20 of the best prompts for resolving AI error loops, step by step across 4 stages. Works with ChatGPT, Claude, and Gemini.
20 of the best prompts for resolving AI error loops, step by step across 4 stages. Works with ChatGPT, Claude, and Gemini.
Getting Resolving AI Error Loops right takes more than a single prompt. This 4-stage guide covers Diagnose the Wall, Isolate and Fix, Verify the Resolution, and more, breaking the whole process into focused steps where each prompt builds on the last. Lovable's internal agent can get stuck in loops trying to fix errors it introduced. This can result in silent build failures and reverted changes. These prompts help developers guide Lovable to resolve errors efficiently and prevent recurrence. Every prompt is optimized and runs in ChatGPT, Claude, and Gemini.
Identify the specific error Lovable is stuck on before attempting any fix.
Identify Error Source
Please analyze the following error message: [PASTE ERROR] and explain the underlying reasons for this error occurring. Identify the specific component or line of code that is causing the issue, and provide a detailed explanation of how this error affects the overall functionality. Additionally, suggest potential solutions or debugging steps that can be taken to resolve this issue effectively.
Check Recent Changes
Please provide a detailed list of all changes made during the last session. For each change, indicate its purpose and functionality. Highlight any specific changes that may have contributed to the error: [PASTE ERROR]. Additionally, analyze the potential impact of these changes on the overall system and suggest possible steps to rectify any issues identified.
Review Build Logs
Analyze the most recent build logs for any hidden errors or warnings related to [PASTE ERROR]. Please identify the specific lines or sections in the logs that indicate issues, and explain the potential causes of these errors. Additionally, suggest possible solutions or next steps to resolve the identified problems. Your response should be structured in a clear format, with each error or warning listed separately, along with its explanation and recommendations.
Inspect Error Context
Please provide a detailed analysis of the context surrounding the error: [PASTE ERROR]. Include information on the specific dependencies or components involved in this situation, as well as any relevant system configurations or recent changes that may have contributed to the occurrence of this error. Additionally, outline the steps leading up to the error and any error messages or logs that were generated. This information will help in diagnosing the root cause and determining potential solutions.
Trace Error Path
Please trace the error path for the following issue: [PASTE ERROR]. I would like a detailed explanation of how this error propagates through the codebase, including the specific functions or modules involved and any conditions that contribute to the error's occurrence. Additionally, provide insights into potential root causes and any relevant code snippets that illustrate the error propagation. Format your response in a clear, step-by-step manner to help me understand the flow of the error.
Focus on isolating the specific change that caused the error and fixing it without introducing new issues.
Undo Problematic Change
Please help me revert the last change that caused the following error: [PASTE ERROR]. Describe the specific change being undone, the reason it led to an error, and the expected outcome after the reversion. Additionally, outline any potential impacts this change may have on the overall system or process, and suggest any further steps to prevent similar issues in the future.
Apply Targeted Fix
Identify the specific line or component that is causing the error: [PASTE ERROR]. Provide a detailed explanation of the issue and the targeted fix needed to resolve it. Ensure that no other changes are made to the surrounding code or components. Format your response to include the corrected line of code and a brief rationale for the fix.
Explain Fix Logic
Please explain the logic behind the fix for the following error: [PASTE ERROR]. In your response, detail the underlying cause of the issue and how the proposed fix addresses it. Include any relevant examples or scenarios that illustrate why this solution is effective. Additionally, outline any potential side effects or considerations that should be kept in mind when implementing this fix.
Show Fixed Code
Please provide the fixed code for the following error: [PASTE ERROR]. Clearly indicate the specific changes you made to resolve the issue, and explain the reasoning behind each modification. Additionally, provide a brief overview of how the fixed code improves functionality or resolves the original problem. Format your response in a clear and organized manner for easy understanding.
Run Isolated Tests
Please run isolated tests for the component affected by the error: [PASTE ERROR]. Provide a detailed report of the test results, including any failures, warnings, and the specific conditions under which they occurred. Additionally, include suggestions for potential fixes or areas to investigate further based on the results. Format the output in a clear and organized manner, highlighting key findings and recommendations.
Ensure the fix resolves the error and does not introduce new issues.
