The full lecture path
Lecture notes
This section gathers the 15 course lectures as readable notes. I recommend taking them in order the first time, because later lessons assume the habits built earlier: recording the query, checking the answer, following the source trail, and separating evidence from inference. After that, you can read in any order. Each lecture ends with a short self-check test; nobody grades it, but the questions help you notice whether the method has become practical.
The 15 sessions
Lecture 1 See how LLM answers shape first discovery Voir comment une réponse de grand modèle de langage façonne la première découverte with a self-check test Models Lecture 2 Trace where a studio description comes from Repérer d’où vient la description d’un cabinet with a self-check test Models Lecture 3 Spot invented details in plausible studio summaries Repérer les détails inventés dans des résumés plausibles de cabinet with a self-check test Models Lecture 4 Build the machine view of one studio Construire la vue machine d’un cabinet with a self-check test Models Lecture 5 Separate memory answers from live search answers Distinguer les réponses de mémoire des réponses avec recherche en direct with a self-check test Models Lecture 6 Compare engine differences without chasing certainty Comparer les différences entre moteurs sans chercher la certitude with a self-check test Models Lecture 7 Protect Italian names from entity confusion Protéger les noms italiens de la confusion d’entité with a self-check test Naming Lecture 8 Decide which hallucinations you can reduce Décider quelles hallucinations vous pouvez réduire with a self-check test Models Lecture 9 Weigh website, directories, reviews, and records Évaluer site web, annuaires, avis et registres with a self-check test Evidence Lecture 10 Explain why a recommendation omits the studio Expliquer pourquoi une recommandation omet le cabinet with a self-check test Models Lecture 11 Respect privacy limits in public evidence work Respecter les limites de confidentialité dans le travail sur les éléments publics with a self-check test Evidence Lecture 12 Test Italian and English query drift Tester le glissement des requêtes en italien et en anglais with a self-check test Naming Lecture 13 Account for update lag before declaring failure Tenir compte du décalage de mise à jour avant de conclure à un échec with a self-check test Evidence Lecture 14 Mark what the studio can control Marquer ce que le cabinet peut contrôler with a self-check test Evidence Lecture 15 Run the monthly visibility repair routine Mettre en place la routine mensuelle de réparation de visibilité with a self-check test Evidence
Use the lectures as a working notebook.
Read one lecture, test one idea, then try it against a real studio description.