at least one filter in each category has to be true

ai_config_faiss.py

@@ -62,17 +62,18 @@ class FAISSAIAssistant:
             if not filters:
                 return True
             for key, values in filters.items():
-                if key in doc_metadata:
-                    doc_value = doc_metadata[key]
-                    if isinstance(doc_value, list):
-                        # If doc_value is a list, check if any item in doc_value is in values
-                        if any(item in values for item in doc_value):
-                            return True
-                    else:
-                        # If doc_value is a single string, check if it's in values
-                        if doc_value in values:
-                            return True
-            return False
+                if key not in doc_metadata:
+                    return False
+                doc_value = doc_metadata[key]
+                if isinstance(doc_value, list):
+                    # If doc_value is a list, check if any item in doc_value is in values
+                    if not any(item in values for item in doc_value):
+                        return False
+                else:
+                    # If doc_value is a single string, check if it's in values
+                    if doc_value not in values:
+                        return False
+            return True
 
         filtered_docs = [
             doc for doc in all_docs

cache/db_metadata.json

@@ -1,73 +1,73 @@
 {
   "content_hashes": [
     "4974b044047d2523c747b79d938915c9",
-    "5754ba35c4f9f27e3e1d5b4d9bb972f2",
     "9ae73679959943c591be3d1c81b7c26c",
-    "6286818c51fc82ffc065ba12d3c48c19",
     "e068f68ad0aed4134d075210f871ea95",
     "f8f43b2e1413f709038506c3a2dfd7b9",
-    "d81ba6e90c2c42d82c4003c4d158d3e3"
+    "5754ba35c4f9f27e3e1d5b4d9bb972f2",
+    "d81ba6e90c2c42d82c4003c4d158d3e3",
+    "6286818c51fc82ffc065ba12d3c48c19"
   ],
   "speakers": [
-    "Sadayuki Abeta",
-    "Juan Manuel Caro",
-    "Franz Seiser",
     "Hasan Jafri",
-    "Enrique Blanco",
-    "Nik Willets",
-    "Dean Dennis",
-    "Sarwar Khan",
+    "Atoosa Hatefi",
+    "Chris Lewis",
+    "Laura Murphy",
+    "Tom Burton",
     "Alfredo Musitani",
-    "Susan James",
-    "Gabriela Styf Sj\u00f6man",
+    "Amith Maharaj",
     "Alex Foster",
+    "Mirko Voltolini",
+    "Juan Manuel Caro",
+    "Mark Gilmour",
     "Vishal Mathur",
-    "Sandeep Raithatha",
+    "Abdu Mudesir",
+    "Anita D\u00f6hler",
+    "Chivas Nambiar",
+    "Manish Singh",
+    "Vivek Chadha",
+    "Enrique Blanco",
+    "Francesca Serravalle",
+    "Sushil Rawat",
+    "Dean Dennis",
+    "Mallik Rao",
+    "Sadayuki Abeta",
     "Alexandra Foster",
-    "Harkirit Singh",
-    "Tom Burton",
-    "Laura Murphy",
-    "Ahmed Hafez",
+    "Terje Jensen",
+    "Yago Tenorio",
     "Jose Antonio Martin Martinez",
-    "Francis Haysom",
-    "Atoosa Hatefi",
-    "Amith Maharaj",
-    "Mallik Rao",
-    "Anita D\u00f6hler",
-    "Geoff Hollingworth",
-    "Abdu Mudesir",
-    "Akira Tada",
+    "Madhukiran Medithe",
+    "Susan James",
+    "Sarwar Khan",
+    "Faiq Khan",
     "Matthias Fridstrom",
-    "Manish Singh",
+    "Mojdeh Amani",
+    "Francis Haysom",
     "Guy Daniels",
-    "Terje Jensen",
-    "Mark Henry",
+    "Dennis Hoffman",
+    "Amol Phadke",
+    "Akira Tada",
     "Luis Velarde Tazon",
