diff --git a/examples_notebooks/custom_vector_store/index.html b/examples_notebooks/custom_vector_store/index.html index 3de9d514..bb64d792 100644 --- a/examples_notebooks/custom_vector_store/index.html +++ b/examples_notebooks/custom_vector_store/index.html @@ -3010,19 +3010,19 @@ for i, result in enumerate(search_results, 1): 
🔍 Found 3 similar documents:
 
-1. ID: doc_4
+1. ID: doc_3
+   Text: Machine learning models can process and understand natural l...
+   Similarity Score: 0.0619
+   Category: AI
+
+2. ID: doc_4
    Text: Custom implementations allow for specialized behavior and in...
-   Similarity Score: 0.0131
+   Similarity Score: 0.0242
    Category: development
 
-2. ID: doc_1
+3. ID: doc_1
    Text: GraphRAG is a powerful knowledge graph extraction and reason...
-   Similarity Score: -0.0021
-   Category: technology
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-3. ID: doc_2
-   Text: Vector stores enable efficient similarity search over high-d...
-   Similarity Score: -0.0102
+   Similarity Score: -0.0057
    Category: technology
diff --git a/examples_notebooks/drift_search/index.html b/examples_notebooks/drift_search/index.html index 5d87a1fc..e2b9a1a7 100644 --- a/examples_notebooks/drift_search/index.html +++ b/examples_notebooks/drift_search/index.html @@ -2517,7 +2517,7 @@ search = DRIFTSearch(
@@ -2562,19 +2562,19 @@ search = DRIFTSearch( diff --git a/examples_notebooks/local_search/index.html b/examples_notebooks/local_search/index.html index 6d991c9a..efb9feb2 100644 --- a/examples_notebooks/local_search/index.html +++ b/examples_notebooks/local_search/index.html @@ -3457,23 +3457,23 @@ print(result.response)
@@ -3524,25 +3524,27 @@ print(result.response)
-
### Overview of Dr. Jordan Hayes
+
## Overview of Dr. Jordan Hayes
 
 Dr. Jordan Hayes is a prominent scientist and a key member of the Paranormal Military Squad, known for their expertise in physics and composed demeanor. They play a significant role in Operation: Dulce, particularly in working with alien technology, which is a central element of the mission [Data: Entities (2); Reports (1)].
 
-### Role in Operation: Dulce
+## Role in Operation: Dulce
 
-Dr. Hayes is deeply involved in the exploration of the Dulce base, where they contribute significantly to the team's efforts by analyzing and working on alien technology. Their analytical mind and reflective nature are crucial in navigating the complexities of the mission. Hayes is recognized for their ability to adapt to unknown variables, which is essential given the unpredictable nature of the operation [Data: Reports (1); Entities (2, 10); Relationships (5, 9, 18, 51)].
+Dr. Hayes is deeply involved in the exploration of the Dulce base, where they contribute significantly to the team's efforts by analyzing alien technology. Their analytical mind and reflective nature are crucial in navigating the complexities of the mission. Hayes is recognized for their ability to adapt to unknown variables, which is essential given the unpredictable nature of the operation [Data: Reports (1); Entities (2, 10); Relationships (5, 9, 18, 51)].
 
-### Professional Relationships
+## Professional Relationships
 
-Dr. Hayes maintains professional relationships with other key members of the Paranormal Military Squad, including Taylor Cruz and Sam Rivera. Their relationship with Taylor Cruz is marked by differing views on protocol and adaptability, highlighting a complex dynamic characterized by moments of mutual respect. With Sam Rivera, Hayes shares a common belief in the importance of adaptability, which is vital for the success of Operation: Dulce [Data: Reports (1); Relationships (5, 9, 25)].
+Dr. Hayes maintains professional relationships with other key members of the Paranormal Military Squad, including Taylor Cruz and Sam Rivera. Their interactions with Cruz are marked by differing views on protocol and adaptability, highlighting a complex relationship characterized by moments of mutual respect. With Sam Rivera, Hayes shares a common belief in the importance of adaptability, which is vital for the success of Operation: Dulce [Data: Reports (1); Relationships (5, 9, 25)].
 
-### Analytical Insights and Skepticism
+## Analytical Insights and Skepticism
 
-Dr. Hayes is portrayed as skeptical of strict adherence to protocols, emphasizing the need for adaptability and acknowledging the unknown variables that exceed the known. This skepticism is evident in their interactions and comments during briefings, where they provide analytical insights and express concerns about the mission. Their role in analytical assessment is crucial, as they identified a suspicious panel within the Dulce base, indicating a hidden element that could be pivotal to the mission's success [Data: Claims (2, 6, 10); Sources (0, 2)].
+Dr. Hayes is portrayed as skeptical of strict adherence to protocols, emphasizing the need for adaptability and acknowledging the unknown variables that exceed the known. This skepticism is evident in their interactions and comments during briefings, where they provide analytical insights and express concerns about the mission. Hayes's ability to identify hidden elements within the Dulce base, such as a suspicious panel, further underscores their analytical prowess [Data: Claims (2, 6, 10); Sources (0, 2)].
 
-### Contribution to the Team
+## Contribution to the Team
 
-Dr. Hayes' contribution to the Paranormal Military Squad is invaluable, as they bring a unique perspective that balances scientific inquiry with practical mission objectives. Their ability to remain composed under pressure and their commitment to understanding alien technology make them a vital asset to the team. As the mission progresses, Hayes' insights and adaptability continue to play a critical role in navigating the challenges posed by the Dulce base and its secrets [Data: Reports (1); Entities (2); Relationships (10, 27, 48)].
+As a member of the Paranormal Military Squad, Dr. Hayes's contributions extend beyond their scientific expertise. They are involved in the team's preparation and coordination efforts, ensuring that all aspects of the mission are meticulously planned and executed. Their role in the lab, working on alien technology, is pivotal to the mission's objectives and the overall success of Operation: Dulce [Data: Reports (1); Entities (2, 13); Relationships (10, 51)].
+
+In summary, Dr. Jordan Hayes is a vital asset to the Paranormal Military Squad, bringing a unique blend of scientific expertise, analytical insight, and adaptability to the challenges posed by Operation: Dulce. Their professional relationships and contributions to the mission highlight their importance in navigating the complexities of the Dulce base and its alien technology.