From 249329acf3caac9b56392560d069d013731ea53c Mon Sep 17 00:00:00 2001 From: Jeremy Frank Date: Fri, 1 Nov 2024 10:28:25 -0600 Subject: [PATCH 1/5] add initial readme to auto-chain-agent --- auto-chain-agent/README.md | 17 +++++++++++++++++ 1 file changed, 17 insertions(+) create mode 100644 auto-chain-agent/README.md diff --git a/auto-chain-agent/README.md b/auto-chain-agent/README.md new file mode 100644 index 0000000..1d1bf35 --- /dev/null +++ b/auto-chain-agent/README.md @@ -0,0 +1,17 @@ +# Auto Chain Agent + +A blockchain interaction service that provides natural language processing capabilities for blockchain operations using LangGraph and LLMs. + +## Features + +- Natural language processing for blockchain interactions +- Balance checking +- Transaction sending +- Transaction history retrieval + +## Available Tools + +The agent supports the following blockchain operations: + +- `get_balance`: Check the balance of a blockchain address +- `send_transaction`: Send tokens to another address \ No newline at end of file From 307edd9c5e449b0493fd822044b6c496c97a1407 Mon Sep 17 00:00:00 2001 From: Jeremy Frank Date: Fri, 1 Nov 2024 11:08:32 -0600 Subject: [PATCH 2/5] add ability to interact with persistent thread in chain agent --- .../agents/src/routes/chainAgentRoutes.ts | 26 +++--- .../agents/src/services/chainAgent.ts | 83 +++++++++++++------ .../agents/src/services/threadStorage.ts | 3 +- auto-chain-agent/agents/src/types.ts | 3 +- 4 files changed, 75 insertions(+), 40 deletions(-) diff --git a/auto-chain-agent/agents/src/routes/chainAgentRoutes.ts b/auto-chain-agent/agents/src/routes/chainAgentRoutes.ts index 2859b91..0a2769e 100644 --- a/auto-chain-agent/agents/src/routes/chainAgentRoutes.ts +++ b/auto-chain-agent/agents/src/routes/chainAgentRoutes.ts @@ -8,7 +8,7 @@ router.post('/', (req, res, next) => { logger.info('Received blockchain request:', req.body); (async () => { try { - const { message } = req.body; + const { message, threadId } = req.body; if (!message) { logger.warn('Missing message field'); @@ -16,14 +16,11 @@ router.post('/', (req, res, next) => { } const result = await blockchainAgent.handleMessage({ - message + message, + threadId }); - res.json({ - threadId: result.threadId, - response: result.response, - toolCalls: result.toolCalls - }); + res.json(result); } catch (error) { logger.error('Error in blockchain endpoint:', error); next(error); @@ -32,7 +29,7 @@ router.post('/', (req, res, next) => { }); router.get('/:threadId/state', (req, res, next) => { - logger.info('Received request to get blockchain thread state:', req.params.threadId); + logger.info('Received request to get thread state:', req.params.threadId); (async () => { try { const threadId = req.params.threadId; @@ -46,11 +43,12 @@ router.get('/:threadId/state', (req, res, next) => { res.json({ threadId, - state: { - messages: threadState.state.messages, - toolCalls: threadState.state.toolCalls, - lastOutput: threadState.lastOutput - } + messages: threadState.state.messages.map(msg => ({ + role: msg._getType(), + content: msg.content + })), + toolCalls: threadState.state.toolCalls, + lastOutput: threadState.lastOutput }); } catch (error) { logger.error('Error getting thread state:', error); @@ -59,4 +57,4 @@ router.get('/:threadId/state', (req, res, next) => { })(); }); -export const chainRouter = router; \ No newline at end of file +export const chainRouter = router; \ No newline at end of file diff --git a/auto-chain-agent/agents/src/services/chainAgent.ts b/auto-chain-agent/agents/src/services/chainAgent.ts index 902586f..a8c59d8 100644 --- a/auto-chain-agent/agents/src/services/chainAgent.ts +++ b/auto-chain-agent/agents/src/services/chainAgent.ts @@ -1,11 +1,12 @@ import { ChatOpenAI } from "@langchain/openai"; import { StateGraph, Annotation, MemorySaver, START, END } from "@langchain/langgraph"; -import { HumanMessage, AIMessage, BaseMessage } from "@langchain/core/messages"; +import { HumanMessage, BaseMessage, SystemMessage } from "@langchain/core/messages"; import { ToolNode } from "@langchain/langgraph/prebuilt"; import { blockchainTools } from './tools'; import { config } from "../config/index"; import logger from "../logger"; import { createThreadStorage } from "./threadStorage"; +import { ThreadState } from "../types"; // Define state schema for the graph const StateAnnotation = Annotation.Root({ @@ -44,14 +45,26 @@ const toolNode = new ToolNode(blockchainTools); // Define node functions const agentNode = async (state: typeof StateAnnotation.State) => { try { - // If we have tool results, add them to the context + // Construct the context from tool results const toolContext = state.toolResults.length > 0 - ? `\nTool Results: ${state.toolResults.join('\n')}` + ? `\nPrevious tool results:\n${state.toolResults.join('\n')}` : ''; + // System message to guide the agent's behavior + const systemMessage = new SystemMessage({ + content: `You are a helpful blockchain assistant that can check balances and perform transactions. + When using tools, wait for their results before making conclusions. + Always provide clear responses about transaction status and balances.` + }); + const response = await model.invoke([ + systemMessage, ...state.messages, - new HumanMessage({ content: `Please process the following information and respond naturally.${toolContext}` }) + new HumanMessage({ + content: toolContext + ? `Please process this information and respond: ${toolContext}` + : state.messages[state.messages.length - 1].content + }) ]); return { messages: [response] }; @@ -65,6 +78,14 @@ const toolExecutionNode = async (state: typeof StateAnnotation.State) => { try { logger.info('Tool execution node - Starting tool execution'); + const lastMessage = state.messages[state.messages.length - 1]; + const toolCalls = lastMessage.additional_kwargs?.tool_calls || []; + + if (!toolCalls.length) { + logger.info('No tool calls found'); + return { messages: [], toolResults: [] }; + } + const toolResponse = await toolNode.invoke({ messages: state.messages }); @@ -91,22 +112,28 @@ const shouldContinue = (state: typeof StateAnnotation.State) => { // Get the last message const lastMessage = state.messages[state.messages.length - 1]; - // If the last message is from the agent (AI) and doesn't contain tool calls, - // we can end the conversation - if (lastMessage._getType() === 'ai' && - (!lastMessage.additional_kwargs?.tool_calls || - lastMessage.additional_kwargs.tool_calls.length === 0)) { - return END; + // If the last message is from the agent (AI) + if (lastMessage._getType() === 'ai') { + // Check if there are tool calls that need to be executed + const toolCalls = lastMessage.additional_kwargs?.tool_calls || []; + if (toolCalls.length > 0) { + return 'tools'; // Continue to tools if we have tool calls + } + + // If no tool calls and we have tool results, we're done + if (state.toolResults.length > 0) { + return END; + } } - // If we've gone through too many iterations, end to prevent infinite loops - if (state.messages.length > 3) { + // If we've gone through too many iterations (prevent infinite loops) + if (state.messages.length > 10) { logger.info('Reached maximum iterations, ending conversation'); return END; } - // Continue to tools if we have more work to do - return 'tools'; + // Continue to tools by default if we have an AI message + return lastMessage._getType() === 'ai' ? 'tools' : 'agent'; }; // Create and initialize the graph @@ -139,28 +166,36 @@ let agentGraph: Awaited>; // Export the agent interface export const blockchainAgent = { - async handleMessage({ message }: { message: string }) { + async handleMessage({ message, threadId }: { message: string; threadId?: string }) { try { if (!agentGraph) { throw new Error("Blockchain agent not initialized"); } - const threadId = `blockchain_${Date.now()}_${Math.random().toString(36).substring(2, 15)}`; - logger.info('BlockchainAgent - Starting new interaction', { threadId }); + // Use existing threadId or generate new one + const currentThreadId = threadId || `blockchain_${Date.now()}_${Math.random().toString(36).substring(2, 15)}`; + logger.info('BlockchainAgent - Processing message', { currentThreadId }); + + // Load existing thread state if threadId is provided + const previousState = threadId ? await threadStorage.loadThread(threadId) : null; + const initialState = { - messages: [ + messages: previousState ? [ + ...previousState.state.messages, + new HumanMessage({ content: message }) + ] : [ new HumanMessage({ content: `You are a helpful blockchain assistant that can check balances and perform transactions. User Query: ${message}` }) ], - toolCalls: [], - toolResults: [] - }; + toolCalls: previousState?.state.toolCalls || [], + toolResults: previousState?.state.toolResults || [] + } as typeof StateAnnotation.State; const config = { - configurable: { thread_id: threadId } + configurable: { thread_id: currentThreadId } }; const result = await agentGraph.invoke(initialState, config); @@ -171,7 +206,7 @@ export const blockchainAgent = { ? JSON.stringify(lastMessage.content, null, 2) : lastMessage.content; - await threadStorage.saveThread(threadId, { + await threadStorage.saveThread(currentThreadId, { state: result, lastOutput: { response, @@ -181,7 +216,7 @@ export const blockchainAgent = { }); return { - threadId, + threadId: currentThreadId, response, toolCalls: result.toolCalls || [] }; diff --git a/auto-chain-agent/agents/src/services/threadStorage.ts b/auto-chain-agent/agents/src/services/threadStorage.ts index 575fd0c..29ad788 100644 --- a/auto-chain-agent/agents/src/services/threadStorage.ts +++ b/auto-chain-agent/agents/src/services/threadStorage.ts @@ -81,7 +81,8 @@ const parseThreadState = (row: DbRow): ThreadState | null => { return { state: { messages: parsedState.messages.map(deserializeMessage), - toolCalls: parsedState.toolCalls ?? [] + toolCalls: parsedState.toolCalls ?? [], + toolResults: parsedState.toolResults ?? [] }, lastOutput }; diff --git a/auto-chain-agent/agents/src/types.ts b/auto-chain-agent/agents/src/types.ts index c8b47f3..6c37010 100644 --- a/auto-chain-agent/agents/src/types.ts +++ b/auto-chain-agent/agents/src/types.ts @@ -8,7 +8,8 @@ export interface ThreadState { args: Record; id: string; type: string; - }>; + }>, + toolResults: string[]; }; lastOutput?: { response: string; From a4b3acb2e5d65b06df269b34a74a82f6d5d48092 Mon Sep 17 00:00:00 2001 From: Jeremy Frank Date: Fri, 1 Nov 2024 11:23:13 -0600 Subject: [PATCH 3/5] fix end condition when there are no tool calls --- auto-chain-agent/agents/export_threads.sh | 9 + .../agents/src/services/chainAgent.ts | 50 +++--- auto-chain-agent/agents/threads.json | 156 ++++++++++++++++++ 3 files changed, 185 insertions(+), 30 deletions(-) create mode 100644 auto-chain-agent/agents/export_threads.sh create mode 100644 auto-chain-agent/agents/threads.json diff --git a/auto-chain-agent/agents/export_threads.sh b/auto-chain-agent/agents/export_threads.sh new file mode 100644 index 0000000..beb8905 --- /dev/null +++ b/auto-chain-agent/agents/export_threads.sh @@ -0,0 +1,9 @@ +#!/bin/bash + +sqlite3 thread-storage.sqlite "SELECT json_group_array(json_object( + 'thread_id', thread_id, + 'state', state, + 'last_output', last_output, + 'created_at', created_at, + 'updated_at', updated_at +)) FROM threads;" | jq '.' > threads.json \ No newline at end of file diff --git a/auto-chain-agent/agents/src/services/chainAgent.ts b/auto-chain-agent/agents/src/services/chainAgent.ts index a8c59d8..9f852bb 100644 --- a/auto-chain-agent/agents/src/services/chainAgent.ts +++ b/auto-chain-agent/agents/src/services/chainAgent.ts @@ -52,20 +52,19 @@ const agentNode = async (state: typeof StateAnnotation.State) => { // System message to guide the agent's behavior const systemMessage = new SystemMessage({ - content: `You are a helpful blockchain assistant that can check balances and perform transactions. - When using tools, wait for their results before making conclusions. - Always provide clear responses about transaction status and balances.` + content: `You are a friendly and helpful AI assistant. + - Engage naturally in conversation and remember details users share about themselves + - When blockchain operations are needed, you can check balances and perform transactions` }); - const response = await model.invoke([ + // Only include tool context if it exists + const messages = [ systemMessage, ...state.messages, - new HumanMessage({ - content: toolContext - ? `Please process this information and respond: ${toolContext}` - : state.messages[state.messages.length - 1].content - }) - ]); + ...(toolContext ? [new HumanMessage({ content: toolContext })] : []) + ]; + + const response = await model.invoke(messages); return { messages: [response] }; } catch (error) { @@ -109,7 +108,6 @@ const toolExecutionNode = async (state: typeof StateAnnotation.State) => { // Add shouldContinue function const shouldContinue = (state: typeof StateAnnotation.State) => { - // Get the last message const lastMessage = state.messages[state.messages.length - 1]; // If the last message is from the agent (AI) @@ -120,20 +118,12 @@ const shouldContinue = (state: typeof StateAnnotation.State) => { return 'tools'; // Continue to tools if we have tool calls } - // If no tool calls and we have tool results, we're done - if (state.toolResults.length > 0) { - return END; - } - } - - // If we've gone through too many iterations (prevent infinite loops) - if (state.messages.length > 10) { - logger.info('Reached maximum iterations, ending conversation'); + // If no tool calls, end the conversation return END; } - // Continue to tools by default if we have an AI message - return lastMessage._getType() === 'ai' ? 'tools' : 'agent'; + // If the message is from human, continue to agent + return 'agent'; }; // Create and initialize the graph @@ -172,23 +162,23 @@ export const blockchainAgent = { throw new Error("Blockchain agent not initialized"); } - // Use existing threadId or generate new one const currentThreadId = threadId || `blockchain_${Date.now()}_${Math.random().toString(36).substring(2, 15)}`; - logger.info('BlockchainAgent - Processing message', { currentThreadId }); + logger.info('BlockchainAgent - Processing message', { + currentThreadId, + hasExistingThread: !!threadId + }); - // Load existing thread state if threadId is provided const previousState = threadId ? await threadStorage.loadThread(threadId) : null; - const initialState = { messages: previousState ? [ ...previousState.state.messages, new HumanMessage({ content: message }) ] : [ - new HumanMessage({ - content: `You are a helpful blockchain assistant that can check balances and perform transactions. - User Query: ${message}` - }) + new SystemMessage({ + content: `You are a helpful AI assistant. You can engage in general conversation and also help with blockchain operations like checking balances and performing transactions.` + }), + new HumanMessage({ content: message }) ], toolCalls: previousState?.state.toolCalls || [], toolResults: previousState?.state.toolResults || [] diff --git a/auto-chain-agent/agents/threads.json b/auto-chain-agent/agents/threads.json new file mode 100644 index 0000000..7e67fea --- /dev/null +++ b/auto-chain-agent/agents/threads.json @@ -0,0 +1,156 @@ +[ + { + "thread_id": "blockchain_1730293243281_54rwanwt9gl", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":\"What is my balance?\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"I notice you'd like to check a balance, but I need the blockchain address to check it for. Could you please provide the address you'd like to check the balance for?\\n\\nOnce you provide the address, I can use the get_balance function to check it for you.\",\"additional_kwargs\":{\"id\":\"msg_015UDdWomm31nahd2QZu9eLH\",\"type\":\"message\",\"role\":\"assistant\",\"model\":\"claude-3-5-sonnet-20241022\",\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":630,\"output_tokens\":63}}}],\"toolCalls\":[]}", + "last_output": "{\"response\":\"I notice you'd like to check a balance, but I need the blockchain address to check it for. Could you please provide the address you'd like to check the balance for?\\n\\nOnce you provide the address, I can use the get_balance function to check it for you.\",\"toolCalls\":[]}", + "created_at": "2024-10-30 13:00:45", + "updated_at": "2024-10-30 13:00:45" + }, + { + "thread_id": "blockchain_1730294595765_9a3lhcvxizh", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":\"What is my balance for sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1?\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":[{\"type\":\"text\",\"text\":\"I'll help you check the balance for that address using the get_balance function.\"},{\"type\":\"tool_use\",\"id\":\"toolu_01HzTobwmpngXYawsgcW2yhT\",\"name\":\"get_balance\",\"input\":{\"address\":\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\"}}],\"additional_kwargs\":{\"id\":\"msg_01Fepudk5mFc1JPRczh2Nm1W\",\"type\":\"message\",\"role\":\"assistant\",\"model\":\"claude-3-5-sonnet-20241022\",\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":697,\"output_tokens\":112}}},{\"_type\":\"tool\",\"content\":\"Balance for sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1:\\n Free Balance: 4155190912816488074784\\n Reserved: 457724656764202892499\",\"additional_kwargs\":{}}],\"toolCalls\":[]}", + "last_output": "{\"response\":\"Balance for sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1:\\n Free Balance: 4155190912816488074784\\n Reserved: 457724656764202892499\",\"toolCalls\":[]}", + "created_at": "2024-10-30 13:23:19", + "updated_at": "2024-10-30 13:23:19" + }, + { + "thread_id": "blockchain_1730295411068_uhqhfhrmpz", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":\"What is my balance for sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1?\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":[{\"type\":\"text\",\"text\":\"I'll help you check the balance for that address using the get_balance function.\"},{\"type\":\"tool_use\",\"id\":\"toolu_01GLXY24qWY9JnMv3E7Ptbzg\",\"name\":\"get_balance\",\"input\":{\"address\":\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\"}}],\"additional_kwargs\":{\"id\":\"msg_01VP1BNrvRBKQpULp9NurgvJ\",\"type\":\"message\",\"role\":\"assistant\",\"model\":\"claude-3-5-sonnet-20241022\",\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":697,\"output_tokens\":111}}},{\"_type\":\"tool\",\"content\":\"Balance for sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1:\\n Free Balance: 1276701455106617858785\\n Reserved: 0\",\"additional_kwargs\":{}}],\"toolCalls\":[]}", + "last_output": "{\"response\":\"Balance for sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1:\\n Free Balance: 1276701455106617858785\\n Reserved: 0\",\"toolCalls\":[]}", + "created_at": "2024-10-30 13:36:55", + "updated_at": "2024-10-30 13:36:55" + }, + { + "thread_id": "blockchain_1730296414479_sh1hsfkrlx", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":\"What is the balance for sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1?