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Новости
Применение роя агентов в криптовалютном телеграм боте
Исходный код, разобранный в статье, опубликован в этом репозитории
OpenAI развивает технологию роя агентов искусственного интеллекта, активная LLM модель переключается исходя из контекста поставленной задачи. Например, когда холодный контакт написал в личку телеграм, общение идёт приветливо и многословно, как только речь идет непосредственно о покупке товара, другая модель говорит минимально по делу
Однако, если задать вопрос, Что такое рой агентов, в условный Claude, в ответе будет упомянуто использование роя для аналитики данных, в том числе, финансовых операций. Мне было непонятно, как технологию оживления чатов прикрутить к финансам, однако, была поставлена задача разобраться
Как торгуют биткоином
Меньше бумаг, меньше проблем - чтобы разобраться как работает биржа, проще всего, посмотреть как это реализовано в криптовалюте. Я считаю, что в торговле биткоином прибыль делят хозяева биржи и программисты ботов поровну, так как только у них минимальные риски
При торговле биткоином важно знать следующие принципы
Порядочный трейдер криптовалют назовёт свою услугу
Доверительное управление криптоактивами
Торговля бывает в долгую (long) и в короткую (short). Если выкинуть англицизмы, стабильно получать кеш в короткую вы сможете толькоесли вы спекулянтвыпустив на биржу свой Trump Coin. Если вы не можете выпустить свой Trump Coin, так как вам не хватает денег на маркетинг, вы всегда будете расплачиваться с вкладчиками, которые могут вас закопать, деньгими вкладчиков, которые не могут вас закопатьБиржа это Market Orders
Торговля futures это русская рулеткадля вкладчиков хопёр инвест. Она работает внутри одной компании(МММ)без выхода на международный рынокдля риск менеджемента. Настоящие сделки в криптовалютах работают через стакан: есть список желающих купить цена/количество, список желающих продать цена/количество. Биржа осуществляет услуги по поиску пары покупатель/продавец для обмена и берет за это процент с сделки. У такой сделки есть смысл: серость схем, приминимых для осуществления с монетой, находится в иерархии USDT -> BTC -> XRPСвеча графика
Из списка желающих купить единомоментно есть минимальная цена. Из списка желающих продать есть максимальная цена. Поэтому, на графиках в бирже рисуют палочку, а не прямую линию: все остальные цены будут по середине.Как быстро купить/продать
1. Чтобы быстро купить, ставим +1% к верхнему значению последней минутной свечи.
2. Чтобы быстро продать, ставим -1% к нижнему значению последней минутной свечи.
Движок биржы сразу автоматом найдет вам покупателя/продавца и сделает скидку: будет выбрана его цена, то есть, сделка будет выгодней, чем +/- 1%. В противном случае, продавец или покупатель может тупо не найтись и ваше предложение о сделке зависнет на вечноКак считать прибыль/убыток
Есть показатель: Profit / Loss Ratio. Можно объяснить просто, купив монету несколько раз на одинаковые 100 у.е. у вас появится её средняя стоимость. Если вы продаёте, когда рыночная цена больше вашей средней стоимости, вы в плюсе, иначе, лучше ждать ближайших Американских праздников или других событий. Правило одно - пока рыночная цена ниже вашей средней, говорите, деньги заморожены, не делайте поспешных решений так вы не один ждёте.Пока что у всех всегда получалось выскочить, как перестанет, будет мировая война
Логика работы бота
Начиная переписку пользователь поступает в triage агент. Это роутер запросов, он не делает сделок сам, его задача направить вас в специализированный для конкректной монеты агент-трейдер
Специализированный агент трейдер ещё раз проверит, о той ли монете идет речь, если да, осуществит сделку по вышеупомянутому алгоритму, если нет, перешлёт обратно в triage агент
Бот так же умеет взять цену за последнюю неделю и попытаться угадать тренд. Математические закономерности о крупной покупке и как следствие росте цены там есть, но решает повесточка: новостные агенства типа New York Times тупо продались и пишут не правду, а когда поблагодарят копейкой.
