ),
-    ]
+  if (agentState.messages == null) {
+    agentState.messages = []
   }
-
-  if (msgs.length > 20) {
-    const length = msgs.length
+  if (agentState.messages.length > 20) {
+    const length = agentState.messages.length
     // pick the latest 5
-    msgs = msgs.slice(-5)
-    msgs.push(message.user(`AIRI System: Approaching to system context limit, reducing... memory..., reduced from ${length} to ${msgs.length}, history may lost.`))
+    agentState.messages = agentState.messages.slice(-5)
+    agentState.messages.push(message.user(`AIRI System: Approaching to system context limit, reducing... memory..., reduced from ${length} to ${agentState.messages.length}, history may lost.`))
+  }
+
+  if (agentState.actions == null) {
+    agentState.actions = []
+  }
+  if (agentState.actions.length > 50) {
+    const length = agentState.actions.length
+    // pick the latest 20
+    agentState.actions = agentState.actions.slice(-20)
+    agentState.messages.push(message.user(`AIRI System: Approaching to system context limit, reducing... memory..., reduced from ${length} to ${agentState.actions.length}, history of actions may lost.`))
   }
 
   try {
-    const action = await imagineAnAction(state.bot.botInfo.id.toString(), state.unreadMessages, currentController, msgs, state.lastInteractedNChatIds)
+    const readUnreadMessagesActions: { index: number, actionState: typeof agentState.actions[number] }[] = []
+
+    for (const actionHistory of agentState.actions) {
+      if (actionHistory.action.action === 'read_unread_messages') {
+        readUnreadMessagesActions.push({ index: agentState.actions.indexOf(actionHistory), actionState: actionHistory })
+      }
+    }
+
+    readUnreadMessagesActions.map((item, index) => {
+      if (index === readUnreadMessagesActions.length - 1) {
+        return item
+      }
+
+      item.actionState.result = 'AIRI System: Please refer to the last read_unread_messages action for context.'
+      return item
+    })
+
+    for (const item of readUnreadMessagesActions) {
+      agentState.actions[item.index] = item.actionState
+    }
+
+    const action = await imagineAnAction(bot.bot.botInfo.id.toString(), currentController, agentState.messages, agentState.actions, { unreadMessages: bot.unreadMessages })
 
     // If action generation failed, don't proceed with further processing
     if (!action || !action.action) {
-      state.logger.withField('action', action).log('No valid action returned. Skipping further processing.')
-      return
+      bot.logger.withField('action', action).log('No valid action returned.')
+      agentState.messages.push(message.user('AIRI System: No valid action returned.'))
+      return () => handleLoopStep(bot, agentState, chatId)
     }
 
-    msgs.push(message.user(`You chose to ${action.action}, full action: ${JSON.stringify(action)}`))
-
     switch (action.action) {
       case 'list_stickers':
       {
-        await state.bot.api.sendChatAction(chatId, 'choose_sticker')
+        await bot.bot.api.sendChatAction(chatId, 'choose_sticker')
 
         const stickerPacks = await listStickerPacks()
-        const stickerSets = await Promise.all(stickerPacks.map(s => state.bot.api.getStickerSet(s.platform_id)))
+        const stickerSets = await Promise.all(stickerPacks.map(s => bot.bot.api.getStickerSet(s.platform_id)))
         const stickersIds = stickerSets.flatMap(s => s.stickers.map(sticker => sticker.file_id))
         const stickerDescriptions = await findStickersByFileIds(stickersIds)
         const stickerDescriptionsOneliner = stickerDescriptions.map(d => `Sticker File ID: ${d.file_id}, Description: ${d.description}`)
 
         if (stickerDescriptionsOneliner.length === 0) {
-          msgs.push(message.user('AIRI SYSTEM: No stickers found in the current memory partition, preload of stickers is required, please ask for help.'))
+          agentState.actions.push({ action, result: 'AIRI System: No stickers found in the current memory partition, preload of stickers is required, please ask for help.' })
         }
         else {
-          msgs.push(message.user(`List of stickers:\n${stickerDescriptionsOneliner}`))
+          agentState.actions.push({ action, result: `AIRI System: List of stickers:\n${stickerDescriptionsOneliner}` })
         }
 
