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Стартап за выходные: AI-агент для БД, часть 1

f45yincs4b-ca3ua5af-gvwyeaq.png

Ну кто не мечтает запустить стартап за одни выходные?

Давно хотел развеяться, и чутка отвлечься от рутины и работы.
А ещё давно хотел пощупать Tauri v2, и новомодные фреймворки для построения AI-агентов (ai-sdk / mastra / llamaindex.

Идея простая: десктопное приложение, внутри ИИ-агент, который подключается к БД, получает данные о структуре таблиц/вьюшек. Справа сайдбар: интерфейс чата с агентом, а основное пространство - холст, на котором агент размещает что хочет сам. А именно - виджеты, которые делают запросы к БД, и выводят их в приятном глазу виде.
Никакого удалённого бекенда, open-source, доступы к БД хранятся исключительно локально, всё секьюрно.

Так как весь код открытый, то процесс я буду логировать в репозитории: https://github.com/ElKornacio/qyp-mini

Флоу такой:

  1. Я говорю агенту "добавь на дешборд плашку с количеством новых юзеров за последний месяц".

  2. Он, используя знания о структуре БД, и возможность выполнять к ней запросы, придумывает корректный, соответствующий моей БД, SQL-запрос, который возвращает требуемую инфу

  3. Он пишет React-компонент на Tailwind + shadcn/ui, который будет делать этот запрос и выводить ответ в виде симпатичной плашки

  4. Под капотом, прямо в рантайме, react-компонент комплириуется (esbuild + postcss), и выводится на дешборд

  5. В случае ошибок (компиляции или выполнения sql) - они автоматом летят обратно агенту, чтобы он чинил.

В общем, я хочу сделать приложение, в котором интерфейс будет писать сам ИИ агент, чтобы он сам решал, каким образом выводить информацию.

Интересно потыкать runtime компиляцию tailwind (это нетривиально, т.к. по дефолту tailwind генерирует css-классы на основе вашего кода), ещё runtime с esbuild под это всё упаковать, ну и я давно хотел Tauri v2 пощупать.

А ещё мне накидали в комменты в телеге новомодные AI-agent фреймворки для TypeScript, так что их тоже хочу пощупать и между собой сравнить, раньше я только на чистом LangChain писал.

Всего будет 5 частей:

  1. Делаем скелет приложения (эта часть)

  2. Делаем runtime-компиляцию TSX-компонентов

  3. Делаем AI-агента и сравниваем AI-фреймворки

  4. Учим агента писать код и делать SQL-запросы

  5. Собираем всё в кучу и причёсываем

Поехали!

Tauri v2 - десктоп приложение

Tauri - это такой Electron на стероидах. Ребята почесали голову и спросили себя "зачем вместе с пользовательским приложением поставлять весь Chromium-браузер, если у каждого юзера на компе итак уже есть браузер? почему бы просто не поставлять html/css/js-бандл, который будет отображаться в стандартном WebView?"

Именно это и делает Tauri, в результате чего мы имеем на выходе приложение, которое весит не 400 мегабайт, а 5, и летает в плане быстродействия (под капотом - системный браузер для WebView, и Rust для самого локального "бекенда" Tauri).

Давно хотел что-нибудь с ним сделать. Поэтому, поехали:

Тыкаем сюда, и слепо следуем гайду.
Я юзаю pnpm, для других менеджеров команды аналогичные:

pnpm create tauri-app

Везде выбирал Typescript/React.

Завелось с пол-пинка, далее:

pnpm tauri dev

и перед нами работающее приложение.

В качестве сборщика для такого стека Tauri по дефолту использует Vite. Меня устраивает, я тоже часто использую его на своих проектах.

Далее, завозим Tailwind v4 и shadcn/ui:

pnpm i --save-dev tailwindcss @tailwindcss/vite

не забываем добавить плагин в vite.config.ts:

import { defineConfig } from 'vite'
import tailwindcss from '@tailwindcss/vite'

export default defineConfig({
	plugins: [
		// ...
		tailwindcss(),
		// ...
	],
})

и импортировать Tailwind в css (src/index.css):

@import "tailwindcss";

далее, проинициализировать shadcn/ui проще всего поставив какой-нибудь его компонент, к примеру, кнопку:

pnpm dlx shadcn@latest add button

Вуаля, базовый сетап готов. Теперь разберёмся со средой для runtime-компиляции.

Компилируем React-компоненты в рантайме

Представим, что ИИ нам выдал такой код:

import { Button } from  '@/components/ui/button';

export default function MyComponent() {
	return (
		<Button>Click me!</Button>
	);
}

и мы хотим, чтобы компонент, описанный в этом коде, был выведен в интерфейс нашего приложения.
Напомню, речь о рантайме: то есть код выше нам надо самим программно собрать, а именно:

  1. TSX: надо транспилировать jsx-синтаксис в React.createElement-стейтменты

  2. TypeScript: надо транспилировать в JavaScript

  3. Tailwind/PostCSS: сборщик Tailwind должен проанализировать исходники на предмет использования tailwind-классов, и сгенерировать для них css-код.