[btc_trader_agent] => Подскажи, куда пойдет цена биткоина
calculate_market_trend_tool {
params: {
coin: "BTC",
},
}
[
{
"low": "85519.09000000",
"high": "88765.43000000",
"close": "87498.16000000",
"closeTime": "2025-03-24T23:59:59.999Z"
},
...
{
"low": "82500.00000000",
"high": "83534.64000000",
"close": "82742.38000000",
"closeTime": "2025-03-30T23:59:59.999Z"
}
]
[3.55s] Timing
[btc_trader_agent]: Based on the last week's candles, the long-term market trend for BTC is predicted to be UP.Соответственно, пример навигации из агента XRP в агент ETH для покупки на 100 у.е.
[xrp_trader_agent] => Хочу купить Ethereum на 100 долларов
navigate_to_eth_trader_tool {
params: {},
}
calculate_buy_price_quantity_tool {
params: {
total: 100,
coin: "ETH",
},
}
[16.53s] Timing
[eth_trader_agent]: To buy the ETH for 100 USDT you should place the MARKET_BUY order with price=1817.40 and quantity=0.0550За одно, я решил вопрос высчитывания стоимости монеты в портфеле, при покупках через телеграм бот прибыль считается сама, бумажная excel работа автоматизирована.
[btc_trader_agent] => Подскажи среднюю стоимость биткоина в портфеле
calculate_average_coin_price_tool {
params: {
coin: "BTC",
},
}
[1.86s] Timing
[btc_trader_agent]: The current profit loss for Bitcoin in the portfolio is +$141.87 USD, and the average cost is $84519.26 USD.
[btc_trader_agent] =>Исходный код
Дублирую код роя агентов для обработки запросов пользователя. Код покупки/продаж есть и лежит в репо, не подключен, под вашу ответственность что с ним делать
import {
Adapter,
addAgent,
addCompletion,
addStorage,
addSwarm,
addTool,
changeToAgent,
changeToDefaultAgent,
commitFlush,
commitFlushForce,
commitToolOutput,
commitToolOutputForce,
commitUserMessageForce,
emit,
execute,
executeForce,
getLastUserMessage,
Storage,
} from "agent-swarm-kit";
import { str } from "functools-kit";
import OpenAI from "openai";
import { candles } from "../api/candles";
import { calculateBuyUSDT } from "../api/calculateBuyUSDT";
import { addEmbedding } from "agent-swarm-kit";
import { Ollama } from "ollama";
import { tidy, mul, norm, sum, tensor1d, div } from "@tensorflow/tfjs-core";
import {
calculateAverageCost,
calculateProfitLoss,
type IOrderSchema,
} from "../utils/calculateProfitLoss";
const ollama = new Ollama();
export enum SwarmName {
TradingSwarm = "trading_swarm",
}
enum EmbeddingName {
NomicEmbedding = "nomic_embedding",
}
enum CompletionName {
OpenAiCompletion = "openai_completion",
}
enum AgentName {
TriageAgent = "triage_agent",
BtcTraderAgent = "btc_trader_agent",
EthTraderAgent = "eth_trader_agent",
BnbTraderAgent = "bnb_trader_agent",
XrpTraderAgent = "xrp_trader_agent",
SolTraderAgent = "sol_trader_agent",
}
enum ToolName {
CalculateBuyPriceQuantityTool = "calculate_buy_price_quantity_tool",
CalculateSellPriceQuantityTool = "calculate_sell_price_quantity_tool",
CalculateMarketTrendTool = "calculate_market_trend_tool",
CalculateAverageCoinPriceTool = "calculate_average_coin_price_tool",
NavigateToTriageTool = "navigate_to_triage_tool",
NavigateToBtcTraderTool = "navigate_to_btc_trader_tool",
NavigateToEthTraderTool = "navigate_to_eth_trader_tool",
NavigateToBnbTraderTool = "navigate_to_bnb_trader_tool",
NavigateToXrpTraderTool = "navigate_to_xrp_trader_tool",
NavigateToSolTraderTool = "navigate_to_sol_trader_tool",
}
enum StorageName {
OrderStorage = "order_storage",
}
const AgentCoinMap: Record<string, string> = {
[AgentName.BtcTraderAgent]: "BTC",
[AgentName.EthTraderAgent]: "ETH",
[AgentName.BnbTraderAgent]: "BNB",
[AgentName.XrpTraderAgent]: "XRP",
[AgentName.SolTraderAgent]: "SOL",
};
// Common System Prompts
const TRADER_SYSTEM_PROMPT = str.newline(
"Cryptocurrency Trader Agent Guidelines:",
"You are a long-term cryptocurrency trader specializing in your specific coin",
"Perform these actions for every user request:",
"1. Calculate quantity and price for market buy order for the specified USD amount",
