diff --git a/README.md b/README.md
index 90d8abf..8d12cca 100644
--- a/README.md
+++ b/README.md
@@ -37,4 +37,48 @@ The output is a list of json objects, one per line. To display the results with
```bash
$ jq -s '.' conferences.json
-```
\ No newline at end of file
+```
+
+## Main idea / Explainaition
+
+We need to parse strings like the following
+
+```html
+Statistical and Computational Aspects of Dynamics
Organized by Buddhima
+Kasun Fernando Akurugodage (Centro di ricerca matematica Ennio De Giorgi – SNS),
+Paolo Giulietti, and Tanja Isabelle Schindler (Universität Wien, Austria). Centro De
+Giorgi – SNS, Pisa. December 13 – 16, 2022.
+
+Weekend di lavoro su Calcolo delle Variazioni
Organized by Giuseppe
+Buttazzo, Maria Stella Gelli, and Aldo Pratelli. Grand Hotel Tettuccio Montecatini.
+November 25 – 27, 2022.
+
+Incontri di geometria algebrica ed aritmetica Milano – Pisa
Department
+of Mathematics, Pisa. November 16 – 17, 2022.
+```
+
+We compose the following conversation with an LLM, things between `{{ ... }}` are templates that will be replaced before starting generating.
+
+```
+INPUT:
+Statistical and Computational Aspects of Dynamics
Organized by Buddhima Kasun Fernando Akurugodage (Centro di ricerca matematica Ennio De Giorgi – SNS), Paolo Giulietti, and Tanja Isabelle Schindler (Universität Wien, Austria). Centro De Giorgi – SNS, Pisa. December 13 – 16, 2022.
+
+OUTPUT:
+{
+ "title": "Statistical and Computational Aspects of Dynamics",
+ "url": "http://www.crm.sns.it/event/507/",
+ "description": "Organized by Buddhima Kasun Fernando Akurugodage (Centro di ricerca matematica Ennio De Giorgi – SNS), Paolo Giulietti, and Tanja Isabelle Schindler (Universität Wien, Austria). Location: Centro De Giorgi - SNS, Pisa.",
+ "startDate": "2022-12-13",
+ "endDate": "2022-12-16"
+}
+
+INPUT:
+{{ conference_html }}
+
+OUTPUT:
+```
+
+And the LLM will complete this conversation with a json representation of the `{{ conference_html }}`. The first example is needed to show the model how to convert information from the input html data.
\ No newline at end of file
diff --git a/main.py b/main.py
index 46e8880..556c2eb 100755
--- a/main.py
+++ b/main.py
@@ -5,13 +5,21 @@ from bs4 import BeautifulSoup
import requests
import json
+
OUTPUT_FILE = "conferences.json"
HTML_EXAMPLE = r"""Statistical and Computational Aspects of Dynamics
Organized by Buddhima Kasun Fernando Akurugodage (Centro di ricerca matematica Ennio De Giorgi – SNS), Paolo Giulietti, and Tanja Isabelle Schindler (Universität Wien, Austria). Centro De Giorgi – SNS, Pisa. December 13 – 16, 2022.
"""
-OUTPUT_EXAMPLE = json.dumps(
- { "title": "Statistical and Computational Aspects of Dynamics", "url": "http://www.crm.sns.it/event/507/", "description": "Organized by Buddhima Kasun Fernando Akurugodage (Centro di ricerca matematica Ennio De Giorgi – SNS), Paolo Giulietti, and Tanja Isabelle Schindler (Universität Wien, Austria). Location: Centro De Giorgi - SNS, Pisa.", "startDate": "2022-12-13", "endDate": "2022-12-16" }
-)
+
+
+OUTPUT_EXAMPLE = json.dumps({
+ "title": "Statistical and Computational Aspects of Dynamics",
+ "url": "http://www.crm.sns.it/event/507/",
+ "description": "Organized by Buddhima Kasun Fernando Akurugodage (Centro di ricerca matematica Ennio De Giorgi – SNS), Paolo Giulietti, and Tanja Isabelle Schindler (Universität Wien, Austria). Location: Centro De Giorgi - SNS, Pisa.",
+ "startDate": "2022-12-13",
+ "endDate": "2022-12-16"
+})
+
def translate_to_json(conference_html: str) -> str:
llm_answer = llm.create_chat_completion(