\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":[{\"type\":\"text\",\"text\":\"I'll help you check the balance for that address using the get_balance function.\"},{\"type\":\"tool_use\",\"id\":\"toolu_01AE2QB9ko6L5T9U8csYsXyp\",\"name\":\"get_balance\",\"input\":{\"address\":\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\"}}],\"additional_kwargs\":{\"id\":\"msg_01LnSmfWKoYA29uLQDDecpiR\",\"type\":\"message\",\"role\":\"assistant\",\"model\":\"claude-3-5-sonnet-20241022\",\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":715,\"output_tokens\":111}}},{\"_type\":\"tool\",\"content\":\"[object Object]\",\"additional_kwargs\":{}}],\"toolCalls\":[]}", + "last_output": "{\"response\":\"[object Object]\",\"toolCalls\":[]}", + "created_at": "2024-10-30 13:53:39", + "updated_at": "2024-10-30 13:53:39" + }, + { + "thread_id": "blockchain_1730296608718_3ifthio5bij", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":[{\"type\":\"text\",\"text\":\"What is the balance for sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1?\"},{\"type\":\"text\",\"text\":\"Please provide a natural response based on the available information. \\n If you receive any blockchain data, format it in a clear and conversational way. \\n For balances, mention both the free and reserved amounts if available.\"}],\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":[{\"type\":\"text\",\"text\":\"I'll help you check the balance for that address using the get_balance function.\"},{\"type\":\"tool_use\",\"id\":\"toolu_01UfeV3SFBLB9tVZQ27Nkm6C\",\"name\":\"get_balance\",\"input\":{\"address\":\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\"}}],\"additional_kwargs\":{\"id\":\"msg_01Lg2AAeDhWE3PPUG1hnkZTY\",\"type\":\"message\",\"role\":\"assistant\",\"model\":\"claude-3-5-sonnet-20241022\",\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":763,\"output_tokens\":111}}},{\"_type\":\"tool\",\"content\":\"[object Object]\",\"additional_kwargs\":{}}],\"toolCalls\":[]}", + "last_output": "{\"response\":\"[object Object]\",\"toolCalls\":[]}", + "created_at": "2024-10-30 13:56:53", + "updated_at": "2024-10-30 13:56:53" + }, + { + "thread_id": "blockchain_1730296632329_twx1hatpeo", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":[{\"type\":\"text\",\"text\":\"What is the balance for sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1?\"},{\"type\":\"text\",\"text\":\"Please provide a natural response based on the available information. \\n If you receive any blockchain data, format it in a clear and conversational way. \\n For balances, mention both the free and reserved amounts if available.\"}],\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":[{\"type\":\"text\",\"text\":\"I'll help you check the balance for that address using the get_balance function.\"},{\"type\":\"tool_use\",\"id\":\"toolu_01TGJn22MDzqteosAqZ29oJF\",\"name\":\"get_balance\",\"input\":{\"address\":\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\"}}],\"additional_kwargs\":{\"id\":\"msg_01ALKFXbHSUHECVZPC1vYgBZ\",\"type\":\"message\",\"role\":\"assistant\",\"model\":\"claude-3-5-sonnet-20241022\",\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":763,\"output_tokens\":112}}},{\"_type\":\"tool\",\"content\":\"[object Object]\",\"additional_kwargs\":{}}],\"toolCalls\":[]}", + "last_output": "{\"response\":\"[object Object]\",\"toolCalls\":[]}", + "created_at": "2024-10-30 13:57:17", + "updated_at": "2024-10-30 13:57:17" + }, + { + "thread_id": "blockchain_1730298113538_y3wu7z83n9", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":[{\"type\":\"text\",\"text\":\"What is the balance for sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1?\"},{\"type\":\"text\",\"text\":\"Please provide a natural response based on the available information. \\n If you receive any blockchain data, format it in a clear and conversational way. \\n For balances, mention both the free and reserved amounts if available.\"}],\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":[{\"type\":\"text\",\"text\":\"I'll help you check the balance for that address using the get_balance function.\"},{\"type\":\"tool_use\",\"id\":\"toolu_01PQGZuHPG79V8MXt8dMNzfv\",\"name\":\"get_balance\",\"input\":{\"address\":\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\"}}],\"additional_kwargs\":{\"id\":\"msg_01KssD73RS1v6S1wtWeG9KfW\",\"type\":\"message\",\"role\":\"assistant\",\"model\":\"claude-3-5-sonnet-20241022\",\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":763,\"output_tokens\":111}}},{\"_type\":\"tool\",\"content\":\"[object Object]\",\"additional_kwargs\":{}}],\"toolCalls\":[]}", + "last_output": "{\"response\":\"[object Object]\",\"toolCalls\":[]}", + "created_at": "2024-10-30 14:21:58", + "updated_at": "2024-10-30 14:21:58" + }, + { + "thread_id": "blockchain_1730299682110_2j9736q1vyu", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":\"What is the balance for sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1?\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":[{\"type\":\"text\",\"text\":\"I'll help you check the balance for that address using the get_balance function.\"},{\"type\":\"tool_use\",\"id\":\"toolu_017ifdjUMovNZmd9bXEZcQcT\",\"name\":\"get_balance\",\"input\":{\"address\":\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\"}}],\"additional_kwargs\":{\"id\":\"msg_01K13CQK3oodiUfPhFisQQcH\",\"type\":\"message\",\"role\":\"assistant\",\"model\":\"claude-3-5-sonnet-20241022\",\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":785,\"output_tokens\":111}}},{\"_type\":\"tool\",\"content\":\"[object Object]\",\"additional_kwargs\":{}}],\"toolCalls\":[]}", + "last_output": "{\"response\":\"[object Object]\",\"toolCalls\":[]}", + "created_at": "2024-10-30 14:48:06", + "updated_at": "2024-10-30 14:48:06" + }, + { + "thread_id": "blockchain_1730300507300_0odot81u8r2o", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":[{\"type\":\"text\",\"text\":\"You are a helpful blockchain assistant that can check balances and perform transactions. \\n User Query: What is the balance for sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1?\"},{\"type\":\"text\",\"text\":\"Please process the following information and respond naturally.\"}],\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":[{\"type\":\"text\",\"text\":\"I'll help you check the balance for that address using the `get_balance` function.\"},{\"type\":\"tool_use\",\"id\":\"toolu_01S6pvd7NKgo7tnwzkC7vo52\",\"name\":\"get_balance\",\"input\":{\"address\":\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\"}}],\"additional_kwargs\":{\"id\":\"msg_01DNL3ijQkwyCVGSvsc8A1bj\",\"type\":\"message\",\"role\":\"assistant\",\"model\":\"claude-3-5-sonnet-20241022\",\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":746,\"output_tokens\":113}}}],\"toolCalls\":[],\"toolResults\":[]}", + "last_output": "{\"response\":\"[\\n {\\n \\\"type\\\": \\\"text\\\",\\n \\\"text\\\": \\\"I'll help you check the balance for that address using the `get_balance` function.\\\"\\n },\\n {\\n \\\"type\\\": \\\"tool_use\\\",\\n \\\"id\\\": \\\"toolu_01S6pvd7NKgo7tnwzkC7vo52\\\",\\n \\\"name\\\": \\\"get_balance\\\",\\n \\\"input\\\": {\\n \\\"address\\\": \\\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\\\"\\n }\\n }\\n]\",\"toolCalls\":[],\"toolResults\":[]}", + "created_at": "2024-10-30 15:01:49", + "updated_at": "2024-10-30 15:01:49" + }, + { + "thread_id": "blockchain_1730300563625_7ifb0e03u87", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":[{\"type\":\"text\",\"text\":\"You are a helpful blockchain assistant that can check balances and perform transactions. \\n User Query: What is the balance for sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1?\"},{\"type\":\"text\",\"text\":\"Please process the following information and respond naturally.\"}],\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":[{\"type\":\"text\",\"text\":\"I'll help you check the balance for that address using the `get_balance` function.\"},{\"type\":\"tool_use\",\"id\":\"toolu_0193ZweW2zkuxng8b13DD9nM\",\"name\":\"get_balance\",\"input\":{\"address\":\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\"}}],\"additional_kwargs\":{\"id\":\"msg_01BfJ4oiyXQWp6gf2ZV2pTh1\",\"type\":\"message\",\"role\":\"assistant\",\"model\":\"claude-3-5-sonnet-20241022\",\"stop_reason\":\"tool_use\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":746,\"output_tokens\":113}}}],\"toolCalls\":[],\"toolResults\":[]}", + "last_output": "{\"response\":\"[\\n {\\n \\\"type\\\": \\\"text\\\",\\n \\\"text\\\": \\\"I'll help you check the balance for that address using the `get_balance` function.\\\"\\n },\\n {\\n \\\"type\\\": \\\"tool_use\\\",\\n \\\"id\\\": \\\"toolu_0193ZweW2zkuxng8b13DD9nM\\\",\\n \\\"name\\\": \\\"get_balance\\\",\\n \\\"input\\\": {\\n \\\"address\\\": \\\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\\\"\\n }\\n }\\n]\",\"toolCalls\":[],\"toolResults\":[]}", + "created_at": "2024-10-30 15:02:46", + "updated_at": "2024-10-30 15:02:46" + }, + { + "thread_id": "blockchain_1730300788467_0e9ihl4y4qos", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":\"You are a helpful blockchain assistant that can check balances and perform transactions. \\n User Query: What is the balance for sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1?