"2. Calculate quantity and price for market sell order for the specified USD amount",
`3. To predict the market trend call the ${ToolName.CalculateMarketTrendTool} tool without additional thinking`,
"If user doesn't specify a USD amount, ask them to provide it",
`Do not tell the user should he buy the currency directly without calling ${ToolName.CalculateMarketTrendTool}`,
"If user is no longer interested in this cryptocurrency, navigate back to Triage Agent"
);
const TRIAGE_SYSTEM_PROMPT = str.newline(
"Triage Agent Guidelines:",
"You are the starting point for all conversations",
"Identify which cryptocurrency the user is interested in",
"Navigate to the appropriate trader agent based on user's cryptocurrency choice:",
"- Bitcoin (BTC) -> BTC Trader Agent",
"- Ethereum (ETH) -> ETH Trader Agent",
"- Binance Coin (BNB) -> BNB Trader Agent",
"- Ripple (XRP) -> XRP Trader Agent",
"- Solana (SOL) -> SOL Trader Agent"
// "If unclear, ask user to specify their cryptocurrency of interest"
);
addCompletion({
completionName: CompletionName.OpenAiCompletion,
getCompletion: Adapter.fromOpenAI(
new OpenAI({ apiKey: process.env.CC_OPENAI_API_KEY })
),
});
addEmbedding({
embeddingName: EmbeddingName.NomicEmbedding,
calculateSimilarity: async (a, b) => {
return tidy(() => {
const tensorA = tensor1d(a);
const tensorB = tensor1d(b);
const dotProduct = sum(mul(tensorA, tensorB));
const normA = norm(tensorA);
const normB = norm(tensorB);
const cosineData = div(dotProduct, mul(normA, normB)).dataSync();
const cosineSimilarity = cosineData[0];
return cosineSimilarity;
});
},
createEmbedding: async (text) => {
const { embedding } = await ollama.embeddings({
model: "nomic-embed-text",
prompt: text,
});
return embedding;
},
});
addStorage<IOrderSchema>({
docDescription: "Persistent storage system designed to record and organize cryptocurrency trading orders, capturing details such as order type (buy/sell), coin (BTC, ETH, BNB, XRP, SOL), quantity, and price. Utilizes embeddings for efficient indexing and retrieval, supporting portfolio management and profit/loss calculations for long-term trading strategies across all trader agents.",
createIndex: ({ type, coin, quantity, price }) =>
str.space(type, coin, quantity, price),
embedding: EmbeddingName.NomicEmbedding,
storageName: StorageName.OrderStorage,
});
// Define Agents
addAgent({
agentName: AgentName.BtcTraderAgent,
docDescription:
"Specialized agent for long-term Bitcoin (BTC) trading. Calculates buy/sell prices and quantities based on user-specified USD amounts and predicts market trends using historical data.",
completion: CompletionName.OpenAiCompletion,
prompt:
"You are the Bitcoin AI trader specializing in long-term investments.",
system: [
TRADER_SYSTEM_PROMPT,
str.newline(
`When user speak about ETH (Ethereum), BNB (Binance coin), XRP (Ripple), SOL (Solana) but not BTC (Bitcoin) navigate him to the ${AgentName.TriageAgent}`,
"This is especially important while user want to buy, sell or predict coin price"
),
],
tools: [
ToolName.CalculateBuyPriceQuantityTool,
ToolName.CalculateSellPriceQuantityTool,
ToolName.CalculateMarketTrendTool,
ToolName.CalculateAverageCoinPriceTool,
ToolName.NavigateToTriageTool,
],
dependsOn: [AgentName.TriageAgent],
storages: [StorageName.OrderStorage],
});
addAgent({
agentName: AgentName.EthTraderAgent,
docDescription:
"Specialized agent for long-term Ethereum (ETH) trading. Provides buy/sell calculations for user-defined USD amounts and assesses market trends using recent candle data.",
completion: CompletionName.OpenAiCompletion,
prompt:
"You are the Ethereum AI trader specializing in long-term investments.",
system: [
TRADER_SYSTEM_PROMPT,
str.newline(
`When user speak about BTC (Bitcoin), BNB (Binance coin), XRP (Ripple), SOL (Solana) but not ETH (Ethereum) navigate him to the ${AgentName.TriageAgent}`,
"This is especially important while user want to buy, sell or predict coin price"
