AI Recurring Failure Pattern Detector for fast browser-based work
Paste repeated unsatisfying AI answers or corrections and turn them into stable preference rules, banned patterns, and regression prompts for future chats.
中文：粘贴多次不满意的 AI 回答或纠正语，把它们提炼成稳定偏好、禁用模式和之后可复用的回归测试 Prompt。
Example: Use it when AI keeps using the wrong language, over-explaining, ignoring format, skipping evidence, adding unwanted scope, or suggesting risky actions without asking.
Where this tool fits in real work
Use cases
- Paste several unsatisfying AI answers, your corrections, or short failure notes.
- Detect repeated patterns such as wrong language, verbosity, missing evidence, scope creep, unsafe action, or ignored format.
- Copy a compact custom-instruction patch and regression prompt for future chats.
Review notes
- Use this when the same AI failure keeps happening across different chats.
- Save only durable preferences; do not store temporary frustration, private data, or one-off project state.
- Keep the final custom instructions short enough that the AI can actually follow them.
Local-first handling
This page is built as a browser utility. Inputs are processed in the page where possible, with no account requirement and no intentional upload step for the tool workflow.
When to use AI Recurring Failure Pattern Detector
Good fit
- Paste several unsatisfying AI answers, your corrections, or short failure notes.
- Detect repeated patterns such as wrong language, verbosity, missing evidence, scope creep, unsafe action, or ignored format.
- Copy a compact custom-instruction patch and regression prompt for future chats.
Before copying results
- Use this when the same AI failure keeps happening across different chats.
- Save only durable preferences; do not store temporary frustration, private data, or one-off project state.
- Keep the final custom instructions short enough that the AI can actually follow them.
Use a stricter workflow
If the context includes production secrets, customer records, private research material, or executable scripts, redact first and use a stricter human review workflow.
Keep learning this workflow
Keep working with nearby utilities
AI Recurring Failure Pattern Detector questions
How is this different from a preference patch?
Preference Patch handles one bad answer; this tool looks for repeated patterns across several failures.
Should I save all generated rules?
No. Save only durable rules that you want future AI chats to follow.
Is this tool free?
Yes. The current Toolkits tools are free to use and do not require an account. If advertising is added later, it should be clearly labeled and kept away from primary tool controls.