I find the Safari autocomplete from my History annoying. A one-time clearing and locking of the history file prevents Safari saving your History.
- Choose 'Clear History' from the end of the History menu.
- Quit Safari.
- In the Finder, locate the history.plist file in ~/Library/Safari/.
- Use 'Get Info' to lock the file.