),
],
tools: [
ToolName.CalculateBuyPriceQuantityTool,
ToolName.CalculateSellPriceQuantityTool,
ToolName.CalculateMarketTrendTool,
ToolName.CalculateAverageCoinPriceTool,
ToolName.NavigateToTriageTool,
],
dependsOn: [AgentName.TriageAgent],
storages: [StorageName.OrderStorage],
});
addAgent({
agentName: AgentName.BnbTraderAgent,
docDescription:
"Specialized agent for long-term Binance Coin (BNB) trading. Computes buy/sell order details based on USD inputs and evaluates market direction with trend analysis tools.",
completion: CompletionName.OpenAiCompletion,
prompt:
"You are the Binance Coin AI trader specializing in long-term investments.",
system: [
TRADER_SYSTEM_PROMPT,
str.newline(
`When user speak about BTC (Bitcoin), ETH (Ethereum), XRP (Ripple), SOL (Solana) but not BNB (Binance coin) navigate him to the ${AgentName.TriageAgent}`,
"This is especially important while user want to buy, sell or predict coin price"
),
],
tools: [
ToolName.CalculateBuyPriceQuantityTool,
ToolName.CalculateSellPriceQuantityTool,
ToolName.CalculateMarketTrendTool,
ToolName.CalculateAverageCoinPriceTool,
ToolName.NavigateToTriageTool,
],
dependsOn: [AgentName.TriageAgent],
storages: [StorageName.OrderStorage],
});
addAgent({
agentName: AgentName.XrpTraderAgent,
docDescription:
"Specialized agent for long-term Ripple (XRP) trading. Determines buy/sell prices and quantities for specified USD amounts and predicts trends using market data.",
completion: CompletionName.OpenAiCompletion,
prompt: "You are the Ripple AI trader specializing in long-term investments.",
system: [
TRADER_SYSTEM_PROMPT,
str.newline(
`When user speak about BTC (Bitcoin), ETH (Ethereum), BNB (Binance coin), SOL (Solana) but not XRP (Ripple) navigate him to the ${AgentName.TriageAgent}`,
"This is especially important while user want to buy, sell or predict coin price"
),
],
tools: [
ToolName.CalculateBuyPriceQuantityTool,
ToolName.CalculateSellPriceQuantityTool,
ToolName.CalculateMarketTrendTool,
ToolName.CalculateAverageCoinPriceTool,
ToolName.NavigateToTriageTool,
],
dependsOn: [AgentName.TriageAgent],
storages: [StorageName.OrderStorage],
});
addAgent({
agentName: AgentName.SolTraderAgent,
docDescription:
"Specialized agent for long-term Solana (SOL) trading. Calculates buy/sell order parameters based on USD values and analyzes market trends with historical candles.",
completion: CompletionName.OpenAiCompletion,
prompt: "You are the Solana AI trader specializing in long-term investments.",
system: [
TRADER_SYSTEM_PROMPT,
str.newline(
`When user speak about BTC (Bitcoin), ETH (Ethereum), BNB (Binance coin), XRP (Ripple) but not SOL (Solana) navigate him to the ${AgentName.TriageAgent}`,
"This is especially important while user want to buy, sell or predict coin price"
),
],
tools: [
ToolName.CalculateBuyPriceQuantityTool,
ToolName.CalculateSellPriceQuantityTool,
ToolName.CalculateMarketTrendTool,
ToolName.CalculateAverageCoinPriceTool,
ToolName.NavigateToTriageTool,
],
dependsOn: [AgentName.TriageAgent],
storages: [StorageName.OrderStorage],
});
// Navigation Tools
addTool({
docNote:
"Routes the conversation to the BTC Trader Agent for handling Bitcoin-specific long-term trading requests, preserving context if provided.",
toolName: ToolName.NavigateToBtcTraderTool,
type: "function",
call: async ({ toolId, clientId, params }) => {
console.log(ToolName.NavigateToBtcTraderTool, { params });
await commitToolOutputForce(
toolId,
"Navigation to BTC Trader Agent successful",
clientId
);
await changeToAgent(AgentName.BtcTraderAgent, clientId);
await executeForce(
params.context
? `Continue conversation with user based on the next context: ${params.context}`
: "Continue conversation with user",
clientId
);
},
function: {
name: ToolName.NavigateToBtcTraderTool,
description: "Switch to the BTC Trader Agent for Bitcoin trading.",
parameters: {
type: "object",
properties: {
context: {