Confirm Error Resolution
Please reproduce the scenario that caused the following error: [PASTE ERROR]. Confirm whether the error still occurs and provide a detailed comparison of the situation before and after the resolution. Include specific steps taken to reproduce the error, the results observed during the reproduction, and any changes made to resolve the issue. Additionally, summarize the overall impact of the resolution on the system's functionality.
List Affected Files
Please provide a detailed list of every file that was modified to resolve the issue: [PASTE ERROR]. For each file, include a brief description of the changes made and confirm that no other files were unintentionally altered during this process. Additionally, outline any potential impacts these modifications may have on the overall system functionality. Format the response in a clear, organized manner for easy reference.
Run Full Test Suite
Please run the full test suite for the application to verify that the fix for the issue: [PASTE ERROR] has not caused any regressions or affected other parts of the app. Provide a detailed report of the results, including any tests that passed or failed, and highlight any errors or warnings that were encountered during the testing process. Additionally, summarize any patterns or insights that may help in understanding the impact of the fix on the overall application functionality.
Explain Test Results
Please provide a detailed explanation of the test results after applying the fix for the error: [PASTE ERROR]. Include information on the specific tests that were conducted, the criteria for success, and any relevant metrics or observations. Confirm that all tests pass successfully and summarize any issues that were encountered during testing, along with how they were resolved. Additionally, outline any recommendations for future testing or improvements based on these results.
Verify Build Success
Please verify the success of the build after addressing the error: [PASTE ERROR]. Provide a detailed summary of the build output, including any warnings or errors that may still be present. Additionally, outline the steps taken to resolve the initial issue and confirm that all tests have passed successfully. If there are any remaining concerns or areas for improvement, please highlight those as well.
Establish guidelines and checks to prevent the same error from occurring again.
Draft CLAUDE.md Rule
Based on the error: [PASTE ERROR], please draft a new rule for CLAUDE.md aimed at preventing this issue from occurring in future sessions. The rule should clearly outline the conditions that trigger the error and provide specific guidelines or actions to mitigate it. Include any relevant examples or scenarios that illustrate the application of this rule. Format the response as a concise rule statement followed by a brief explanation of its importance and implementation.
Create Session Checklist
Create a comprehensive checklist to use at the start of sessions involving [DESCRIBE TASK TYPE]. This checklist should include specific steps to follow that will help prevent the recurrence of the same error. Please cover key areas such as preparation, necessary tools or resources, and any common pitfalls to avoid. Format the checklist in a clear, easy-to-follow manner, using bullet points for each item, and ensure it is thorough enough to guide someone through the session effectively.
Add Code Comment
Please add a code comment above the fixed function that warns about the specific constraint related to [PASTE ERROR]. The comment should clearly explain the nature of the constraint, why it is important to consider, and any potential implications of ignoring it. Ensure that the comment is concise yet informative, ideally no longer than three sentences. Format the comment in a way that is consistent with the existing code style.
Define Project Convention
Help me define a project convention aimed at preventing errors similar to [PASTE ERROR]. The convention should include specific guidelines and best practices that team members can follow to ensure consistency and accuracy in our work. Please provide the exact wording for the convention, including key points that address common pitfalls, responsibilities for team members, and any necessary steps for implementation. The final output should be a clear and concise document that can be easily shared with the team.
Write Error Handling Guide
Create a comprehensive error handling guide for the error: [PASTE ERROR]. Outline the steps to effectively diagnose the issue, including common symptoms and potential causes. Then, provide detailed instructions on how to fix the error and prevent similar issues from occurring in the future. Include best practices for monitoring and maintaining system stability, along with any relevant troubleshooting tips. Format this guide as a structured document with clear headings and bullet points for easy reference.
Lovable's internal agent can sometimes misinterpret errors, leading to repetitive attempts to fix them without success. This occurs because the AI lacks context or misapplies logic. Use targeted prompts to guide it out of these loops.
Lovable may not always show the real error in its UI. Request a detailed analysis of the build logs to uncover hidden errors and understand the root cause.
Lovable might revert changes if it re-processes components without recognizing your approvals. Use prompts to lock in your changes and prevent unwanted reverts.
Establish clear rules in your CLAUDE.md and use session checklists to guide Lovable's actions. This helps maintain consistency and prevent new errors.
Request a thorough review of the build process and logs. This will help identify any silent failures and allow you to address them directly.
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