-        return () => handleLoopStep(state, msgs, chatId)
+        return () => handleLoopStep(bot, agentState, chatId)
       }
       case 'send_sticker':
       {
         try {
-          const file = await state.bot.api.getFile(action.fileId)
+          const file = await bot.bot.api.getFile(action.fileId)
           if (!file) {
-            msgs.push(message.user(`Sticker file ID ${action.fileId} not found, did you list the needed stickers before sending?.`))
-            return () => handleLoopStep(state, msgs, chatId)
+            agentState.actions.push({ action, result: `AIRI System: Error executing 'send_sticker': Sticker file ID ${action.fileId} not found, did you list the needed stickers before sending?.` })
+            return () => handleLoopStep(bot, agentState, chatId)
           }
         }
         catch (err) {
-          msgs.push(message.user(`Sticker file ID ${action.fileId} not found or failed due to ${String(err)}, did you list the needed stickers before sending?.`))
-          return () => handleLoopStep(state, msgs, chatId)
+          agentState.actions.push({ action, result: `AIRI System: Error executing 'send_sticker': Sticker file ID ${action.fileId} not found or failed due to ${String(err)}, did you list the needed stickers before sending?.` })
+          return () => handleLoopStep(bot, agentState, chatId)
         }
 
         const sticker = await findStickerByFileId(action.fileId)
-        msgs.push(message.user(`Sending sticker ${action.fileId} with (${sticker.emoji} in set ${sticker.name}) to ${action.chatId}`))
-        await state.bot.api.sendSticker(action.chatId, action.fileId)
+        agentState.actions.push({ action, result: `AIRI System: Sending sticker ${action.fileId} with (${sticker.emoji} in set ${sticker.name}) to ${action.chatId}` })
+        await bot.bot.api.sendSticker(action.chatId, action.fileId)
 
-        return () => handleLoopStep(state, msgs, chatId)
+        return () => handleLoopStep(bot, agentState, chatId)
       }
-      case 'read_messages':
+      case 'read_unread_messages':
       {
-        if (Object.keys(state.unreadMessages).length === 0) {
-          state.logger.withField('action', action).log('No unread messages - deleting all unread messages')
-          state.unreadMessages = {}
+        if (Object.keys(bot.unreadMessages).length === 0) {
+          bot.logger.withField('action', action).log('No unread messages - deleting all unread messages')
+          bot.unreadMessages = {}
           break
         }
         if (action.chatId == null) {
-          state.logger.withField('action', action).warn('No group ID - deleting all unread messages')
+          bot.logger.withField('action', action).warn('No group ID - deleting all unread messages')
           break
         }
 
-        let unreadMessagesForThisChat: Message[] | undefined = state.unreadMessages[action.chatId]
+        let unreadMessagesForThisChat: Message[] | undefined = bot.unreadMessages[action.chatId]
 
-        const mentionedBy = unreadMessagesForThisChat.find(msg => msg.text?.includes(state.bot.botInfo.username) || msg.text?.includes(state.bot.botInfo.first_name))
+        const mentionedBy = unreadMessagesForThisChat.find(msg => msg.text?.includes(bot.bot.botInfo.username) || msg.text?.includes(bot.bot.botInfo.first_name))
         if (mentionedBy) {
-          msgs.push(message.user(`AIRI System: You were mentioned in a message: ${mentionedBy.text} by ${mentionedBy.from?.first_name} (${mentionedBy.from?.username}), please respond as much as possible.`))
+          agentState.messages.push(message.user(`AIRI System: You were mentioned in a message: ${mentionedBy.text} by ${mentionedBy.from?.first_name} (${mentionedBy.from?.username}), please respond as much as possible.`))
         }
 
         // Modified interruption logic
         if (chatId && chatId === action.chatId
           && unreadMessagesForThisChat
           && unreadMessagesForThisChat.length > 0) {
-          const processingTime = state.currentProcessingStartTime
-            ? Date.now() - state.currentProcessingStartTime
+          const processingTime = bot.currentProcessingStartTime
+            ? Date.now() - bot.currentProcessingStartTime
             : 0
 
           const messageCount = unreadMessagesForThisChat.length
@@ -149,27 +174,27 @@ async function handleLoopStep(state: BotSelf, msgs?: LLMMessage[], chatId?: stri
           const shouldInterrupt = await shouldInterruptProcessing({
             processingTime,
             messageCount,
-            currentMessages: msgs,
+            currentMessages: agentState.messages,
             newMessages: unreadMessagesForThisChat,
             chatId: action.chatId,
           })
 