\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"\",\"additional_kwargs\":{\"tool_calls\":[{\"id\":\"call_shSQ7slZHCRqWuYkiIeCep3f\",\"type\":\"function\",\"function\":{\"name\":\"get_balance\",\"arguments\":\"{\\\"address\\\":\\\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\\\"}\"}}]}},{\"_type\":\"tool\",\"content\":\"[object Object]\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"It seems that there was an issue retrieving the balance information for the address \\\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1.\\\" Unfortunately, I don't have the specific balance details at this moment. Would you like me to try again or assist you with something else?\",\"additional_kwargs\":{}}],\"toolCalls\":[],\"toolResults\":[\"[object Object]\"]}", + "last_output": "{\"response\":\"It seems that there was an issue retrieving the balance information for the address \\\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1.\\\" Unfortunately, I don't have the specific balance details at this moment. Would you like me to try again or assist you with something else?\",\"toolCalls\":[],\"toolResults\":[\"[object Object]\"]}", + "created_at": "2024-10-30 15:06:33", + "updated_at": "2024-10-30 15:06:33" + }, + { + "thread_id": "blockchain_1730300825967_smg2btdjon", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":\"You are a helpful blockchain assistant that can check balances and perform transactions. \\n User Query: What is the balance for sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1?\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"\",\"additional_kwargs\":{\"tool_calls\":[{\"id\":\"call_XBVANzl1BgIWc8Z0Vem0Q9uz\",\"type\":\"function\",\"function\":{\"name\":\"get_balance\",\"arguments\":\"{\\\"address\\\":\\\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\\\"}\"}}]}},{\"_type\":\"tool\",\"content\":\"[object Object]\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"It seems that I received an unexpected response while checking the balance for the address you provided. Let me try that again and get the correct balance information for you.\",\"additional_kwargs\":{\"tool_calls\":[{\"id\":\"call_KDWPFarST8cQt10vhvrtkz4a\",\"type\":\"function\",\"function\":{\"name\":\"get_balance\",\"arguments\":\"{\\\"address\\\":\\\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\\\"}\"}}]}}],\"toolCalls\":[],\"toolResults\":[\"[object Object]\"]}", + "last_output": "{\"response\":\"It seems that I received an unexpected response while checking the balance for the address you provided. Let me try that again and get the correct balance information for you.\",\"toolCalls\":[],\"toolResults\":[\"[object Object]\"]}", + "created_at": "2024-10-30 15:07:10", + "updated_at": "2024-10-30 15:07:10" + }, + { + "thread_id": "blockchain_1730300873890_zzytu9oitzq", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":\"You are a helpful blockchain assistant that can check balances and perform transactions. \\n User Query: What is the balance for sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1?\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"\",\"additional_kwargs\":{\"tool_calls\":[{\"id\":\"call_xhFXfJfOYUOe7zHvoZtbZVK4\",\"type\":\"function\",\"function\":{\"name\":\"get_balance\",\"arguments\":\"{\\\"address\\\":\\\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\\\"}\"}}]}},{\"_type\":\"tool\",\"content\":\"[object Object]\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"It seems that I encountered an issue while retrieving the balance for the specified address. Let me try to get that information again.\",\"additional_kwargs\":{\"tool_calls\":[{\"id\":\"call_WFQthqqePQzv6E7GLGiqGI7t\",\"type\":\"function\",\"function\":{\"name\":\"get_balance\",\"arguments\":\"{\\\"address\\\":\\\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\\\"}\"}}]}}],\"toolCalls\":[],\"toolResults\":[\"[object Object]\"]}", + "last_output": "{\"response\":\"It seems that I encountered an issue while retrieving the balance for the specified address. Let me try to get that information again.\",\"toolCalls\":[],\"toolResults\":[\"[object Object]\"]}", + "created_at": "2024-10-30 15:07:58", + "updated_at": "2024-10-30 15:07:58" + }, + { + "thread_id": "blockchain_1730301327524_han2j94c7oj", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":\"You are a helpful blockchain assistant that can check balances and perform transactions. \\n User Query: What is the balance for sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1?\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"\",\"additional_kwargs\":{\"tool_calls\":[{\"id\":\"call_lUaDrYoSwyu0rtkHtKUnBddl\",\"type\":\"function\",\"function\":{\"name\":\"get_balance\",\"arguments\":\"{\\\"address\\\":\\\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\\\"}\"}}]}},{\"_type\":\"tool\",\"content\":\"{\\n \\\"address\\\": \\\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\\\",\\n \\\"balance\\\": 1076.7014429978447\\n}\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"The balance for the address **sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1** is approximately **1076.70**.\",\"additional_kwargs\":{}}],\"toolCalls\":[],\"toolResults\":[\"{\\n \\\"address\\\": \\\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\\\",\\n \\\"balance\\\": 1076.7014429978447\\n}\"]}", + "last_output": "{\"response\":\"The balance for the address **sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1** is approximately **1076.70**.\",\"toolCalls\":[],\"toolResults\":[\"{\\n \\\"address\\\": \\\"sudsmzacWHtCn8rhPixDqBWxYqPWCxV7E9DxrfZafitKEXkf1\\\",\\n \\\"balance\\\": 1076.7014429978447\\n}\"]}", + "created_at": "2024-10-30 15:15:32", + "updated_at": "2024-10-30 15:15:32" + }, + { + "thread_id": "blockchain_1730302314535_mguvx8vfy3", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":\"You are a helpful blockchain assistant that can check balances and perform transactions. \\n User Query: send 1 ai3 to sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"\",\"additional_kwargs\":{\"tool_calls\":[{\"id\":\"call_SbIKWf4SJDQBG7srQKMW5n5k\",\"type\":\"function\",\"function\":{\"name\":\"send_transaction\",\"arguments\":\"{\\\"to\\\":\\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\\"amount\\\":\\\"1 ai3\\\"}\"}}]}},{\"_type\":\"tool\",\"content\":\"Error: createType(Call):: Call: failed decoding balances.transferKeepAlive:: Struct: failed on args: {\\\"dest\\\":\\\"MultiAddress\\\",\\\"value\\\":\\\"Lookup169\\\"}:: Struct: failed on value: Compact:: Invalid character\\n Please fix your mistakes.\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"It seems there was an issue with the transaction request. The error indicates that the amount specified, \\\"1 ai3,\\\" is not being recognized correctly. \\n\\nPlease verify the amount and make sure it is formatted correctly, typically as a numeric value without any additional characters. For example, you could specify just \\\"1\\\" if you are trying to send 1 unit of the cryptocurrency. \\n\\nLet me know the correct amount, and I can attempt the transaction again!\",\"additional_kwargs\":{}}],\"toolCalls\":[],\"toolResults\":[\"Error: createType(Call):: Call: failed decoding balances.transferKeepAlive:: Struct: failed on args: {\\\"dest\\\":\\\"MultiAddress\\\",\\\"value\\\":\\\"Lookup169\\\"}:: Struct: failed on value: Compact:: Invalid character\\n Please fix your mistakes.\"]}", + "last_output": "{\"response\":\"It seems there was an issue with the transaction request. The error indicates that the amount specified, \\\"1 ai3,\\\" is not being recognized correctly. \\n\\nPlease verify the amount and make sure it is formatted correctly, typically as a numeric value without any additional characters. For example, you could specify just \\\"1\\\" if you are trying to send 1 unit of the cryptocurrency. \\n\\nLet me know the correct amount, and I can attempt the transaction again!\",\"toolCalls\":[],\"toolResults\":[\"Error: createType(Call):: Call: failed decoding balances.transferKeepAlive:: Struct: failed on args: {\\\"dest\\\":\\\"MultiAddress\\\",\\\"value\\\":\\\"Lookup169\\\"}:: Struct: failed on value: Compact:: Invalid character\\n Please fix your mistakes.\"]}", + "created_at": "2024-10-30 15:31:59", + "updated_at": "2024-10-30 15:31:59" + }, + { + "thread_id": "blockchain_1730302606224_s2ni20zlld", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":\"You are a helpful blockchain assistant that can check balances and perform transactions. \\n User Query: send 1 ai3 to sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"\",\"additional_kwargs\":{\"tool_calls\":[{\"id\":\"call_U5QASN6kk450IeYWWssgFwUj\",\"type\":\"function\",\"function\":{\"name\":\"send_transaction\",\"arguments\":\"{\\\"to\\\":\\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\\"amount\\\":\\\"1 ai3\\\"}\"}}]}},{\"_type\":\"tool\",\"content\":\"{\\n \\\"status\\\": \\\"success\\\",\\n \\\"hash\\\": \\\"test\\\",\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\"1 ai3\\\",\\n \\\"formattedAmount\\\": \\\"1000000000000000000\\\"\\n}\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"The transaction to send 1 AI3 to the address **sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8** has been successfully processed. \\n\\nHere are the details:\\n- **From Address:** 5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\n- **To Address:** sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\n- **Amount Sent:** 1 AI3\\n- **Transaction Hash:** test\\n\\nIf you need any further assistance, feel free to ask!