AI, LLMs & agents

Bot Dev API

Build event-driven helpers that are easy to stop, inspect, and recover.

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Understand the boundary

A bot may react to a repository event, a message, or a scheduled job without needing a language model. Start with a small deterministic workflow and introduce generated decisions only where they solve a specific problem. Define the bot’s audience, permissions, trigger conditions, and visible identity. A user should know when an automated action occurred.

A practical starting project

Design a bot that summarizes a completed build and posts one status update. Use a stable event identifier to avoid duplicate messages, suppress irrelevant triggers, and record failures for retry. Keep a clear disable switch so an operator can stop outbound actions without deleting the entire integration configuration.

Where integrations go wrong

Avoid feedback loops in which the bot’s own update creates a new event that triggers the bot again. Do not treat every inbound message as an authorized command. Separate content from instructions and define who can request actions. A bot that cannot explain why it acted is difficult to operate even when its individual API calls are correct.

Review before you ship

  1. What exactly triggers the bot?
  2. Can its own output retrigger it?
  3. How can an operator pause it safely?

Reference for implementation: GitHub webhook best practices. Check the official reference for the specific version and environment you plan to use. The exercise above is an engineering starting point, not a live DevAPI.com service.

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