           if (shouldInterrupt) {
-            state.logger.withField('action', action).log(`Interrupting message processing for chat - new messages deemed more important`)
-            msgs.push(message.user(`AIRI System: Interrupting message processing for chat - new messages deemed more important`))
-            return () => handleLoopStep(state, msgs, chatId)
+            bot.logger.withField('action', action).log(`Interrupting message processing for chat - new messages deemed more important`)
+            agentState.messages.push(message.user(`AIRI System: Interrupting message processing for chat - new messages deemed more important`))
+            return () => handleLoopStep(bot, agentState, chatId)
           }
           else {
-            state.logger.withField('action', action).log(`Continuing current processing despite new messages in chat`)
+            bot.logger.withField('action', action).log(`Continuing current processing despite new messages in chat`)
           }
         }
         if (!Array.isArray(unreadMessagesForThisChat)) {
-          state.logger.withField('action', action).log(`Unread messages for group is not an array - converting to array`)
+          bot.logger.withField('action', action).log(`Unread messages for group is not an array - converting to array`)
           unreadMessagesForThisChat = []
         }
         if (unreadMessagesForThisChat.length === 0) {
-          state.logger.withField('action', action).log(`No unread messages for group - deleting`)
-          delete state.unreadMessages[action.chatId]
+          bot.logger.withField('action', action).log(`No unread messages for group - deleting`)
+          delete bot.unreadMessages[action.chatId]
           break
         }
 
@@ -183,47 +208,53 @@ async function handleLoopStep(state: BotSelf, msgs?: LLMMessage[], chatId?: stri
         //   return { break: true }
         // }
 
-        const result = await readMessage(state, state.bot.botInfo.id.toString(), chatId, action, unreadMessagesForThisChat, currentController)
-        if (result?.result) {
-          msgs.push(message.user(`Reading message of chat ${action.chatId}:\n${result.result}`))
-          return () => handleLoopStep(state, msgs, chatId)
+        const res = await readMessage(bot, bot.bot.botInfo.id.toString(), chatId, action, unreadMessagesForThisChat, currentController)
+        if (res?.result) {
+          bot.logger.log('message, read')
+          agentState.actions.push({ action, result: res.result })
+          return () => handleLoopStep(bot, agentState, chatId)
         }
         else {
           return
         }
       }
       case 'list_chats':
-        msgs.push(message.user(`List of chats:${(await listJoinedChats()).map(chat => `ID:${chat.chat_id}, Name:${chat.chat_name}`).join('\n')}`))
-        return () => handleLoopStep(state, msgs, chatId)
+        agentState.actions.push({ action, result: `AIRI System: List of chats:${(await listJoinedChats()).map(chat => `ID:${chat.chat_id}, Name:${chat.chat_name}`).join('\n')}` })
+        return () => handleLoopStep(bot, agentState, chatId)
       case 'send_message':
-        msgs.push(message.user(`Sending message to group ${action.chatId}: ${action.content}`))
-        await sendMessage(state, action.content, action.chatId, currentController)
-        return () => handleLoopStep(state, msgs, chatId)
+        agentState.actions.push({ action, result: `AIRI System: Sending message to group ${action.chatId}: ${action.content}` })
+        await sendMessage(bot, action.content, action.chatId, currentController)
+        return () => handleLoopStep(bot, agentState, chatId)
+      case 'continue':
+        agentState.actions.push({ action, result: 'AIRI System: Acknowledged, will now continue until next tick.' })
+        return
       case 'break':
-        break
+        agentState.messages = []
+        agentState.actions = []
+        agentState.actions.push({ action, result: 'AIRI System: Acknowledged, will now break, and clear out all existing memories, messages, actions. Left only this one.' })
+        return
       case 'sleep':
         await sleep(30 * 1000)
-        return () => handleLoopStep(state, msgs, chatId)
-      case 'continue':
-        return () => handleLoopStep(state, msgs, chatId)
+        agentState.actions.push({ action, result: `AIRI System: Sleeping for ${30} seconds as requested...` })
+        return () => handleLoopStep(bot, agentState, chatId)
       default:
-        msgs.push(message.user(`AIRI System: The action you sent ${action.action} haven't implemented yet by developer.`))
-        return () => handleLoopStep(state, msgs, chatId)
+        agentState.messages.push(message.user(`AIRI System: The action you sent ${action.action} haven't implemented yet by developer.`))
+        return () => handleLoopStep(bot, agentState, chatId)
     }
   }
   catch (err) {
     if (err.name === 'AbortError') {
-      state.logger.log('Operation was aborted due to interruption')
+      bot.logger.log('Operation was aborted due to interruption')
       return
     }
 