\",\"additional_kwargs\":{}}],\"toolCalls\":[],\"toolResults\":[\"{\\n \\\"status\\\": \\\"success\\\",\\n \\\"hash\\\": \\\"test\\\",\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\"1 ai3\\\",\\n \\\"formattedAmount\\\": \\\"1000000000000000000\\\"\\n}\"]}", + "last_output": "{\"response\":\"The transaction to send 1 AI3 to the address **sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8** has been successfully processed. \\n\\nHere are the details:\\n- **From Address:** 5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\n- **To Address:** sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\n- **Amount Sent:** 1 AI3\\n- **Transaction Hash:** test\\n\\nIf you need any further assistance, feel free to ask!\",\"toolCalls\":[],\"toolResults\":[\"{\\n \\\"status\\\": \\\"success\\\",\\n \\\"hash\\\": \\\"test\\\",\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\"1 ai3\\\",\\n \\\"formattedAmount\\\": \\\"1000000000000000000\\\"\\n}\"]}", + "created_at": "2024-10-30 15:36:52", + "updated_at": "2024-10-30 15:36:52" + }, + { + "thread_id": "blockchain_1730302701367_3vpvsxtlqt9", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":\"You are a helpful blockchain assistant that can check balances and perform transactions. \\n User Query: send 1 ai3 to sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"\",\"additional_kwargs\":{\"tool_calls\":[{\"id\":\"call_6uKBPb8irJLBsWUyHOycr4KA\",\"type\":\"function\",\"function\":{\"name\":\"send_transaction\",\"arguments\":\"{\\\"to\\\":\\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\\"amount\\\":\\\"1 ai3\\\"}\"}}]}},{\"_type\":\"tool\",\"content\":\"{\\n \\\"status\\\": \\\"success\\\",\\n \\\"hash\\\": {\\n \\\"status\\\": \\\"in_block\\\",\\n \\\"hash\\\": \\\"0x937bef711ef6961c161598676f24182f782ae55586336813ce014b2e886442ba\\\",\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\"1 ai3\\\"\\n },\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\"1 ai3\\\",\\n \\\"formattedAmount\\\": \\\"1000000000000000000\\\"\\n}\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"The transaction has been successfully processed! \\n\\nYou sent **1 ai3** to the address **sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8**. \\n\\nHere are the details:\\n- **From:** 5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\n- **Transaction Hash:** 0x937bef711ef6961c161598676f24182f782ae55586336813ce014b2e886442ba\\n- **Status:** In block\\n\\nIf you need any further assistance, feel free to ask!\",\"additional_kwargs\":{}}],\"toolCalls\":[],\"toolResults\":[\"{\\n \\\"status\\\": \\\"success\\\",\\n \\\"hash\\\": {\\n \\\"status\\\": \\\"in_block\\\",\\n \\\"hash\\\": \\\"0x937bef711ef6961c161598676f24182f782ae55586336813ce014b2e886442ba\\\",\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\"1 ai3\\\"\\n },\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\"1 ai3\\\",\\n \\\"formattedAmount\\\": \\\"1000000000000000000\\\"\\n}\"]}", + "last_output": "{\"response\":\"The transaction has been successfully processed! \\n\\nYou sent **1 ai3** to the address **sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8**. \\n\\nHere are the details:\\n- **From:** 5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\n- **Transaction Hash:** 0x937bef711ef6961c161598676f24182f782ae55586336813ce014b2e886442ba\\n- **Status:** In block\\n\\nIf you need any further assistance, feel free to ask!\",\"toolCalls\":[],\"toolResults\":[\"{\\n \\\"status\\\": \\\"success\\\",\\n \\\"hash\\\": {\\n \\\"status\\\": \\\"in_block\\\",\\n \\\"hash\\\": \\\"0x937bef711ef6961c161598676f24182f782ae55586336813ce014b2e886442ba\\\",\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\"1 ai3\\\"\\n },\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\"1 ai3\\\",\\n \\\"formattedAmount\\\": \\\"1000000000000000000\\\"\\n}\"]}", + "created_at": "2024-10-30 15:38:40", + "updated_at": "2024-10-30 15:38:40" + }, + { + "thread_id": "blockchain_1730303010448_wu3133bkop", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":\"You are a helpful blockchain assistant that can check balances and perform transactions. \\n User Query: send .01 ai3 to sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"\",\"additional_kwargs\":{\"tool_calls\":[{\"id\":\"call_k3amV1E3E6misfdbuk4hUETA\",\"type\":\"function\",\"function\":{\"name\":\"send_transaction\",\"arguments\":\"{\\\"to\\\":\\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\\"amount\\\":\\\"0.01 ai3\\\"}\"}}]}},{\"_type\":\"tool\",\"content\":\"{\\n \\\"status\\\": \\\"success\\\",\\n \\\"hash\\\": \\\"0x475b87fe95abe7e18f57106c653d630a7b41040b2664937612d4f33ff564b3e0\\\",\\n \\\"block\\\": \\\"0x2634569e87ac73fbed8fd394a3e2fdc8de4156ea76ea70010bbac5ea604daab6\\\",\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\"0.01 ai3\\\",\\n \\\"formattedAmount\\\": \\\"10000000000000000\\\"\\n}\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"The transaction to send **0.01 ai3** to the address **sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8** has been successfully processed. \\n\\nHere are the details:\\n- **From:** 5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\n- **To:** sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\n- **Amount:** 0.01 ai3\\n- **Transaction Hash:** 0x475b87fe95abe7e18f57106c653d630a7b41040b2664937612d4f33ff564b3e0\\n- **Block:** 0x2634569e87ac73fbed8fd394a3e2fdc8de4156ea76ea70010bbac5ea604daab6\\n\\nIf you need any further assistance, feel free to ask!\",\"additional_kwargs\":{}}],\"toolCalls\":[],\"toolResults\":[\"{\\n \\\"status\\\": \\\"success\\\",\\n \\\"hash\\\": \\\"0x475b87fe95abe7e18f57106c653d630a7b41040b2664937612d4f33ff564b3e0\\\",\\n \\\"block\\\": \\\"0x2634569e87ac73fbed8fd394a3e2fdc8de4156ea76ea70010bbac5ea604daab6\\\",\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\"0.01 ai3\\\",\\n \\\"formattedAmount\\\": \\\"10000000000000000\\\"\\n}\"]}", + "last_output": "{\"response\":\"The transaction to send **0.01 ai3** to the address **sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8** has been successfully processed. \\n\\nHere are the details:\\n- **From:** 5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\n- **To:** sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\n- **Amount:** 0.01 ai3\\n- **Transaction Hash:** 0x475b87fe95abe7e18f57106c653d630a7b41040b2664937612d4f33ff564b3e0\\n- **Block:** 0x2634569e87ac73fbed8fd394a3e2fdc8de4156ea76ea70010bbac5ea604daab6\\n\\nIf you need any further assistance, feel free to ask!\",\"toolCalls\":[],\"toolResults\":[\"{\\n \\\"status\\\": \\\"success\\\",\\n \\\"hash\\\": \\\"0x475b87fe95abe7e18f57106c653d630a7b41040b2664937612d4f33ff564b3e0\\\",\\n \\\"block\\\": \\\"0x2634569e87ac73fbed8fd394a3e2fdc8de4156ea76ea70010bbac5ea604daab6\\\",\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\"0.01 ai3\\\",\\n \\\"formattedAmount\\\": \\\"10000000000000000\\\"\\n}\"]}", + "created_at": "2024-10-30 15:43:48", + "updated_at": "2024-10-30 15:43:48" + }, + { + "thread_id": "blockchain_1730303117738_ahafmphmox8", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":\"You are a helpful blockchain assistant that can check balances and perform transactions. \\n User Query: tell me what you know about the address sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"\",\"additional_kwargs\":{\"tool_calls\":[{\"id\":\"call_yn2TP1bYHmmTy8RYYm7lbzKi\",\"type\":\"function\",\"function\":{\"name\":\"get_balance\",\"arguments\":\"{\\\"address\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\"}\"}},{\"id\":\"call_90lG4vtv8puwNE19S1f2qYCD\",\"type\":\"function\",\"function\":{\"name\":\"get_transaction_history\",\"arguments\":\"{\\\"address\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\"}\"}}]}},{\"_type\":\"tool\",\"content\":\"{\\n \\\"address\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"balance\\\": 201.01\\n}\",\"additional_kwargs\":{}},{\"_type\":\"tool\",\"content\":\"Account sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8:\\n Nonce (Transaction Count): 27947\\n Free Balance: 4919655272904250\\n Reserved Balance: 0\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"The blockchain address **sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8** has a balance of **201.01 AI3**. \\n\\nHere are some additional details about the account:\\n- **Nonce (Transaction Count)**: 27,947 (This indicates the number of transactions sent from this address.)\\n- **Free Balance**: 4,919,655,272,904,250 (This is the amount available for spending or transferring.)\\n- **Reserved Balance**: 0 (This indicates that there are no funds held in reserve.) \\n\\nIf you need any further assistance with this address or transactions, feel free to ask!\",\"additional_kwargs\":{}}],\"toolCalls\":[],\"toolResults\":[\"{\\n \\\"address\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"balance\\\": 201.01\\n}\",\"Account sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8:\\n Nonce (Transaction Count): 27947\\n Free Balance: 4919655272904250\\n Reserved Balance: 0\"]}", + "last_output": "{\"response\":\"The blockchain address **sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8** has a balance of **201.01 AI3**. \\n\\nHere are some additional details about the account:\\n- **Nonce (Transaction Count)**: 27,947 (This indicates the number of transactions sent from this address.)\\n- **Free Balance**: 4,919,655,272,904,250 (This is the amount available for spending or transferring.)\\n- **Reserved Balance**: 0 (This indicates that there are no funds held in reserve.) \\n\\nIf you need any further assistance with this address or transactions, feel free to ask!