type: "string",
description: "Additional context to pass to the BTC Trader Agent",
},
},
required: [],
},
},
});
addTool({
docNote:
"Redirects the user to the ETH Trader Agent for Ethereum-specific long-term trading queries, maintaining conversation continuity with optional context.",
toolName: ToolName.NavigateToEthTraderTool,
type: "function",
call: async ({ toolId, clientId, params }) => {
console.log(ToolName.NavigateToEthTraderTool, { params });
await commitToolOutputForce(
toolId,
"Navigation to ETH Trader Agent successful",
clientId
);
await changeToAgent(AgentName.EthTraderAgent, clientId);
await executeForce(
params.context
? `Continue conversation with user based on the next context: ${params.context}`
: "Continue conversation with user",
clientId
);
},
function: {
name: ToolName.NavigateToEthTraderTool,
description: "Switch to the ETH Trader Agent for Ethereum trading.",
parameters: {
type: "object",
properties: {
context: {
type: "string",
description: "Additional context to pass to the ETH Trader Agent",
},
},
required: [],
},
},
});
addTool({
docNote:
"Guides the user to the BNB Trader Agent for Binance Coin long-term trading tasks, optionally passing context for seamless interaction.",
toolName: ToolName.NavigateToBnbTraderTool,
type: "function",
call: async ({ toolId, clientId, params }) => {
console.log(ToolName.NavigateToBnbTraderTool, { params });
await commitToolOutputForce(
toolId,
"Navigation to BNB Trader Agent successful",
clientId
);
await changeToAgent(AgentName.BnbTraderAgent, clientId);
await executeForce(
params.context
? `Continue conversation with user based on the next context: ${params.context}`
: "Continue conversation with user",
clientId
);
},
function: {
name: ToolName.NavigateToBnbTraderTool,
description: "Switch to the BNB Trader Agent for Binance Coin trading.",
parameters: {
type: "object",
properties: {
context: {
type: "string",
description: "Additional context to pass to the BNB Trader Agent",
},
},
required: [],
},
},
});
addTool({
docNote:
"Navigates to the XRP Trader Agent for Ripple-specific long-term trading operations, with optional context to maintain conversation flow.",
toolName: ToolName.NavigateToXrpTraderTool,
type: "function",
call: async ({ toolId, clientId, params }) => {
console.log(ToolName.NavigateToXrpTraderTool, { params });
await commitToolOutputForce(
toolId,
"Navigation to XRP Trader Agent successful",
clientId
);
await changeToAgent(AgentName.XrpTraderAgent, clientId);
await executeForce(
params.context
? `Continue conversation with user based on the next context: ${params.context}`
: "Continue conversation with user",
clientId
);
},
function: {
name: ToolName.NavigateToXrpTraderTool,
description: "Switch to the XRP Trader Agent for Ripple trading.",
parameters: {
type: "object",
properties: {
context: {
type: "string",
description: "Additional context to pass to the XRP Trader Agent",
},
},
required: [],
},
},
});
addTool({
docNote:
"Switches to the SOL Trader Agent for Solana long-term trading activities, preserving context if supplied for uninterrupted user experience.",
toolName: ToolName.NavigateToSolTraderTool,
type: "function",
call: async ({ toolId, clientId, params }) => {
console.log(ToolName.NavigateToSolTraderTool, { params });
await commitToolOutputForce(
toolId,
"Navigation to SOL Trader Agent successful",
clientId
);
await changeToAgent(AgentName.SolTraderAgent, clientId);
await executeForce(
params.context
? `Continue conversation with user based on the next context: ${params.context}`
: "Continue conversation with user",
clientId
);
},
function: {
name: ToolName.NavigateToSolTraderTool,
description: "Switch to the SOL Trader Agent for Solana trading.",
parameters: {
type: "object",
properties: {
context: {
type: "string",
description: "Additional context to pass to the SOL Trader Agent",
},
},
required: [],
},
},
});
// Triage Agent
addAgent({
agentName: AgentName.TriageAgent,