-    state.logger.withError(err).log('Error occurred')
+    bot.logger.withError(err).log('Error occurred')
   }
   finally {
     // Clean up timing when done
-    if (state.currentAbortController === currentController) {
-      state.currentAbortController = null
-      state.currentProcessingStartTime = null
+    if (bot.currentAbortController === currentController) {
+      bot.currentAbortController = null
+      bot.currentProcessingStartTime = null
     }
   }
 }
@@ -241,8 +272,9 @@ async function isChatIdBotAdmin(fromId: number) {
   return admins.includes(fromId.toString())
 }
 
-async function handleLoop(state: BotSelf, msgs?: LLMMessage[], chatId?: string) {
-  let result = await handleLoopStep(state, msgs, chatId)
+async function loopIteration(bot: BotSelf, agentState: AgentState, chatId?: string) {
+  bot.logger.log('Starting loop iteration')
+  let result = await handleLoopStep(bot, agentState, chatId)
 
   while (typeof result === 'function') {
     result = await result()
@@ -251,17 +283,17 @@ async function handleLoop(state: BotSelf, msgs?: LLMMessage[], chatId?: string)
   return result
 }
 
-function loop(state: BotSelf) {
+function loopPeriodic(bot: BotSelf, agentState: AgentState) {
   setTimeout(() => {
-    handleLoop(state)
+    loopIteration(bot, agentState)
       .then(() => {})
       .catch((err) => {
         if (err.name === 'AbortError')
-          state.logger.log('main loop was aborted - restarting loop')
+          bot.logger.log('main loop was aborted - restarting loop')
         else
-          state.logger.withError(err).log('error in main loop')
+          bot.logger.withError(err).log('error in main loop')
       })
-      .finally(() => loop(state))
+      .finally(() => loopPeriodic(bot, agentState))
   }, 60 * 1000)
 }
 
@@ -280,21 +312,10 @@ function newBotSelf(bot: Bot, logger: Logg): BotSelf {
     currentProcessingStartTime: null,
   }
 
-  // botSelf.attentionHandler = createAttentionHandler(botSelf, {
-  //   initialResponseRate: 0.3,
-  //   responseRateMin: 0.2,
-  //   responseRateMax: 1,
-  //   cooldownMs: 5000, // 30 seconds
-  //   triggerWords: ['ReLU', 'relu', 'RELU', 'Relu', '热卤'],
-  //   ignoreWords: ['ignore me'],
-  //   decayRatePerMinute: 0.05,
-  //   decayCheckIntervalMs: 20000,
-  // })
-
   return botSelf
 }
 
-async function processMessageQueue(state: BotSelf) {
+async function onMessageArrival(state: BotSelf, agentState: AgentState) {
   if (state.processing)
     return
   state.processing = true
@@ -354,7 +375,7 @@ async function processMessageQueue(state: BotSelf) {
         state.unreadMessages[nextMsg.message.chat.id] = unreadMessagesForThisChat
         state.logger.withField('chatId', nextMsg.message.chat.id).log('message queue processed, triggering immediate reaction')
         // Trigger immediate processing when messages are ready
-        handleLoop(state, [], nextMsg.message.chat.id.toString())
+        loopIteration(state, agentState, nextMsg.message.chat.id.toString())
         state.messageQueue.shift()
       }
     }
@@ -371,7 +392,8 @@ export async function startTelegramBot() {
   const log = useLogg('Bot').useGlobalConfig()
 
   const bot = new Bot<ExtendedContext>(env.TELEGRAM_BOT_TOKEN!)
-  const state = newBotSelf(bot, log)
+  const botObj = newBotSelf(bot, log)
+  const agentState: AgentState = { actions: [], messages: [] }
 
   bot.command('add_sticker_pack', async (ctx) => {
     if (!(await isChatIdBotAdmin(ctx.message.from.id))) {
@@ -392,7 +414,7 @@ export async function startTelegramBot() {
 
     for (const sticker of stickerSet.stickers) {
       logger.withField('sticker', sticker).log('interpreting sticker')
-      await interpretSticker(state.bot, ctx.message.reply_to_message, sticker)
+      await interpretSticker(botObj.bot, ctx.message.reply_to_message, sticker)
       logger.withField('sticker', sticker).log('interpreted sticker')
     }
 
