La version courte
- Une demande full stack concerne les données, l’API et l’interface. Ces prompts se limitent à un parcours utilisateur et demandent les migrations, les permissions et les tests avant une démonstration soignée.
- Ne transmettez jamais d’identifiants, de données client privées ou de dépôts propriétaires complets à un assistant non autorisé. Exécutez les commandes et les tests proposés dans votre environnement. Un correctif plausible ne prouve pas que la modification fonctionne.
Une demande full stack concerne les données, l’API et l’interface. Ces prompts se limitent à un parcours utilisateur et demandent les migrations, les permissions et les tests avant une démonstration soignée.
Ne transmettez jamais d’identifiants, de données client privées ou de dépôts propriétaires complets à un assistant non autorisé. Exécutez les commandes et les tests proposés dans votre environnement. Un correctif plausible ne prouve pas que la modification fonctionne.
Comment utiliser cette collection
Choisissez la tâche la plus proche de votre travail. Copiez le prompt, remplacez la scène ou le contexte générique par vos informations et conservez les contraintes utiles pour évaluer le résultat. Modifiez une variable à la fois afin d’identifier ce qui s’améliore.
Cette méthode reprend les recommandations du guide de prompt engineering de GitHub Copilot : fournir un contexte précis et vérifier la réponse, sans supposer qu’un premier résultat soigné est correct.
Prompts de diagnostic
Cette série porte sur le diagnostic. Fournissez votre code et votre commande de test avant de valider la réponse.
1. Une fonctionnalité de recherche enregistrée
Help with a saved search feature in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then state competing hypotheses, request a minimal reproduction and identify evidence that separates them. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez le scénario de reproduction proposé avant d’appliquer un correctif.
2. Un parcours d’invitation d’équipe
Help with a team invite flow in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then state competing hypotheses, request a minimal reproduction and identify evidence that separates them. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez le scénario de reproduction proposé avant d’appliquer un correctif.
3. Une vue de l’historique de facturation
Help with a billing history view in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then state competing hypotheses, request a minimal reproduction and identify evidence that separates them. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez le scénario de reproduction proposé avant d’appliquer un correctif.
4. Un fil de commentaires
Help with a comment thread in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then state competing hypotheses, request a minimal reproduction and identify evidence that separates them. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez le scénario de reproduction proposé avant d’appliquer un correctif.
5. Un téléversement de document
Help with a document upload in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then state competing hypotheses, request a minimal reproduction and identify evidence that separates them. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez le scénario de reproduction proposé avant d’appliquer un correctif.
6. Un suivi de candidatures
Help with a job application tracker in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then state competing hypotheses, request a minimal reproduction and identify evidence that separates them. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez le scénario de reproduction proposé avant d’appliquer un correctif.
7. Une préférence de notification
Help with a notification preference in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then state competing hypotheses, request a minimal reproduction and identify evidence that separates them. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez le scénario de reproduction proposé avant d’appliquer un correctif.
8. Une prise en main en plusieurs étapes
Help with a multi-step onboarding in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then state competing hypotheses, request a minimal reproduction and identify evidence that separates them. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez le scénario de reproduction proposé avant d’appliquer un correctif.
9. Une file d’approbation administrative
Help with an admin approval queue in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then state competing hypotheses, request a minimal reproduction and identify evidence that separates them. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez le scénario de reproduction proposé avant d’appliquer un correctif.
10. Un export des données utilisateur
Help with an export of user data in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then state competing hypotheses, request a minimal reproduction and identify evidence that separates them. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez le scénario de reproduction proposé avant d’appliquer un correctif.
Prompts de mise en œuvre
Cette série porte sur la mise en œuvre. Fournissez votre code et votre commande de test avant de valider la réponse.
11. Une fonctionnalité de recherche enregistrée
Help with a saved search feature in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then make the smallest change that satisfies the stated behavior and show a focused diff. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Vérifiez que le diff ne contient ni modification hors sujet ni accès aux données non prévu.
12. Un parcours d’invitation d’équipe
Help with a team invite flow in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then make the smallest change that satisfies the stated behavior and show a focused diff. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Vérifiez que le diff ne contient ni modification hors sujet ni accès aux données non prévu.
13. Une vue de l’historique de facturation
Help with a billing history view in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then make the smallest change that satisfies the stated behavior and show a focused diff. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Vérifiez que le diff ne contient ni modification hors sujet ni accès aux données non prévu.