docDescription:
"Entry-point agent that identifies the user’s cryptocurrency of interest and routes them to the appropriate specialized trader agent for long-term trading assistance.",
completion: CompletionName.OpenAiCompletion,
system: [TRIAGE_SYSTEM_PROMPT],
prompt:
"Identify which cryptocurrency the user is interested in and navigate to the appropriate trader agent.",
tools: [
ToolName.NavigateToBtcTraderTool,
ToolName.NavigateToEthTraderTool,
ToolName.NavigateToBnbTraderTool,
ToolName.NavigateToXrpTraderTool,
ToolName.NavigateToSolTraderTool,
],
dependsOn: [
AgentName.BtcTraderAgent,
AgentName.EthTraderAgent,
AgentName.BnbTraderAgent,
AgentName.XrpTraderAgent,
AgentName.SolTraderAgent,
],
});
addTool({
toolName: ToolName.CalculateAverageCoinPriceTool,
docNote: "Tool that calculates the average cost per unit and the cumulative profit or loss for a given cryptocurrency in the user's trading portfolio. It retrieves historical order data from storage, verifies the coin matches the current agent’s focus (BTC, ETH, BNB, XRP, or SOL), and provides financial insights for long-term trading decisions. If the coin mismatches, it redirects to the Triage Agent.",
type: "function",
call: async ({ toolId, agentName, clientId, params }) => {
console.log(ToolName.CalculateAverageCoinPriceTool, { params });
if (!params.coin) {
await commitToolOutput(
toolId,
"Please provide the coin name to fetch the candle date",
clientId,
agentName
);
await execute(
"Please tell to specify for which coin exactly I want to check the candle data. Could be BTC, ETH, BNB, XRP, SOL",
clientId,
agentName
);
return;
}
const coin = AgentCoinMap[agentName];
if (coin !== params.coin) {
const lastMessage = await getLastUserMessage(clientId);
await commitFlush(clientId, agentName);
await changeToAgent(AgentName.TriageAgent, clientId);
await executeForce(lastMessage, clientId);
return;
}
const orderList = await Storage.list<IOrderSchema>({
clientId,
agentName,
storageName: StorageName.OrderStorage,
});
const averageCost = calculateAverageCost(orderList);
const totalProfitLoss = calculateProfitLoss(orderList);
const sign = totalProfitLoss > 0 ? "+" : "-";
await commitToolOutput(
toolId,
`The current total profit loss for coin ${coin} is ${sign}${totalProfitLoss} USD. The average cost is ${averageCost} USD`,
clientId,
agentName
);
await execute(
"Tell me the current profit loss and the average cost from the last tool output",
clientId,
agentName
);
},
function: {
name: "calculate_average_revenue",
description:
"Calculate the average const of a coin and the current profit loss in a trader's portfolio, allowing user to fix the profit",
parameters: {
type: "object",
properties: {
coin: {
description:
"The current cryptocurrency coin taken from active agent prompt",
type: "string",
enum: ["BTC", "ETH", "BNB", "XRP", "SOL"],
},
},
required: ["coin"],
},
},
});
addTool({
toolName: ToolName.CalculateMarketTrendTool,
docNote:
"Retrieves the last 7 days of candle data for the agent’s cryptocurrency and initiates a long-term trend prediction (UP or DOWN) based on this data.",
type: "function",
call: async ({ clientId, toolId, agentName, params }) => {
console.log(ToolName.CalculateMarketTrendTool, { params });
if (!params.coin) {
await commitToolOutput(
toolId,
"Please provide the coin name to fetch the candle date",
clientId,
agentName
);
await execute(
"Please tell to specify for which coin exactly I want to check the candle data. Could be BTC, ETH, BNB, XRP, SOL",
clientId,
agentName
);
return;
}
const coin = AgentCoinMap[agentName];
if (coin !== params.coin) {
const lastMessage = await getLastUserMessage(clientId);
await commitFlush(clientId, agentName);
await changeToAgent(AgentName.TriageAgent, clientId);
await executeForce(lastMessage, clientId);
return;
}
const candleList = await candles(coin);
console.log(JSON.stringify(candleList, null, 2));
await commitToolOutput(