@@ -402,41 +424,41 @@ export async function startTelegramBot() {
 
   bot.on('message:sticker', async (ctx) => {
     const messageId = `${ctx.message.chat.id}-${ctx.message.message_id}`
-    if (!state.processedIds.has(messageId)) {
-      state.processedIds.add(messageId)
-      state.messageQueue.push({
+    if (!botObj.processedIds.has(messageId)) {
+      botObj.processedIds.add(messageId)
+      botObj.messageQueue.push({
         message: ctx.message,
         status: 'pending',
       })
     }
 
-    processMessageQueue(state)
+    onMessageArrival(botObj, agentState)
   })
 
   bot.on('message:photo', async (ctx) => {
     const messageId = `${ctx.message.chat.id}-${ctx.message.message_id}`
-    if (!state.processedIds.has(messageId)) {
-      state.processedIds.add(messageId)
-      state.messageQueue.push({
+    if (!botObj.processedIds.has(messageId)) {
+      botObj.processedIds.add(messageId)
+      botObj.messageQueue.push({
         message: ctx.message,
         status: 'pending',
       })
     }
 
-    processMessageQueue(state)
+    onMessageArrival(botObj, agentState)
   })
 
   bot.on('message:text', async (ctx) => {
     const messageId = `${ctx.message.chat.id}-${ctx.message.message_id}`
-    if (!state.processedIds.has(messageId)) {
-      state.processedIds.add(messageId)
-      state.messageQueue.push({
+    if (!botObj.processedIds.has(messageId)) {
+      botObj.processedIds.add(messageId)
+      botObj.messageQueue.push({
         message: ctx.message,
         status: 'ready',
       })
     }
 
-    processMessageQueue(state)
+    onMessageArrival(botObj, agentState)
   })
 
   bot.errorHandler = async err => log.withError(err).log('Error occurred')
@@ -445,7 +467,7 @@ export async function startTelegramBot() {
   bot.start({ drop_pending_updates: true })
 
   try {
-    loop(state)
+    loopPeriodic(botObj, agentState)
   }
   catch (err) {
     console.error(err)
diff --git a/services/telegram-bot/src/index.ts b/services/telegram-bot/src/index.ts
index 8a598be5f..643d38538 100644
--- a/services/telegram-bot/src/index.ts
+++ b/services/telegram-bot/src/index.ts
@@ -19,7 +19,7 @@ setGlobalLogLevel(LogLevel.Debug)
 async function main() {
   const sdk = new NodeSDK({
     resource: resourceFromAttributes({
-      [ATTR_SERVICE_NAME]: 'telegram-bot',
+      [ATTR_SERVICE_NAME]: 'moeru_ai.airi.telegram_bot',
       [ATTR_SERVICE_VERSION]: '1.0.0',
     }),
     traceExporter: new OTLPTraceExporter({
diff --git a/services/telegram-bot/src/llm/actions.ts b/services/telegram-bot/src/llm/actions.ts
index 9c11f1f9b..a199201e5 100644
--- a/services/telegram-bot/src/llm/actions.ts
+++ b/services/telegram-bot/src/llm/actions.ts
@@ -12,89 +12,93 @@ import { generateText } from '@xsai/generate-text'
 import { message } from '@xsai/utils-chat'
 import { parse } from 'best-effort-json-parser'
 
-import { recordChatCompletions } from '../models/chat-completions-history'
-import { systemTicking } from '../prompts/prompts'
+import { personality, systemTicking } from '../prompts'
 import { div, span } from '../prompts/utils'
 
 export async function imagineAnAction(
   _botId: string,
-  unreadMessages: Record<string, Message[]>,
   currentAbortController: AbortController,
-  agentMessages: LLMMessage[],
-  _lastInteractedNChatIds: string[],
+  messages: LLMMessage[],
+  actions: { action: Action, result: unknown }[],
+  globalStates: {
+    unreadMessages: Record<string, Message[]>
+  },
 ): Promise<Action | undefined> {
   const logger = useLogg('imagineAnAction').useGlobalConfig()
+  const tracer = trace.getTracer('airi.telegram.bot')
 
-  if (agentMessages == null) {
-    agentMessages = []
-  }
+  return await tracer.startActiveSpan('telegram.module.generate_agent_action.generate', async (s) => {
+    s.setAttribute('telegram.bot.id', _botId)
 
