Expert guide for automated and manual Web Accessibility (a11y) testing — axe-core, Pa11y, Playwright a11y, screen reader testing, and WCAG 2.2 Level AA/AAA compliance / Panduan ahli pengujian aksesibilitas web.
日本語の概要は準備中です。原文の説明を表示しています。
Expert guide for chatbot and messaging platform integration (WhatsApp Business, Telegram Bot, Discord.js, Slack Bolt) and conversational AI / Panduan ahli integrasi chatbot dan platform messaging (WhatsApp Business, Telegram Bot, Discord.js, Slack Bolt) dan AI percakapan.
インストールする前に、エージェントに与えられる指示の中身を確認できます。
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ai-llm-integration-expert: LLM-powered conversational AI and tool calling.sse-websocket-streaming-expert: Real-time messaging protocols.webhook-receiver: Secure webhook endpoints for messaging platforms.async-queue-temporal-expert: Message queue processing for high-volume bots.Expert guide for building chatbots and integrating messaging platforms into applications. Covers WhatsApp Business API (Cloud API), Telegram Bot API, Discord.js v14, Slack Bolt, LINE Messaging API, and conversational AI patterns. Includes webhook verification, message handlers, interactive components (buttons, carousels), media handling, and AI-powered response generation.
| Platform | API Type | Auth | Message Types | Webhook |
|---|---|---|---|---|
| WhatsApp Business | REST (Cloud API) | Bearer Token | Text, Image, Template, Interactive | ✅ Verify token |
| Telegram | REST (Bot API) | Bot Token | Text, Photo, Inline Keyboard, Callback | ✅ setWebhook |
| Discord | Gateway + REST | Bot Token | Text, Embed, Components, Slash Commands | Gateway events |
| Slack | Events API + REST | OAuth + Signing Secret | Blocks, Modals, Slash Commands | ✅ Request signing |
// Webhook verification + message handler
import { Hono } from 'hono';
const app = new Hono();
app.get('/webhook/whatsapp', (c) => {
const mode = c.req.query('hub.mode');
const token = c.req.query('hub.verify_token');
const challenge = c.req.query('hub.challenge');
if (mode === 'subscribe' && token === process.env.WA_VERIFY_TOKEN) {
return c.text(challenge!);
}
return c.text('Forbidden', 403);
});
app.post('/webhook/whatsapp', async (c) => {
const body = await c.req.json();
const message = body.entry?.[0]?.changes?.[0]?.value?.messages?.[0];
if (message?.type === 'text') {
await sendWhatsAppReply(message.from, `Echo: ${message.text.body}`);
}
return c.text('OK');
});
async function sendWhatsAppReply(to: string, text: string) {
await fetch(`https://graph.facebook.com/v21.0/${process.env.WA_PHONE_ID}/messages`, {
method: 'POST',
headers: {
Authorization: `Bearer ${process.env.WA_ACCESS_TOKEN}`,
'Content-Type': 'application/json',
},
body: JSON.stringify({ messaging_product: 'whatsapp', to, type: 'text', text: { body: text } }),
});
}
import { Bot, InlineKeyboard } from 'grammy';
const bot = new Bot(process.env.TELEGRAM_BOT_TOKEN!);
bot.command('start', (ctx) => ctx.reply('Welcome! How can I help?'));
bot.on('message:text', async (ctx) => {
const aiResponse = await generateAIResponse(ctx.message.text);
const keyboard = new InlineKeyboard()
.text('👍 Helpful', 'feedback_good')
.text('👎 Not helpful', 'feedback_bad');
await ctx.reply(aiResponse, { reply_markup: keyboard });
});
bot.callbackQuery('feedback_good', (ctx) => ctx.answerCallbackQuery('Thanks!'));
bot.start();
ai-llm-integration-expert, webhook-receiver, async-queue-temporal-expert<a name="bahasa-indonesia"></a>
Panduan ahli untuk membangun chatbot dan mengintegrasikan platform messaging ke dalam aplikasi. Mencakup WhatsApp Business API, Telegram Bot API, Discord.js v14, Slack Bolt, dan pola AI percakapan.
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概要と使いどころ
Expert guide for automated and manual Web Accessibility (a11y) testing — axe-core, Pa11y, Playwright a11y, screen reader testing, and WCAG 2.2 Level AA/AAA compliance / Panduan ahli pengujian aksesibilitas web.
日本語の概要は準備中です。原文の説明を表示しています。
Expert guide for intelligent model cascading and routing — complexity-scored task routing from Flash/Haiku to Sonnet/Opus/Astra, dynamic escalation with quality gates, 40-60% token cost reduction while maintaining output quality / Panduan ahli untuk kaskade dan routing model cerdas — routing tugas berbasis skor kompleksitas dari Flash/Haiku ke Sonnet/Opus/Astra, eskalasi dinamis dengan gerbang kualitas, pengurangan biaya token 40-60% dengan kualitas output terjaga.
日本語の概要は準備中です。原文の説明を表示しています。
Expert guide for Affective Computing, emotional AI, and real-time sentiment analysis through native multimodal tokens (voice intonation and facial micro-expressions) / Panduan ahli komputasi afektif, AI emosional, dan analisis sentimen real-time melalui token multimodal native.
日本語の概要は準備中です。原文の説明を表示しています。
Expert guide for AI-assisted coding workflows — agentic code generation, multi-agent code swarms, self-healing CI/CD, automated PR review, spec-to-code pipelines, codebase knowledge graphs, and human-in-the-loop approval gates / Panduan ahli untuk workflow pengkodean berbasis AI — generasi kode agentic, code swarm multi-agen, CI/CD self-healing, review PR otomatis, pipeline spec-to-code, knowledge graph codebase, dan gate persetujuan human-in-the-loop.
日本語の概要は準備中です。原文の説明を表示しています。
Expert guide for long-term episodic memory integration (Mem0 v2, Letta/MemGPT, Zep v2), memory tier architecture, pgvector HNSW storage, and unified context management for autonomous AI agents / Panduan ahli untuk integrasi memori episodik jangka panjang (Mem0 v2, Letta/MemGPT, Zep v2), arsitektur tier memori, penyimpanan pgvector HNSW, dan manajemen konteks terpadu untuk agen AI otonom.
日本語の概要は準備中です。原文の説明を表示しています。
Expert guide for designing Machine-to-Machine (M2M) micro-economies, autonomous agent wallets, and swarm budget allocation / Panduan ahli merancang ekonomi mikro antar-agen (M2M), dompet agen otonom, dan alokasi anggaran swarm.
日本語の概要は準備中です。原文の説明を表示しています。