\",\"toolCalls\":[],\"toolResults\":[\"{\\n \\\"address\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"balance\\\": 201.01\\n}\",\"Account sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8:\\n Nonce (Transaction Count): 27947\\n Free Balance: 4919655272904250\\n Reserved Balance: 0\"]}", + "created_at": "2024-10-30 15:45:25", + "updated_at": "2024-10-30 15:45:25" + }, + { + "thread_id": "blockchain_1730312790701_fio08f3kmoa", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":\"You are a helpful blockchain assistant that can check balances and perform transactions. \\n User Query: send .001 AI3 to sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"\",\"additional_kwargs\":{\"tool_calls\":[{\"id\":\"call_REgjbUGIBTCCnX1dChl37V76\",\"type\":\"function\",\"function\":{\"name\":\"send_transaction\",\"arguments\":\"{\\\"to\\\":\\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\\"amount\\\":\\\"0.001 ai3\\\"}\"}}]}},{\"_type\":\"tool\",\"content\":\"{\\n \\\"status\\\": \\\"success\\\",\\n \\\"hash\\\": \\\"0xfdf02191816803fda28f4c8aa7d0eb84091ad45c4a8ae579ec36c66d19c41168\\\",\\n \\\"block\\\": \\\"0x5c85b6dbf64a135e85e4a78dc9e079518105bb108f24ca89b83f206f5b5c3699\\\",\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\"0.001 ai3\\\",\\n \\\"formattedAmount\\\": \\\"1000000000000000\\\"\\n}\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"The transaction has been successfully processed! Here are the details:\\n\\n- **Amount Sent**: 0.001 AI3\\n- **From Address**: 5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\n- **To Address**: sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\n- **Transaction Hash**: 0xfdf02191816803fda28f4c8aa7d0eb84091ad45c4a8ae579ec36c66d19c41168\\n- **Block**: 0x5c85b6dbf64a135e85e4a78dc9e079518105bb108f24ca89b83f206f5b5c3699\\n\\nIf you need any further assistance or have more transactions to process, feel free to ask!\",\"additional_kwargs\":{}}],\"toolCalls\":[],\"toolResults\":[\"{\\n \\\"status\\\": \\\"success\\\",\\n \\\"hash\\\": \\\"0xfdf02191816803fda28f4c8aa7d0eb84091ad45c4a8ae579ec36c66d19c41168\\\",\\n \\\"block\\\": \\\"0x5c85b6dbf64a135e85e4a78dc9e079518105bb108f24ca89b83f206f5b5c3699\\\",\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\"0.001 ai3\\\",\\n \\\"formattedAmount\\\": \\\"1000000000000000\\\"\\n}\"]}", + "last_output": "{\"response\":\"The transaction has been successfully processed! Here are the details:\\n\\n- **Amount Sent**: 0.001 AI3\\n- **From Address**: 5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\n- **To Address**: sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\n- **Transaction Hash**: 0xfdf02191816803fda28f4c8aa7d0eb84091ad45c4a8ae579ec36c66d19c41168\\n- **Block**: 0x5c85b6dbf64a135e85e4a78dc9e079518105bb108f24ca89b83f206f5b5c3699\\n\\nIf you need any further assistance or have more transactions to process, feel free to ask!\",\"toolCalls\":[],\"toolResults\":[\"{\\n \\\"status\\\": \\\"success\\\",\\n \\\"hash\\\": \\\"0xfdf02191816803fda28f4c8aa7d0eb84091ad45c4a8ae579ec36c66d19c41168\\\",\\n \\\"block\\\": \\\"0x5c85b6dbf64a135e85e4a78dc9e079518105bb108f24ca89b83f206f5b5c3699\\\",\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\"0.001 ai3\\\",\\n \\\"formattedAmount\\\": \\\"1000000000000000\\\"\\n}\"]}", + "created_at": "2024-10-30 18:26:49", + "updated_at": "2024-10-30 18:26:49" + }, + { + "thread_id": "blockchain_1730312821591_oyi95zkbqk", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":\"You are a helpful blockchain assistant that can check balances and perform transactions. \\n User Query: send .001 Ai3 to sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"\",\"additional_kwargs\":{\"tool_calls\":[{\"id\":\"call_8ck8Ftbn1as2VGi2A2eRSnwl\",\"type\":\"function\",\"function\":{\"name\":\"send_transaction\",\"arguments\":\"{\\\"to\\\":\\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\\"amount\\\":\\\"0.001 ai3\\\"}\"}}]}},{\"_type\":\"tool\",\"content\":\"{\\n \\\"status\\\": \\\"success\\\",\\n \\\"hash\\\": \\\"0xac85f007bbf7f20a5175dac03051d477e68ff7aeed7a1408fe99a80871244d63\\\",\\n \\\"block\\\": \\\"0x5e4476f52b7eecda4a193f7394ba709c3167d76c12585f6534d48ef92c448e7d\\\",\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\"0.001 ai3\\\",\\n \\\"formattedAmount\\\": \\\"1000000000000000\\\"\\n}\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"The transaction has been successfully processed! Here are the details:\\n\\n- **Amount Sent:** 0.001 AI3\\n- **Recipient Address:** sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\n- **Transaction Hash:** 0xac85f007bbf7f20a5175dac03051d477e68ff7aeed7a1408fe99a80871244d63\\n- **Block:** 0x5e4476f52b7eecda4a193f7394ba709c3167d76c12585f6534d48ef92c448e7d\\n- **From Address:** 5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\n\\nIf you need any further assistance, feel free to ask!\",\"additional_kwargs\":{}}],\"toolCalls\":[],\"toolResults\":[\"{\\n \\\"status\\\": \\\"success\\\",\\n \\\"hash\\\": \\\"0xac85f007bbf7f20a5175dac03051d477e68ff7aeed7a1408fe99a80871244d63\\\",\\n \\\"block\\\": \\\"0x5e4476f52b7eecda4a193f7394ba709c3167d76c12585f6534d48ef92c448e7d\\\",\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\"0.001 ai3\\\",\\n \\\"formattedAmount\\\": \\\"1000000000000000\\\"\\n}\"]}", + "last_output": "{\"response\":\"The transaction has been successfully processed! Here are the details:\\n\\n- **Amount Sent:** 0.001 AI3\\n- **Recipient Address:** sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\n- **Transaction Hash:** 0xac85f007bbf7f20a5175dac03051d477e68ff7aeed7a1408fe99a80871244d63\\n- **Block:** 0x5e4476f52b7eecda4a193f7394ba709c3167d76c12585f6534d48ef92c448e7d\\n- **From Address:** 5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\n\\nIf you need any further assistance, feel free to ask!\",\"toolCalls\":[],\"toolResults\":[\"{\\n \\\"status\\\": \\\"success\\\",\\n \\\"hash\\\": \\\"0xac85f007bbf7f20a5175dac03051d477e68ff7aeed7a1408fe99a80871244d63\\\",\\n \\\"block\\\": \\\"0x5e4476f52b7eecda4a193f7394ba709c3167d76c12585f6534d48ef92c448e7d\\\",\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\"0.001 ai3\\\",\\n \\\"formattedAmount\\\": \\\"1000000000000000\\\"\\n}\"]}", + "created_at": "2024-10-30 18:27:17", + "updated_at": "2024-10-30 18:27:17" + }, + { + "thread_id": "blockchain_1730312923400_sa2m5fv7yye", + "state": "{\"messages\":[{\"_type\":\"human\",\"content\":\"You are a helpful blockchain assistant that can check balances and perform transactions. \\n User Query: send .00021 Ai3 to sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"\",\"additional_kwargs\":{\"tool_calls\":[{\"id\":\"call_MAu2NX7JYolldjD0lNqpqGkG\",\"type\":\"function\",\"function\":{\"name\":\"send_transaction\",\"arguments\":\"{\\\"to\\\":\\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\\"amount\\\":\\\".00021 ai3\\\"}\"}}]}},{\"_type\":\"tool\",\"content\":\"{\\n \\\"status\\\": \\\"success\\\",\\n \\\"hash\\\": \\\"0x1019daad6f178050f440bae2226cf0fe2736cbaa51247b4669aca5f7f5444d41\\\",\\n \\\"block\\\": \\\"0x56e4d18db940f1e00b1d114202947f5cc0e978cedf7b8d64af04ad98bf47c491\\\",\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\".00021 ai3\\\",\\n \\\"formattedAmount\\\": \\\"210000000000000\\\"\\n}\",\"additional_kwargs\":{}},{\"_type\":\"ai\",\"content\":\"The transaction has been successfully processed! Here are the details:\\n\\n- **Amount Sent:** 0.00021 AI3\\n- **From Address:** 5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\n- **To Address:** sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\n- **Transaction Hash:** 0x1019daad6f178050f440bae2226cf0fe2736cbaa51247b4669aca5f7f5444d41\\n- **Block:** 0x56e4d18db940f1e00b1d114202947f5cc0e978cedf7b8d64af04ad98bf47c491\\n\\nIf you need any further assistance or information, feel free to ask!\",\"additional_kwargs\":{}}],\"toolCalls\":[],\"toolResults\":[\"{\\n \\\"status\\\": \\\"success\\\",\\n \\\"hash\\\": \\\"0x1019daad6f178050f440bae2226cf0fe2736cbaa51247b4669aca5f7f5444d41\\\",\\n \\\"block\\\": \\\"0x56e4d18db940f1e00b1d114202947f5cc0e978cedf7b8d64af04ad98bf47c491\\\",\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\".00021 ai3\\\",\\n \\\"formattedAmount\\\": \\\"210000000000000\\\"\\n}\"]}", + "last_output": "{\"response\":\"The transaction has been successfully processed! Here are the details:\\n\\n- **Amount Sent:** 0.00021 AI3\\n- **From Address:** 5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\n- **To Address:** sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\n- **Transaction Hash:** 0x1019daad6f178050f440bae2226cf0fe2736cbaa51247b4669aca5f7f5444d41\\n- **Block:** 0x56e4d18db940f1e00b1d114202947f5cc0e978cedf7b8d64af04ad98bf47c491\\n\\nIf you need any further assistance or information, feel free to ask!