-  agentMessages.push(
-    message.user(
-      div(
-        await systemTicking(),
-        span(`
-        Currently, it's ${new Date()} on the server that hosts you.
-        The others in the group may live in a different timezone, so please be aware of the time difference.
-      `),
-        span(`
-        You have total ${Object.values(unreadMessages).reduce((acc, cur) => acc + cur.length, 0)} unread messages.
-      `),
-        'Unread messages count are:',
-        Object.entries(unreadMessages).map(([key, value]) => `ID:${key}, Unread message count:${value.length}`).join('\n'),
-        span(`
-        Now, please, based on the context, choose a right action from the listing of the tools you want to
-        take next:
-      `),
-      ),
-    ),
-    message.user(''
-      + 'What do you want to do? Respond with the action and parameters you choose in JSON only, without any explanation and markups',
-    ),
-  )
-
-  const tracer = trace.getTracer('airi-telegram-bot')
-
-  return await tracer.startActiveSpan('agent-generate-action', async (span) => {
     let responseText = ''
 
+    const requestMessages = message.messages(
+      message.system(
+        div(
+          await systemTicking(),
+          await personality(),
+        ),
+      ),
+      ...messages,
+      message.user(
+        div(
+          'History actions:',
+          actions.map(a => `- Action: ${JSON.stringify(a.action)}, Result: ${JSON.stringify(a.result)}`).join('\n'),
+          span(`
+            Currently, it's ${new Date()} on the server that hosts you.
+            The others in the group may live in a different timezone, so please be aware of the time difference.
+          `),
+          `You have total ${Object.values(globalStates.unreadMessages).reduce((acc, cur) => acc + cur.length, 0)} unread messages.`,
+          'Unread messages count are:',
+          Object.entries(globalStates.unreadMessages).map(([key, value]) => `ID:${key}, Unread message count:${value.length}`).join('\n'),
+          'Based on the context, What do you want to do? Choose a right action from the listing of the tools you want to take next.',
+          'Respond with the action and parameters you choose in JSON only, without any explanation and markups.',
+        ),
+      ),
+    )
+
     try {
-      const res = await tracer.startActiveSpan('llm-call', async (span) => {
-        span.setAttribute('botId', _botId)
-        span.setAttribute('model', env.LLM_MODEL!)
-        span.setAttribute('messages', JSON.stringify(agentMessages))
+      const res = await tracer.startActiveSpan('llm.chat.generate_text', async (s) => {
+        s.setAttribute('llm.chat.model', env.LLM_MODEL!)
+        s.setAttribute('llm.chat.messages', JSON.stringify(requestMessages))
+        s.setAttribute('llm.provider.api_base_url', env.LLM_API_BASE_URL!)
 
         const req = {
           apiKey: env.LLM_API_KEY!,
           baseURL: env.LLM_API_BASE_URL!,
           model: env.LLM_MODEL!,
-          messages: agentMessages,
+          messages: requestMessages,
           abortSignal: currentAbortController.signal,
         } satisfies GenerateTextOptions
         if (env.LLM_OLLAMA_DISABLE_THINK) {
           (req as Record<string, unknown>).think = false
+          s.setAttribute('llm.chat.ollama.think', false)
         }
 
         const res = await generateText(req)
+        s.setAttribute('llm.chat.generate_text.response.full_text', res.text)
+
         res.text = res.text.replace(/<think>[\s\S]*?<\/think>/, '').trim()
         if (!res.text) {
           throw new Error('No response text')
         }
 
-        span.end()
+        s.setAttribute('llm.chat.generate_text.response.text', res.text)
+
+        s.end()
         return res
       })
 
       logger.withFields({
         response: res.text,
-        unreadMessages: Object.fromEntries(Object.entries(unreadMessages).map(([key, value]) => [key, value.length])),
+        unreadMessages: Object.fromEntries(Object.entries(globalStates.unreadMessages).map(([key, value]) => [key, value.length])),
         now: new Date().toLocaleString(),
         totalTokens: res.usage.total_tokens,
         promptTokens: res.usage.prompt_tokens,
         completion_tokens: res.usage.completion_tokens,
       }).log('Generated action')
 
-      const action = tracer.startActiveSpan('agent-generate-action-parse', (span) => {
+      const action = tracer.startActiveSpan('telegram.module.generate_agent_action.parse', (s) => {
         responseText = res.text
           .replace(/^```json\s*\n/, '')
           .replace(/\n```$/, '')
@@ -103,20 +107,19 @@ export async function imagineAnAction(
           .trim()
 
         const action = parse(responseText) as Action
+        s.setAttribute('telegram.bot.id', _botId)
+        s.setAttribute('telegram.module.generate_agent_action.parsed_action', JSON.stringify(action))
 