     "Colin Bannon",
-    "Dennis Hoffman",
     "Michele Campriani",
-    "Andrew Coward",
+    "Harkirit Singh",
     "Ray Le Maistre",
-    "Mojdeh Amani",
+    "Franz Seiser",
+    "Andrew Coward",
+    "Nik Willets",
+    "Sandeep Raithatha",
     "Philippe Ensarguet",
-    "Amol Phadke",
-    "Chris Lewis",
-    "Sushil Rawat",
-    "Mark Gilmour",
-    "Francesca Serravalle",
+    "Geoff Hollingworth",
+    "Ahmed Hafez",
+    "Mark Henry",
     "Robert Curran",
-    "Faiq Khan",
-    "Chivas Nambiar",
-    "Mirko Voltolini",
     "Komal Aggarwal",
-    "Madhukiran Medithe",
-    "Vivek Chadha",
-    "Yago Tenorio"
+    "Gabriela Styf Sj\u00f6man"
   ],
   "companies": {
     "TelecomTV": [
-      "Guy Daniels",
-      "Ray Le Maistre"
+      "Ray Le Maistre",
+      "Guy Daniels"
     ],
     "Connectivitree": [
       "Mark Gilmour"
@@ -77,15 +77,15 @@
       "Terje Jensen"
     ],
     "Vodafone": [
-      "Komal Aggarwal",
-      "Yago Tenorio"
+      "Yago Tenorio",
+      "Komal Aggarwal"
     ],
     "BT": [
-      "Sarwar Khan",
       "Alex Foster",
-      "Gabriela Styf Sj\u00f6man",
+      "Sarwar Khan",
+      "Mojdeh Amani",
       "Mark Henry",
-      "Mojdeh Amani"
+      "Gabriela Styf Sj\u00f6man"
     ],
     "American Tower": [
       "Susan James"
@@ -101,15 +101,15 @@
       "Sandeep Raithatha"
     ],
     "Deutsche Telekom": [
-      "Abdu Mudesir",
-      "Ahmed Hafez"
+      "Ahmed Hafez",
+      "Abdu Mudesir"
     ],
     "Telefonica": [
-      "Juan Manuel Caro",
-      "Enrique Blanco",
       "Jose Antonio Martin Martinez",
-      "Luis Velarde Tazon",
-      "Mallik Rao"
+      "Enrique Blanco",
+      "Juan Manuel Caro",
+      "Mallik Rao",
+      "Luis Velarde Tazon"
     ],
     "SoftBank": [
       "Akira Tada"
@@ -138,8 +138,8 @@
       "Sushil Rawat"
     ],
     "Orange": [
-      "Atoosa Hatefi",
-      "Philippe Ensarguet"
+      "Philippe Ensarguet",
+      "Atoosa Hatefi"
     ],
     "BT Business": [
       "Colin Bannon"
@@ -163,9 +163,9 @@
       "Dean Dennis"
     ],
     "Rakuten Symphony": [
-      "Faiq Khan",
       "Geoff Hollingworth",
-      "Vivek Chadha"
+      "Vivek Chadha",
+      "Faiq Khan"
     ],
     "Cambridge Management Consulting": [
       "Tom Burton"
@@ -194,16 +194,16 @@
   },
   "sentiments": [],
   "subjects": [
-    "Connectivity",
-    "Infrastructure",
-    "5G",
-    "Enterprise",
-    "Network",
-    "Open RAN",
-    "TechCo",
-    "API",
-    "Innovation",
-    "B2B",
-    "AI"
+    " AI ",
+    " B2B ",
+    " Network ",
+    " API ",
+    " Infrastructure ",
+    " Enterprise ",
+    " Innovation ",
+    " TechCo ",
+    " Connectivity ",
+    " Open RAN ",
+    " 5G "
   ]
 }

db/faiss_index.faiss/index.pkl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b336f2522b6c941539e3036a7cbf4f3d48ff14167508a220fa087a2c922ea982
-size 574563
+oid sha256:0e22f1ebeec963e6b3a901c8810aafc0cca37ca0e06006b737f7cc7dab74f47f
+size 573721

ttv_web_scraper.py

@@ -15,8 +15,8 @@ if not os.path.exists(CACHE_DIR):
 
 DB_METADATA_FILE = os.path.join(CACHE_DIR, "db_metadata.json")
 SUBJECTS = [
-    "5G", "AI", "Innovation", "Network", "Enterprise", "Open RAN",
-    "TechCo", "B2B", "API", "Infrastructure", "Connectivity"
+    " 5G ",  " AI ",  " Innovation ",  " Network ",  " Enterprise ",  " Open RAN ",
+    " TechCo ",  " B2B ",  " API ",  " Infrastructure ",  " Connectivity "
 ]