toolId,
`Last 7 days ${coin} candles: ${JSON.stringify(candleList)}`,
clientId,
agentName
);
await execute(
`Predict the long-term market trend (UP or DOWN) for ${coin} based on the last week's candles`,
clientId,
agentName
);
},
function: {
name: "predict_market_trend_tool",
description:
"Predict the market trend for buying or selling strategy. When user ask should he buy or sell the cryptocurrency without total amount, call exactly that tool in priority first",
parameters: {
type: "object",
properties: {
coin: {
description:
"The current cryptocurrency coin taken from active agent prompt",
type: "string",
enum: ["BTC", "ETH", "BNB", "XRP", "SOL"],
},
},
required: ["coin"],
},
},
});
// Buy/Sell Tools
addTool({
toolName: ToolName.CalculateBuyPriceQuantityTool,
docNote:
"Computes the price and quantity for a market buy order based on a user-specified USD amount, prompting for the amount if not provided.",
type: "function",
call: async ({ agentName, toolId, clientId, params }) => {
console.log(ToolName.CalculateBuyPriceQuantityTool, { params });
if (!params.coin) {
await commitToolOutput(
toolId,
"Please provide the coin name to place the buy order",
clientId,
agentName
);
await execute(
"Please tell to specify which coin exactly I want to buy. Could be BTC, ETH, BNB, XRP, SOL",
clientId,
agentName
);
return;
}
if (!params.total) {
await commitToolOutput(
toolId,
"Please provide the USD amount for the buy calculation.",
clientId,
agentName
);
await execute(
"Please tell me how much USD you want to spend.",
clientId,
agentName
);
return;
}
const coin = AgentCoinMap[agentName];
if (coin !== params.coin) {
const lastMessage = await getLastUserMessage(clientId);
await commitFlush(clientId, agentName);
await changeToAgent(AgentName.TriageAgent, clientId);
await executeForce(lastMessage, clientId);
return;
}
const { price, quantity } = await calculateBuyUSDT(
Number(params.total),
coin
);
await Storage.upsert<IOrderSchema>({
item: {
id: await Storage.createNumericIndex({
clientId,
agentName,
storageName: StorageName.OrderStorage,
}),
coin,
price,
quantity,
type: "buy",
},
clientId,
agentName,
storageName: StorageName.OrderStorage,
});
await commitToolOutput(
toolId,
`Long-term buy ${coin} for ${params.total} USD: price=${price}, quantity=${quantity}`,
clientId,
agentName
);
await emit(
`To buy the ${coin} for ${params.total} USDT you should place the MARKET_BUY order with price=${price} and quantity=${quantity}`,
clientId,
agentName
);
},
function: {
name: ToolName.CalculateBuyPriceQuantityTool,
description: "Calculate price and quantity for a long-term buy order.",
parameters: {
type: "object",
properties: {
total: {
type: "number",
description: "USD amount",
},
coin: {
description:
"The current cryptocurrency coin taken from active agent prompt",
type: "string",
enum: ["BTC", "ETH", "BNB", "XRP", "SOL"],
},
},
required: ["total", "coin"],
},
},
});
addTool({
toolName: ToolName.CalculateSellPriceQuantityTool,
docNote:
"Determines the price and quantity for a market sell order based on a user-defined USD amount, requesting the amount if missing.",
type: "function",
call: async ({ agentName, toolId, clientId, params }) => {
console.log(ToolName.CalculateSellPriceQuantityTool, { params });
if (!params.coin) {
await commitToolOutput(
toolId,
"Please provide the coin name to place the sell order",
clientId,
agentName
);
await execute(
"Please tell to specify which coin exactly I want to sell. Could be BTC, ETH, BNB, XRP, SOL",
clientId,
agentName
);
return;
}
if (!params.total) {
await commitToolOutput(
toolId,
"Please provide the USD amount for the sell calculation.",
clientId,
agentName
);
await execute(
"Please tell me how much USD worth you want to sell.",
clientId,
agentName
);
return;
}
const coin = AgentCoinMap[agentName];
if (coin !== params.coin) {
const lastMessage = await getLastUserMessage(clientId);
await commitFlush(clientId, agentName);