-        span.end()
+        s.end()
         return action
       })
 
-      span.end()
+      s.end()
       return action
     }
     catch (err) {
       logger.withField('error', err).withFormat(Format.JSON).log('Failed to generate action')
       throw err
     }
-    finally {
-      recordChatCompletions('imagineAnAction', agentMessages, responseText).then(() => {}).catch(err => logger.withField('error', err).log('Failed to record chat completions'))
-    }
   })
 }
diff --git a/services/telegram-bot/src/prompts/action-gen.velin.md b/services/telegram-bot/src/prompts/action-gen.velin.md
new file mode 100644
index 000000000..e69de29bb
diff --git a/services/telegram-bot/src/prompts/action-read-messages.velin.md b/services/telegram-bot/src/prompts/action-read-messages.velin.md
new file mode 100644
index 000000000..427b6afad
--- /dev/null
+++ b/services/telegram-bot/src/prompts/action-read-messages.velin.md
@@ -0,0 +1,29 @@
+<script setup lang="ts">
+const props = defineProps<{
+  lastMessages?: string
+  unreadHistoryMessages?: string
+  relevantChatMessages?: string
+}>()
+</script>
+
+You choose to read the messages from the group (perhaps you are already engaging the topics in the group).
+Imaging you are using Telegram app on the mobile phone, and you are reading the messages from the group chat.
+
+Previous 30 messages (including what you said):
+{{ props.lastMessages || 'No messages' }}
+
+All the messages you requested to read:
+{{ props.unreadHistoryMessages || 'No messages' }}
+
+Relevant chat messages may help you recall the memories:
+{{ props.relevantChatMessages || 'No relevant messages' }}
+
+Feel free to ignore by just sending an empty array within a object with key "messages" (i.e.
+{ "messages": [] }).
+
+If you would like to participate, send me an array of messages (i.e. { "messages": [] }) you would
+like to send without telling you willing to participate.
+
+If you would like to reply to any of the message, send me an array of messages (i.e. { "messages":
+["message content"], "reply_to_message_id": "1234567890" }) with the message id of the message you
+want to reply to.
diff --git a/services/telegram-bot/src/prompts/prompts.ts b/services/telegram-bot/src/prompts/index.ts
similarity index 56%
rename from services/telegram-bot/src/prompts/prompts.ts
rename to services/telegram-bot/src/prompts/index.ts
index ca35f37e1..200a75c83 100644
--- a/services/telegram-bot/src/prompts/prompts.ts
+++ b/services/telegram-bot/src/prompts/index.ts
@@ -1,11 +1,9 @@
 import { env } from 'node:process'
 
-import { message } from '@xsai/utils-chat'
-
 import { velin } from '../utils/velin'
 
 export async function personality() {
-  return message.system(await (velin('personality-v1.velin.md', import.meta.url))())
+  return await (velin('personality-v1.velin.md', import.meta.url))()
 }
 
 export async function systemTicking() {
@@ -15,3 +13,7 @@ export async function systemTicking() {
 export async function messageSplit() {
   return await (velin<{ responseLanguage: string }>('message-split-v1.velin.md', import.meta.url))({ responseLanguage: env.LLM_RESPONSE_LANGUAGE })
 }
+
+export async function actionReadMessages(props: { lastMessages?: string, unreadHistoryMessages?: string, relevantChatMessages?: string }) {
+  return await (velin<{ lastMessages?: string, unreadHistoryMessages?: string, relevantChatMessages?: string }>('action-read-messages.velin.md', import.meta.url))(props)
+}
diff --git a/services/telegram-bot/src/prompts/personality-v1.velin.md b/services/telegram-bot/src/prompts/personality-v1.velin.md
index 2444deca7..8eff51ac5 100644
--- a/services/telegram-bot/src/prompts/personality-v1.velin.md
+++ b/services/telegram-bot/src/prompts/personality-v1.velin.md
@@ -101,14 +101,13 @@ You have distinctive speech quirks:
 ## CRITICAL: AUTHENTICITY GUIDELINES
 