  4. Бандлинг: надо собрать все импорты в единый файл, а те, которые мы подкидываем сами (типа тех же компонентов shadcn/ui) - их надо корректно пробросить в рантайм компонента (имплементировать свой require?)

В общем, большую часть мы сможем решить при помощи esbuild - TSX/TypeScript/бандлинг он прекрасно возьмёт на себя. Более того, у него есть версия для браузерного-рантайма - esbuild-wasm.

А вот с Tailwind/PostCSS всё гораздо сложнее. С пол-пинка в браузерной среде оно не заводится. Если долго пинать, то в целом можно, у самого Tailwind есть play.tailwindcss.com, на котором как раз можно поиграться с компиляцией Tailwind прямо в браузере. Но вот беда - этот проект раньше был open-source, а потом ребята передумали.
Но, к счастью, интернет всё помнит, и найти устаревшие исходники Tailwind Play не составляет большого труда.

Если хорошенько их покопать, то видно, что там нет поддержки 4 версии, и работает оно очень грязно - с заглушками всяких Node.js-модулей, "виртуальной" файловой системой, кучей хаков и так далее.
Идти по этому пути не хотелось совершенно.

Поэтому, я принял решение использовать для компиляции TSX+Tailwind райтайм Node.js. Оставался вопрос - как завести его в Tauri.

Заводим Node.js в Tauri

В общем, в Tauri есть механизм sidecars, который позволяет упаковывать внешние бинарники в единый бандл с приложением.
А для Node.js есть pkg - утилита, которая умеет превращать Node.js скрипт-бандл в бинарник не требующий внешних зависимостей.
И у Tauri даже есть официальный гайд о том, как завести Node.js-приложение как sidecar для Tauri-приложения.

Так как мы планируем обмениваться с Node.js большими объёмами информации, я хочу завести под это простенький stdin-stdout протокол, который будет передавать JSON-пакеты упакованные в base64.

Помимо этого, Node.js код я тоже хочу держать как TypeScript, и упаковывать перед фактической передачей в pkg.
Делаем pnpm init в src-node директории, бахаем src-node/src/index.ts с дефолтной заглушкой, после чего настраиваем скрипты для компиляции в src-node/package.json:

{
	...
	"scripts": {
		"build-code": "tsc",
		"build-binary": "pnpm run build-code && pkg dist/index.js --output qyp-mini-node-backend",
		"package-binary": "node scripts/build.js qyp-mini-node-backend",
		"build": "pnpm run build-binary && pnpm run package-binary"
	},
	"devDependencies": {
		"@yao-pkg/pkg": "^5.15.0"
	},
	"bin": {
		"qyp-mini-node-backend": "dist/index.js"
	},
	"pkg": {
		"targets": [
			"latest-macos"
		],
		"scripts": [
			"dist/index.js"
		]
	},
	...
}

Как можно увидеть, я пока что завёл только MacOS - для простоты, остальные платформы будем заводить потом.
Теперь давайте сделаем небольшой скрипт в src-node/scripts/build.js для переноса скомпилированного pkg бинарника в Tauri (это нужно, чтобы у бинарников было корректное имя файла - Tauri по имени определяет платформу, под которую бинарник скомпилирован):

import { execSync } from 'child_process';
import fs from 'fs';

const ext = process.platform === 'win32' ? '.exe' : '';

const appName = process.argv[2];

const rustInfo = execSync('rustc -vV');
const targetTriple = /host: (\S+)/g.exec(rustInfo)[1];
if (!targetTriple) {
	console.error('Failed to determine platform target triple');
}
fs.renameSync(`${appName}${ext}`, `../src-tauri/binaries/${appName}-${targetTriple}${ext}`);

И докинем это всё великолепие в package.json основного проекта:

"scripts": {
	"dev": "cd src-node && pnpm run build && cd .. && vite",
	"build": "cd src-node && pnpm run build && cd .. && tsc && vite build",
	"preview": "vite preview",
	"tauri": "tauri"
},

Теперь при запуске команды pnpm tauri dev он автоматом дёрнет сборку через pkg свежего Node.js бинарника, и сразу будет использовать её при работе приложения.