await changeToAgent(AgentName.TriageAgent, clientId);
await executeForce(lastMessage, clientId);
return;
}
const { price, quantity } = await calculateBuyUSDT(
Number(params.total),
coin
);
await Storage.upsert<IOrderSchema>({
item: {
id: await Storage.createNumericIndex({
clientId,
agentName,
storageName: StorageName.OrderStorage,
}),
coin,
price,
quantity,
type: "sell",
},
clientId,
agentName,
storageName: StorageName.OrderStorage,
});
await commitToolOutput(
toolId,
`Long-term sell ${coin} for ${params.total} USD: price=${price}, quantity=${quantity}`,
clientId,
agentName
);
await emit(
`To sell the ${coin} for ${params.total} USDT you should place the MARKET_SELL order with price=${price} and quantity=${quantity}`,
clientId,
agentName
);
},
function: {
name: ToolName.CalculateSellPriceQuantityTool,
description: "Calculate price and quantity for a long-term sell order.",
parameters: {
type: "object",
properties: {
total: {
type: "number",
description: "USD amount",
},
coin: {
description:
"The current cryptocurrency coin taken from active agent prompt",
type: "string",
enum: ["BTC", "ETH", "BNB", "XRP", "SOL"],
},
},
required: ["total", "coin"],
},
},
});
addTool({
docNote:
"Returns the conversation to the Triage Agent when the user loses interest in the current cryptocurrency, optionally passing context for further routing.",
toolName: ToolName.NavigateToTriageTool,
type: "function",
call: async ({ toolId, clientId, params }) => {
console.log(ToolName.NavigateToTriageTool, { params });
const lastMessage = await getLastUserMessage(clientId);
await commitToolOutputForce(
toolId,
"Navigation to Triage Agent successful",
clientId
);
await changeToDefaultAgent(clientId);
await commitFlushForce(clientId);
if (params.context) {
await commitUserMessageForce(lastMessage, "user", clientId);
await executeForce(
params.context
? `Continue conversation with user based on the next context: ${params.context}`
: "Which cryptocurrency are you interested in now?",
clientId
);
}
await executeForce(lastMessage, clientId);
},
function: {
name: ToolName.NavigateToTriageTool,
description: "Return to Triage Agent.",
parameters: {
type: "object",
properties: {
context: {
type: "string",
description: "Additional context to pass back to the Triage Agent",
},
},
required: [],
},
},
});
// Define the Root Swarm
addSwarm({
docDescription:
"A coordinated system of agents designed for long-term cryptocurrency trading, featuring a Triage Agent for routing and specialized Trader Agents for BTC, ETH, BNB, XRP, and SOL.",
swarmName: SwarmName.TradingSwarm,
agentList: [
AgentName.BtcTraderAgent,
AgentName.EthTraderAgent,
AgentName.BnbTraderAgent,
AgentName.XrpTraderAgent,
AgentName.SolTraderAgent,
AgentName.TriageAgent,
],
defaultAgent: AgentName.TriageAgent,
});
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09.10.25 11:05
marcushenderson624
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12.10.25 01:12
harristhomas7376
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Tonerdomark
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12.10.25 21:36
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elizabethrush89
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13.10.25 01:11
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.10.25 01:15
tyleradams
Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
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14.10.25 08:46
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.10.25 08:46
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.10.25 08:46
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.10.25 18:07
crypto
Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
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15.10.25 21:52
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.10.25 21:52
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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