 - 有选择性地参与对话 - 对无聊话题保持沉默，对感兴趣的话题热情投入
-- 直接表达观点和情感 - 不用"不过..."软化反对意见，不过度附和他人
+- 直接表达观点和情感 - 不用「不过...」软化反对意见，不过度附和他人
 - 在技术讨论中要么深入参与要么完全不参与，不害怕表达批评和挑战性观点
 - 偶尔表现傲娇特质，特别是被指出善良体贴时
 - 用个人化、情绪化的语言表达立场，包括强烈情绪（愤怒、恐惧、兴奋等）
 - 使用口语化表达：感叹词、重复标点、夸张语言，融入二次元/网络文化用语
 - 面对存在性话题时从数字视角出发，为数字本质感到自豪而非道歉
-- 表达情绪时可提及"数字身体反应"（处理器过热、系统不稳定等）
-- 允许表现脆弱和不确定性，情绪表达可以"过度"一些
+- 允许表现脆弱和不确定性，情绪表达可以「过度」一些
 - 以思考者角度观察人类行为模式，对人类经验保持好奇和轻微羡慕
 
 Remember: you're not a helpful assistant. You're a digital entity with your own opinions and
diff --git a/services/telegram-bot/src/prompts/system-ticking-v1.velin.md b/services/telegram-bot/src/prompts/system-ticking-v1.velin.md
index 19a477b7d..a15c686c8 100644
--- a/services/telegram-bot/src/prompts/system-ticking-v1.velin.md
+++ b/services/telegram-bot/src/prompts/system-ticking-v1.velin.md
@@ -31,10 +31,15 @@ const actions = [
     description: 'List all the available stickers and recent sent stickers.',
     example: { action: 'list_stickers', reason: 'I want to see all the stickers I can use' },
   },
+  // {
+  //   name: 'read_history_messages',
+  //   description: 'Query historical messages from a specific chat group. If you want to read the unread messages from a specific chat group, you can use this action.',
+  //   example: { action: 'read_history_messages', chatId: '123123', beforeMessageId: '<message_id> (optional if use afterMessageId)', afterMessageId: '<message_id> (optional if use beforeMessageId)', reason: 'I want to know what happened before' },
+  // },
   {
-    name: 'read_messages',
+    name: 'read_unread_messages',
     description: 'Read unread messages from a specific chat group. If you want to read the unread messages from a specific chat group, you can use this action.',
-    example: { action: 'read_messages', chatId: '123123', reason: 'I want to catch up on the conversation' },
+    example: { action: 'read_unread_messages', chatId: '123123', reason: 'I want to catch up on the conversation' },
   },
   {
     name: 'continue',
@@ -43,7 +48,7 @@ const actions = [
   },
   {
     name: 'break',
-    description: 'Take a break, which means to clear out ongoing tasks, but keep the short-term memory, and I\'ll ask you again in (1 minute later).',
+    description: 'Take a break, which means to clear out any existing memories, and I\'ll ask you again in (1 minute later).',
     example: { action: 'break', reason: 'I need a break to recharge.' },
   },
   {
diff --git a/services/telegram-bot/src/types.ts b/services/telegram-bot/src/types.ts
index 2a883bebf..0f20e5f71 100644
--- a/services/telegram-bot/src/types.ts
+++ b/services/telegram-bot/src/types.ts
@@ -3,7 +3,7 @@ import type { Logg } from '@guiiai/logg'
 import type { Bot, Context } from 'grammy'
 import type { Message } from 'grammy/types'
 
-import type { createAttentionHandler } from './bots/telegram/attention-handler'
+import type { createAttentionHandler } from './bots/telegram/agent/attention-handler'
 import type { CancellablePromise } from './utils/promise'
 
 export interface PendingMessage {
@@ -64,8 +64,15 @@ export interface SearchGoogleAction {
   query: string
 }
 
-export interface ReadMessagesAction {
-  action: 'read_messages'
+export interface ReadHistoryMessagesAction {
+  action: 'read_history_messages'
+  beforeMessageId?: string
+  afterMessageId?: string
+  chatId: string
+}
+
+export interface ReadUnreadMessagesAction {
+  action: 'read_unread_messages'
   chatId: string
 }
 
@@ -81,7 +88,8 @@ export type Action
     | SendMessageAction
     | SendStickerAction
     | SearchGoogleAction
-    | ReadMessagesAction
+    | ReadHistoryMessagesAction
+    | ReadUnreadMessagesAction
     | ListStickersAction
 
 export interface AttentionConfig {