14. Un fil de commentaires
Help with a comment thread in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then make the smallest change that satisfies the stated behavior and show a focused diff. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Vérifiez que le diff ne contient ni modification hors sujet ni accès aux données non prévu.
15. Un téléversement de document
Help with a document upload in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then make the smallest change that satisfies the stated behavior and show a focused diff. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Vérifiez que le diff ne contient ni modification hors sujet ni accès aux données non prévu.
16. Un suivi de candidatures
Help with a job application tracker in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then make the smallest change that satisfies the stated behavior and show a focused diff. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Vérifiez que le diff ne contient ni modification hors sujet ni accès aux données non prévu.
17. Une préférence de notification
Help with a notification preference in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then make the smallest change that satisfies the stated behavior and show a focused diff. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Vérifiez que le diff ne contient ni modification hors sujet ni accès aux données non prévu.
18. Une prise en main en plusieurs étapes
Help with a multi-step onboarding in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then make the smallest change that satisfies the stated behavior and show a focused diff. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Vérifiez que le diff ne contient ni modification hors sujet ni accès aux données non prévu.
19. Une file d’approbation administrative
Help with an admin approval queue in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then make the smallest change that satisfies the stated behavior and show a focused diff. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Vérifiez que le diff ne contient ni modification hors sujet ni accès aux données non prévu.
20. Un export des données utilisateur
Help with an export of user data in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then make the smallest change that satisfies the stated behavior and show a focused diff. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Vérifiez que le diff ne contient ni modification hors sujet ni accès aux données non prévu.
Prompts de test des limites
Cette série porte sur les tests de limites. Fournissez votre code et votre commande de test avant de valider la réponse.
21. Une fonctionnalité de recherche enregistrée
Help with a saved search feature in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then add unit or integration cases for empty, invalid and concurrent inputs as appropriate. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez les tests et, si possible, vérifiez qu’ils échouent avant le correctif.
22. Un parcours d’invitation d’équipe
Help with a team invite flow in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then add unit or integration cases for empty, invalid and concurrent inputs as appropriate. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez les tests et, si possible, vérifiez qu’ils échouent avant le correctif.
23. Une vue de l’historique de facturation
Help with a billing history view in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then add unit or integration cases for empty, invalid and concurrent inputs as appropriate. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez les tests et, si possible, vérifiez qu’ils échouent avant le correctif.
24. Un fil de commentaires
Help with a comment thread in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then add unit or integration cases for empty, invalid and concurrent inputs as appropriate. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez les tests et, si possible, vérifiez qu’ils échouent avant le correctif.
25. Un téléversement de document
Help with a document upload in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then add unit or integration cases for empty, invalid and concurrent inputs as appropriate. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez les tests et, si possible, vérifiez qu’ils échouent avant le correctif.
26. Un suivi de candidatures
Help with a job application tracker in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then add unit or integration cases for empty, invalid and concurrent inputs as appropriate. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez les tests et, si possible, vérifiez qu’ils échouent avant le correctif.
27. Une préférence de notification
Help with a notification preference in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then add unit or integration cases for empty, invalid and concurrent inputs as appropriate. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez les tests et, si possible, vérifiez qu’ils échouent avant le correctif.
28. Une prise en main en plusieurs étapes
Help with a multi-step onboarding in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then add unit or integration cases for empty, invalid and concurrent inputs as appropriate. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez les tests et, si possible, vérifiez qu’ils échouent avant le correctif.
29. Une file d’approbation administrative
Help with an admin approval queue in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then add unit or integration cases for empty, invalid and concurrent inputs as appropriate. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez les tests et, si possible, vérifiez qu’ils échouent avant le correctif.
30. Un export des données utilisateur
Help with an export of user data in my existing codebase. Ask for the relevant file, expected behavior, actual behavior and test command if I have not supplied them. Then add unit or integration cases for empty, invalid and concurrent inputs as appropriate. Preserve public interfaces unless evidence requires a change. Show assumptions, a focused diff and the exact command I should run. Do not invent files, test results or security guarantees.Vérification : Exécutez les tests et, si possible, vérifiez qu’ils échouent avant le correctif.
Que vérifier avant d’utiliser le résultat
Ne transmettez jamais d’identifiants, de données client privées ou de dépôts propriétaires complets à un assistant non autorisé. Exécutez les commandes et les tests proposés dans votre environnement. Un correctif plausible ne prouve pas que la modification fonctionne.
Si le résultat ne répond pas à la tâche, raccourcissez le prompt et précisez l’information ou la contrainte manquante. Conservez la version utilisée pour pouvoir reproduire le visuel final ou la modification du code.
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