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Production Bot
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~2 min readProduction

Production Bot

Real-world considerations:

Modern frameworks:

  • discord.py: Python, async. Industry standard for Discord.
  • discord.js: JS. Active development.
  • Bolt (Slack): TypeScript / Python / Java. Modern Slack.
  • aiogram, python-telegram-bot: Telegram.
  • Botpress: visual builder + multi-platform.

Multi-platform bots:

  • Same logic, different platforms.
  • Abstract platform-specific via adapter pattern.
  • Frameworks: Hummingbot, Botkit.

LLM integration:

  • Bot powered by GPT/Claude.
  • Conversation context per user.
  • Tool use: bot looks up info, computes, then replies.
  • Modern Discord/Telegram bots increasingly LLM-powered.
python

Common bot types:

  • Moderation: filter spam, auto-timeout.
  • Welcome: greet new members.
  • Music: play music in voice (Discord).
  • Game: trivia, polls, RPG.
  • Notification: GitHub PRs, RSS, alerts.
  • Customer support: route tickets.

Anti-spam:

  • Detect repeated messages.
  • Rate limit per user.
  • AutoMod features (Discord built-in).
  • Captcha for new joiners.

Compliance:

  • ToS of platform (don't scrape, don't spam).
  • GDPR for EU users.
  • COPPA if minors.
  • DMCA for copyright (music bots).

Common bugs:

  • Forgot to handle edits / deletes.
  • Race conditions in state updates.
  • Memory leaks (handlers retain refs).
  • Token leaked to git.

Scaling:

  • Discord: 2500 servers per bot before sharding.
  • Database: Postgres handles most loads.
  • Redis cache for hot data.
  • Message queue for background work (RabbitMQ, Redis pub/sub).

Cost-optimized:

  • Free tier hosting (Railway, Fly.io).
  • SQLite for state (no separate DB host).
  • Webhook over polling (less compute).

For shipping a bot: use a mature framework (discord.py, Bolt). Don't roll your own from raw HTTP for production.

For learning: build the framework yourself once. Understand event loops, dispatching, rate limits, state. Then use discord.py forever after.

Discussion

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