Last reviewed: August 15, 2026
Role at Pet Train Lab
Stone Liu is the editor and primary writer responsible for topic selection, research, drafting, internal links, source review, and corrections at Pet Train Lab. The work is editorial and educational: turning humane training principles into observable household exercises, logs, and decision paths.
Credentials and limits
Stone is not presented as a veterinarian, veterinary behaviorist, certified applied animal behaviorist, or credentialed trainer. Pet Train Lab does not claim that an article received veterinary review unless the page names the reviewer and explains the review. This transparency matters because pain, illness, aggression, severe fear, and bite risk cannot be assessed from a generic webpage.
Writing and review process
- Define the reader’s practical decision and the behavior a camera could capture.
- Separate ordinary skill training from health, welfare, and safety concerns.
- Check consequential claims against veterinary, welfare, or professional behavior sources.
- Build an original exercise, sequence, worksheet, or decision rule rather than summarizing search results.
- Review for unsupported certainty, punishment-heavy advice, missing stop conditions, and unclear escalation.
Editorial principles
- Prefer reward-based teaching, environmental management, and gradual exposure.
- Describe behavior without personality labels such as stubborn, guilty, or dominant.
- Track context and recovery, not only successful task completion.
- Do not fabricate hands-on product testing, professional credentials, cases, or outcomes.
- Correct material errors and remove pages that do not justify remaining public.
Contact
Correction requests can be sent to toony526@gmail.com. Include the page URL, the exact statement, and a current source when possible. Read the Editorial Policy for the site-wide standard.