Safety Hooks Pattern
Patterns · 5 min
The Problem
You cant manually check every API call. But you need to ensure no harmful outputs, data leaks, or unintended actions happen.
Solution: Safety Hooks
Hooks are automatic checks that run on every call.
User Input
|
v
[Input Validation Hook]
| |
| (Block if invalid)
v
[Agent Execution]
|
v
[Output Filter Hook]
| |
| (Block/modify if unsafe)
v
[Memory Capture Hook]
| |
+----> Save to persistent storage
|
v
User ResponseTypes of Hooks
1. Input Validation Hook
- Check for forbidden words
- Validate JSON/syntax
- Check rate limits
2. Output Filter Hook
- Remove PII (Personally Identifiable Information)
- Block sensitive data (API keys, passwords)
- Format output by schema
3. Memory Capture Hook
- Save every successful call
- Log errors for debugging
- Enable future learning from past
Implementation in n8n
// n8n Function Node - Input Hook
const forbidden = ['hack', 'exploit', 'bypass'];
const input = $input.item.json.message;
for (const word of forbidden) {
if (input.toLowerCase().includes(word)) {
throw new Error('Input blocked by safety hook');
}
}
return $input.item;Best Practices
- Don't silently ignore hook errors
- Enable logging for audit trail
- Regularly update safety rules
- Reduce false positives with whitelists
Sources
Next step: move from knowledge to implementation
If you want more than theory: setups, workflows and templates from real operations for teams that want local, documented AI systems.
Why AI Engineering
- Local and self-hosted by default
- Documented and auditable
- Built from our own runtime
- Made in Austria
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