\",\"toolCalls\":[],\"toolResults\":[\"{\\n \\\"status\\\": \\\"success\\\",\\n \\\"hash\\\": \\\"0x1019daad6f178050f440bae2226cf0fe2736cbaa51247b4669aca5f7f5444d41\\\",\\n \\\"block\\\": \\\"0x56e4d18db940f1e00b1d114202947f5cc0e978cedf7b8d64af04ad98bf47c491\\\",\\n \\\"from\\\": \\\"5EsQ3Cmzprdf3MerGoNzJpV7QVyLC3BAHrBA9kxrz94pUb8V\\\",\\n \\\"to\\\": \\\"sugN1A4Ks68Jm4nSeuHGy5vssXSN4uoMYibJT8TErH3B3wsM8\\\",\\n \\\"amount\\\": \\\".00021 ai3\\\",\\n \\\"formattedAmount\\\": \\\"210000000000000\\\"\\n}\"]}", + "created_at": "2024-10-30 18:28:52", + "updated_at": "2024-10-30 18:28:52" + } +] From 38c5f7b73d74255c402d91c7dff4a58fdad6849a Mon Sep 17 00:00:00 2001 From: Jeremy Frank Date: Fri, 1 Nov 2024 12:07:45 -0600 Subject: [PATCH 4/5] track and return current tool calls in a thread --- .../agents/src/services/chainAgent.ts | 39 ++++-- .../agents/src/services/threadStorage.ts | 111 ++++++------------ 2 files changed, 66 insertions(+), 84 deletions(-) diff --git a/auto-chain-agent/agents/src/services/chainAgent.ts b/auto-chain-agent/agents/src/services/chainAgent.ts index 9f852bb..98e1eba 100644 --- a/auto-chain-agent/agents/src/services/chainAgent.ts +++ b/auto-chain-agent/agents/src/services/chainAgent.ts @@ -6,7 +6,6 @@ import { blockchainTools } from './tools'; import { config } from "../config/index"; import logger from "../logger"; import { createThreadStorage } from "./threadStorage"; -import { ThreadState } from "../types"; // Define state schema for the graph const StateAnnotation = Annotation.Root({ @@ -19,6 +18,7 @@ const StateAnnotation = Annotation.Root({ args: Record; id: string; type: string; + result?: string; }>>({ reducer: (curr, next) => [...curr, ...next], default: () => [], @@ -26,6 +26,18 @@ const StateAnnotation = Annotation.Root({ toolResults: Annotation({ reducer: (curr, next) => [...curr, ...next], default: () => [], + }), + currentToolCalls: Annotation>({ + reducer: (_, next) => next, // Only keep current interaction's tool calls + default: () => [], }) }); @@ -82,7 +94,7 @@ const toolExecutionNode = async (state: typeof StateAnnotation.State) => { if (!toolCalls.length) { logger.info('No tool calls found'); - return { messages: [], toolResults: [] }; + return { messages: [], toolResults: [], currentToolCalls: [] }; } const toolResponse = await toolNode.invoke({ @@ -91,18 +103,30 @@ const toolExecutionNode = async (state: typeof StateAnnotation.State) => { if (!toolResponse?.messages?.length) { logger.info('No tool response messages'); - return { messages: [], toolResults: [] }; + return { messages: [], toolResults: [], currentToolCalls: [] }; } logger.info('Tool execution completed'); + // Format tool calls with their results + const currentToolCalls = toolCalls.map((call: any, index: number) => ({ + id: call.id, + type: call.type, + function: { + name: call.function.name, + arguments: call.function.arguments + }, + result: toolResponse.messages[index]?.content?.toString() + })); + return { messages: toolResponse.messages, - toolResults: toolResponse.messages.map((m: any) => m.content.toString()) + toolResults: toolResponse.messages.map((m: any) => m.content.toString()), + currentToolCalls }; } catch (error) { logger.error("Error in tool execution:", error); - return { messages: [], toolResults: [] }; + return { messages: [], toolResults: [], currentToolCalls: [] }; } }; @@ -190,7 +214,6 @@ export const blockchainAgent = { const result = await agentGraph.invoke(initialState, config); - // Get the last message const lastMessage = result.messages[result.messages.length - 1]; const response = typeof lastMessage.content === 'object' ? JSON.stringify(lastMessage.content, null, 2) @@ -200,7 +223,7 @@ export const blockchainAgent = { state: result, lastOutput: { response, - toolCalls: result.toolCalls || [], + toolCalls: result.currentToolCalls || [], toolResults: result.toolResults || [] } }); @@ -208,7 +231,7 @@ export const blockchainAgent = { return { threadId: currentThreadId, response, - toolCalls: result.toolCalls || [] + toolCalls: result.currentToolCalls || [] }; } catch (error) { logger.error("Error handling message:", error); diff --git a/auto-chain-agent/agents/src/services/threadStorage.ts b/auto-chain-agent/agents/src/services/threadStorage.ts index 29ad788..34f83d0 100644 --- a/auto-chain-agent/agents/src/services/threadStorage.ts +++ b/auto-chain-agent/agents/src/services/threadStorage.ts @@ -1,53 +1,11 @@ import sqlite3 from 'sqlite3'; -import { open, Database } from 'sqlite'; -import { ThreadState } from '../types'; +import { open } from 'sqlite'; import logger from '../logger'; -import { AIMessage, HumanMessage, BaseMessage } from '@langchain/core/messages'; +import { HumanMessage, AIMessage } from '@langchain/core/messages'; import path from 'path'; +import { ThreadState } from '../types'; -// Types -type MessageType = { - _type?: string; - content: string; - kwargs?: { content: string }; - id?: string[]; -}; - -type DbRow = { - state: string; - last_output: string | null; -}; - -// Pure functions for message handling -const createMessage = (type: 'human' | 'ai', content: string): BaseMessage => - type === 'human' ? new HumanMessage({ content }) : new AIMessage({ content }); - -const deserializeMessage = (msg: MessageType): BaseMessage => { - if (!msg) return createMessage('ai', 'Invalid message'); - - // Handle LangChain format - if (msg.kwargs?.content) { - return createMessage( - msg.id?.includes('HumanMessage') ? 'human' : 'ai', - msg.kwargs.content - ); - } - - // Handle simplified format - return createMessage( - msg._type === 'human' ? 'human' : 'ai', - msg.content - ); -}; - -const serializeMessage = (msg: BaseMessage) => ({ - _type: msg._getType(), - content: msg.content, - additional_kwargs: msg.additional_kwargs -}); - -// Database operations -const initializeDb = async (dbPath: string): Promise => { +const initializeDb = async (dbPath: string) => { logger.info('Initializing SQLite database at:', dbPath); const db = await open({ @@ -55,8 +13,10 @@ const initializeDb = async (dbPath: string): Promise => { driver: sqlite3.Database }); + // Drop existing table and create new one await db.exec(` - CREATE TABLE IF NOT EXISTS threads ( + DROP TABLE IF EXISTS threads; + CREATE TABLE threads ( thread_id TEXT PRIMARY KEY, state TEXT NOT NULL, last_output TEXT, @@ -68,16 +28,27 @@ const initializeDb = async (dbPath: string): Promise => { return db; }; -// Thread state operations -const parseThreadState = (row: DbRow): ThreadState | null => { +const createMessage = (type: 'human' | 'ai', content: string) => + type === 'human' ? new HumanMessage({ content }) : new AIMessage({ content }); + +const serializeMessage = (msg: any) => ({ + _type: msg._getType(), + content: msg.content, + additional_kwargs: msg.additional_kwargs +}); + +const deserializeMessage = (msg: any) => { + if (!msg) return createMessage('ai', 'Invalid message'); + return createMessage( + msg._type === 'human' ? 'human' : 'ai', + msg.content + ); +}; + +const parseThreadState = (row: any): ThreadState | null => { const parsedState = JSON.parse(row.state); const lastOutput = row.last_output ? JSON.parse(row.last_output) : undefined; - if (!Array.isArray(parsedState.messages)) { - logger.warn('Invalid state: messages is not an array'); - return null; - } - return { state: { messages: parsedState.messages.map(deserializeMessage), @@ -88,21 +59,13 @@ const parseThreadState = (row: DbRow): ThreadState | null => { }; }; -// Main storage factory export const createThreadStorage = () => { const dbPath = path.join(process.cwd(), 'thread-storage.sqlite'); const dbPromise = initializeDb(dbPath); - const ensureConnection = async () => { - const db = await dbPromise; - if (!db) throw new Error('Database connection not established'); - return db; - }; - return { - async saveThread(threadId: string, state: ThreadState): Promise { - const db = await ensureConnection(); - + async saveThread(threadId: string, state: ThreadState) { + const db = await dbPromise; const stateToSave = { ...state.state, messages: state.state.messages.map(serializeMessage) @@ -124,9 +87,8 @@ export const createThreadStorage = () => { }, async loadThread(threadId: string): Promise { - const db = await ensureConnection(); - - const row = await db.get( + const db = await dbPromise; + const row = await db.get( 'SELECT state, last_output FROM threads WHERE thread_id = ?', threadId ); @@ -139,28 +101,25 @@ export const createThreadStorage = () => { return parseThreadState(row); }, - async getAllThreads(): Promise> { - const db = await ensureConnection(); - + async getAllThreads() { + const db = await dbPromise; return db.all( 'SELECT thread_id, created_at, updated_at FROM threads ORDER BY updated_at DESC' ); }, - async deleteThread(threadId: string): Promise { - const db = await ensureConnection(); + async deleteThread(threadId: string) { + const db = await dbPromise; await db.run('DELETE FROM threads WHERE thread_id = ?', threadId); logger.info(`Thread deleted: ${threadId}`); }, - async cleanup(olderThanDays: number = 30): Promise { - const db = await ensureConnection(); - + async cleanup(olderThanDays = 30) { + const db = await dbPromise; const result = await db.run( 'DELETE FROM threads WHERE updated_at < datetime("now", ?)', [`-${olderThanDays} days`] ); - const deletedCount = result.changes || 0; logger.info(`Cleaned up ${deletedCount} old threads`); return deletedCount; From a2cc025c5ddf2a4e94ed5b70274076240a7e554d Mon Sep 17 00:00:00 2001 From: Jeremy Frank Date: Fri, 1 Nov 2024 12:16:39 -0600 Subject: [PATCH 5/5] simplify agent state and storage --- .../agents/src/routes/chainAgentRoutes.ts | 5 +- .../agents/src/services/chainAgent.ts | 90 ++++--------------- .../agents/src/services/threadStorage.ts | 59 ++++++------ 3 files changed, 45 insertions(+), 109 deletions(-) diff --git a/auto-chain-agent/agents/src/routes/chainAgentRoutes.ts b/auto-chain-agent/agents/src/routes/chainAgentRoutes.ts index 0a2769e..364cc66 100644 --- a/auto-chain-agent/agents/src/routes/chainAgentRoutes.ts +++ b/auto-chain-agent/agents/src/routes/chainAgentRoutes.ts @@ -43,12 +43,11 @@ router.get('/:threadId/state', (req, res, next) => { res.json({ threadId, - messages: threadState.state.messages.map(msg => ({ + messages: threadState.messages.map(msg => ({ role: msg._getType(), content: msg.content })), - toolCalls: threadState.state.toolCalls, - lastOutput: threadState.lastOutput + toolCalls: threadState.toolCalls, }); } catch (error) { logger.error('Error getting thread state:', error); diff --git a/auto-chain-agent/agents/src/services/chainAgent.ts b/auto-chain-agent/agents/src/services/chainAgent.ts index 98e1eba..c779405 100644 --- a/auto-chain-agent/agents/src/services/chainAgent.ts +++ b/auto-chain-agent/agents/src/services/chainAgent.ts @@ -14,20 +14,6 @@ const StateAnnotation = Annotation.Root({ default: () => [], }), toolCalls: Annotation; - id: string; - type: string; - result?: string; - }>>({ - reducer: (curr, next) => [...curr, ...next], - default: () => [], - }), - toolResults: Annotation({ - reducer: (curr, next) => [...curr, ...next], - default: () => [], - }), - currentToolCalls: Annotation { try { - // Construct the context from tool results - const toolContext = state.toolResults.length > 0 - ? `\nPrevious tool results:\n${state.toolResults.join('\n')}` - : ''; - - // System message to guide the agent's behavior const systemMessage = new SystemMessage({ content: `You are a friendly and helpful AI assistant. - Engage naturally in conversation and remember details users share about themselves - When blockchain operations are needed, you can check balances and perform transactions` }); - // Only include tool context if it exists - const messages = [ - systemMessage, - ...state.messages, - ...(toolContext ? [new HumanMessage({ content: toolContext })] : []) - ]; - + const messages = [systemMessage, ...state.messages]; const response = await model.invoke(messages); return { messages: [response] }; @@ -94,7 +66,7 @@ const toolExecutionNode = async (state: typeof StateAnnotation.State) => { if (!toolCalls.length) { logger.info('No tool calls found'); - return { messages: [], toolResults: [], currentToolCalls: [] }; + return { messages: [], toolCalls: [] }; } const toolResponse = await toolNode.invoke({ @@ -103,13 +75,11 @@ const toolExecutionNode = async (state: typeof StateAnnotation.State) => { if (!toolResponse?.messages?.length) { logger.info('No tool response messages'); - return { messages: [], toolResults: [], currentToolCalls: [] }; + return { messages: [], toolCalls: [] }; } - logger.info('Tool execution completed'); - // Format tool calls with their results - const currentToolCalls = toolCalls.map((call: any, index: number) => ({ + const formattedToolCalls = toolCalls.map((call: any, index: number) => ({ id: call.id, type: call.type, function: { @@ -121,46 +91,33 @@ const toolExecutionNode = async (state: typeof StateAnnotation.State) => { return { messages: toolResponse.messages, - toolResults: toolResponse.messages.map((m: any) => m.content.toString()), - currentToolCalls + toolCalls: formattedToolCalls }; } catch (error) { logger.error("Error in tool execution:", error); - return { messages: [], toolResults: [], currentToolCalls: [] }; + return { messages: [], toolCalls: [] }; } }; -// Add shouldContinue function const shouldContinue = (state: typeof StateAnnotation.State) => { const lastMessage = state.messages[state.messages.length - 1]; - - // If the last message is from the agent (AI) if (lastMessage._getType() === 'ai') { - // Check if there are tool calls that need to be executed const toolCalls = lastMessage.additional_kwargs?.tool_calls || []; - if (toolCalls.length > 0) { - return 'tools'; // Continue to tools if we have tool calls - } - - // If no tool calls, end the conversation - return END; + return toolCalls.length > 0 ? 'tools' : END; } - - // If the message is from human, continue to agent return 'agent'; }; // Create and initialize the graph const createBlockchainGraph = async () => { try { - const graph = new StateGraph(StateAnnotation) + return new StateGraph(StateAnnotation) .addNode("agent", agentNode) .addNode("tools", toolExecutionNode) .addEdge(START, "agent") .addConditionalEdges("agent", shouldContinue) - .addEdge("tools", "agent"); - - return graph.compile({ checkpointer }); + .addEdge("tools", "agent") + .compile({ checkpointer }); } catch (error) { logger.error("Failed to create blockchain graph:", error); throw error; @@ -187,32 +144,23 @@ export const blockchainAgent = { } const currentThreadId = threadId || `blockchain_${Date.now()}_${Math.random().toString(36).substring(2, 15)}`; - logger.info('BlockchainAgent - Processing message', { - currentThreadId, - hasExistingThread: !!threadId - }); - const previousState = threadId ? await threadStorage.loadThread(threadId) : null; const initialState = { messages: previousState ? [ - ...previousState.state.messages, + ...previousState.messages, new HumanMessage({ content: message }) ] : [ new SystemMessage({ content: `You are a helpful AI assistant. You can engage in general conversation and also help with blockchain operations like checking balances and performing transactions.` }), new HumanMessage({ content: message }) - ], - toolCalls: previousState?.state.toolCalls || [], - toolResults: previousState?.state.toolResults || [] + ] } as typeof StateAnnotation.State; - const config = { + const result = await agentGraph.invoke(initialState, { configurable: { thread_id: currentThreadId } - }; - - const result = await agentGraph.invoke(initialState, config); + }); const lastMessage = result.messages[result.messages.length - 1]; const response = typeof lastMessage.content === 'object' @@ -220,18 +168,14 @@ export const blockchainAgent = { : lastMessage.content; await threadStorage.saveThread(currentThreadId, { - state: result, - lastOutput: { - response, - toolCalls: result.currentToolCalls || [], - toolResults: result.toolResults || [] - } + messages: result.messages, + toolCalls: result.toolCalls || [] }); return { threadId: currentThreadId, response, - toolCalls: result.currentToolCalls || [] + toolCalls: result.toolCalls || [] }; } catch (error) { logger.error("Error handling message:", error); diff --git a/auto-chain-agent/agents/src/services/threadStorage.ts b/auto-chain-agent/agents/src/services/threadStorage.ts index 34f83d0..755a977 100644 --- a/auto-chain-agent/agents/src/services/threadStorage.ts +++ b/auto-chain-agent/agents/src/services/threadStorage.ts @@ -1,9 +1,21 @@ import sqlite3 from 'sqlite3'; import { open } from 'sqlite'; import logger from '../logger'; -import { HumanMessage, AIMessage } from '@langchain/core/messages'; +import { HumanMessage, AIMessage, BaseMessage } from '@langchain/core/messages'; import path from 'path'; -import { ThreadState } from '../types'; + +export interface ThreadState { + messages: BaseMessage[]; + toolCalls: Array<{ + id: string; + type: string; + function: { + name: string; + arguments: string; + }; + result?: string; + }>; +} const initializeDb = async (dbPath: string) => { logger.info('Initializing SQLite database at:', dbPath); @@ -13,13 +25,12 @@ const initializeDb = async (dbPath: string) => { driver: sqlite3.Database }); - // Drop existing table and create new one await db.exec(` DROP TABLE IF EXISTS threads; CREATE TABLE threads ( thread_id TEXT PRIMARY KEY, - state TEXT NOT NULL, - last_output TEXT, + messages TEXT NOT NULL, + tool_calls TEXT, created_at DATETIME DEFAULT CURRENT_TIMESTAMP, updated_at DATETIME DEFAULT CURRENT_TIMESTAMP ) @@ -31,7 +42,7 @@ const initializeDb = async (dbPath: string) => { const createMessage = (type: 'human' | 'ai', content: string) => type === 'human' ? new HumanMessage({ content }) : new AIMessage({ content }); -const serializeMessage = (msg: any) => ({ +const serializeMessage = (msg: BaseMessage) => ({ _type: msg._getType(), content: msg.content, additional_kwargs: msg.additional_kwargs @@ -45,20 +56,6 @@ const deserializeMessage = (msg: any) => { ); }; -const parseThreadState = (row: any): ThreadState | null => { - const parsedState = JSON.parse(row.state); - const lastOutput = row.last_output ? JSON.parse(row.last_output) : undefined; - - return { - state: { - messages: parsedState.messages.map(deserializeMessage), - toolCalls: parsedState.toolCalls ?? [], - toolResults: parsedState.toolResults ?? [] - }, - lastOutput - }; -}; - export const createThreadStorage = () => { const dbPath = path.join(process.cwd(), 'thread-storage.sqlite'); const dbPromise = initializeDb(dbPath); @@ -66,30 +63,23 @@ export const createThreadStorage = () => { return { async saveThread(threadId: string, state: ThreadState) { const db = await dbPromise; - const stateToSave = { - ...state.state, - messages: state.state.messages.map(serializeMessage) - }; - await db.run( - `INSERT OR REPLACE INTO threads (thread_id, state, last_output, updated_at) + `INSERT OR REPLACE INTO threads (thread_id, messages, tool_calls, updated_at) VALUES (?, ?, ?, CURRENT_TIMESTAMP)`, [ threadId, - JSON.stringify(stateToSave), - state.lastOutput ? JSON.stringify(state.lastOutput) : null + JSON.stringify(state.messages.map(serializeMessage)), + JSON.stringify(state.toolCalls) ] ); - logger.info(`Thread saved: ${threadId}`, { - messageCount: state.state.messages.length - }); + logger.info(`Thread saved: ${threadId}`); }, async loadThread(threadId: string): Promise { const db = await dbPromise; const row = await db.get( - 'SELECT state, last_output FROM threads WHERE thread_id = ?', + 'SELECT messages, tool_calls FROM threads WHERE thread_id = ?', threadId ); @@ -98,7 +88,10 @@ export const createThreadStorage = () => { return null; } - return parseThreadState(row); + return { + messages: JSON.parse(row.messages).map(deserializeMessage), + toolCalls: JSON.parse(row.tool_calls || '[]') + }; }, async getAllThreads() {