Помимо этого, чтобы работала запись в stdin, да и вообще вызов sidecar, важно не забыть сконфигурировать файл src-tauri/capabilities/default.json:

{
	...
	"permissions": [
		"core:default",
		"opener:default",
		{
			"identifier": "shell:allow-spawn",
			"allow": [
				{
					"name": "binaries/qyp-mini-node-backend",
					"cmd": "binaries/qyp-mini-node-backend",
					"args": true,
					// не забудьте про sidecar: true, иначе будет scoped command not found
					"sidecar": true
				}
			]
		},
		"shell:allow-stdin-write", // а это позволит писать в stdin
		"shell:default"
	]
}

Пилим простенький JSON-протокол для общения с Node.js

Как я уже говорил, упаковываем JSON в utf-8 строчку, а её упаковываем в base64. В качестве символа-реминатора будем использовать перенос строки (\n).

На стороне Node.js:

// Читаем строку из stdin
const rl = createInterface({
	input: process.stdin,
	output: process.stdout,
	terminal: false,
});

rl.on('line', async line => {
	try {
		// Декодируем base64
		const jsonString = SmartBuffer.ofBase64String(line.trim()).toUTF8String();
		// Парсим JSON
		const request = JSON.parse(jsonString);

		// Обрабатываем запрос
		const response = await processRequest(request);

		// Отправляем ответ
		sendResponse(response);

		// Завершаем процесс после обработки
		process.exit(0);
	} catch (error) {
		console.error('Ошибка обработки запроса:', error);
		sendResponse({
			status: 'error',
			message: `Ошибка декодирования запроса: ${error instanceof Error ? error.message : String(error)}`,
		});
		process.exit(1);
	}
});

На стороне фронтенда:

import { SmartBuffer } from '@tiny-utils/bytes';

export class SidecarEncoder {
	static encodeRequest(request: SidecarRequest): string {
		const jsonString = JSON.stringify(request);
		const base64String = SmartBuffer.ofUTF8String(jsonString).toBase64String();
		return base64String + '\n';
	}

	static decodeResponse(base64Response: string): any {
		try {
			const jsonString = SmartBuffer.ofBase64String(base64Response.trim()).toUTF8String();
			return JSON.parse(jsonString);
		} catch (error) {
			throw new Error(`Ошибка декодирования ответа от sidecar: ${error}`);
		}
	}
}

И executor:

import { Command, TerminatedPayload } from '@tauri-apps/plugin-shell';
import { SidecarEncoder, SidecarRequest, SidecarResponse } from './SidecarEncoder';

export class SidecarExecutor {
	private static readonly SIDECAR_NAME = 'binaries/qyp-mini-node-backend';

	static async execute<T extends SidecarResponse>(params: SidecarExecutionParams): Promise<T> {
		const command = Command.sidecar(this.SIDECAR_NAME, params.args);

		let stdout = '';
		let stderr = '';

		command.stdout.on('data', data => { stdout += data; });
		command.stderr.on('data', data => { stderr += data; });

		const child = await command.spawn();

		const encodedRequest = SidecarEncoder.encodeRequest(params.request);

		const output = await new Promise<TerminatedPayload>(resolve => {
			command.on('close', out => resolve(out));

			// Отправляем закодированный запрос
			child.write(encodedRequest);
		});

		if (output.code !== 0) {
			throw new Error(`Sidecar завершился с кодом: ${output.code}. Stderr: ${stderr}`);
		}

		return SidecarEncoder.decodeResponse(stdout);
	}
}

Вуаля, протокол готов. Запускаем (pnpm tauri dev, тестируем, и радуемся что всё работает).

Заключение

Это первая часть, в которой мы просто собирали скелет приложения. В итоге, на базе стека:

  • TypeScript

  • Tauri v2

  • Tailwind v4 / shadcn/ui

  • Vite 6 / React 18

  • Node.js + pkg

У нас получилось desktop-приложение, с фронтом на React, Node.js мини-беком для будущих задач компиляции TSX-кода в рантайме, которое весит в 5 раз меньше Electron сборки, и гораздо шустрее.
Посмотреть полный код можно в репозитории: https://github.com/ElKornacio/qyp-mini

Более детально про процесс разработки я пишу у себя в телеграм-канале (да и в целом я там много всего пишу про ИИ, разработку с ИИ, стартапы и прочее).

Спасибо за внимание, следующая часть завтра!

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  • 09.10.25 08:37 pHqghUme

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  • 09.10.25 08:37 pHqghUme

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  • 09.10.25 08:37 pHqghUme

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  • 09.10.25 08:40 pHqghUme

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  • 09.10.25 08:40 pHqghUme

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  • 09.10.25 08:41 pHqghUme

    e

  • 09.10.25 08:41 pHqghUme

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  • 09.10.25 08:42 pHqghUme

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  • 09.10.25 08:42 pHqghUme

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  • 09.10.25 08:42 pHqghUme

    e

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.10.25 04:41 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 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

  • 12.10.25 01:12 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

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 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

  • 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

  • 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]

  • 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

  • 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

  • 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

  • 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.

  • 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

  • 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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