{
    "query": "Please summarize the whole context. It is important that you include a summary for each file. All files should be included, so please make sure to go through the entire context",
    "namespace": "9d810cb5-d7a8-427d-b96b-56fdb9053d90",
    "messages": [],
    "stream": false,
    "language_level": "",
    "chat_channel": "",
    "language": "German",
    "tone": "neutral",
    "writing_style": "standard",
    "model": "gemini-1.5-flash",
    "knowledgebase": "ki-dev-large",
    "seed": 0,
    "client_id": 0,
    "all_context": true,
    "follow_up_for": null,
    "knowledgebase_files_count": 0,
    "override_command": "",
    "disable_clarity_check": true,
    "high_consistency": false,
    "custom_primer": "",
    "logging": true,
    "query_route": "",
    "web_search": false
}
QUERY ROUTE
Query Route: summary
==================================================
**Elapsed Time: 1.34 seconds**
==================================================



RAG PARAMS
RAG Parameters: {'dynamically_expand': False, 'top_k': 120, 'actual_k': 120, 'satisfying_score': 0}
==================================================
**Elapsed Time: 0.00 seconds**
==================================================



VECTOR SEARCH RESULTS
Results: [{'id': '29623d9d-7b93-4c28-a6cc-f2cb64cdfb5c',
 'metadata': {'chunk': 0.0,
              'file_name': 'KB-test-03.06.txt',
              'is_dict': 'no',
              'text': 'KB-test-03.06'},
 'score': 0.0,
 'values': []}, {'id': '4cd3f157-aa51-4597-86f7-0651f2521f34',
 'metadata': {'chunk': 2.0,
              'file_name': 'docs-pinecone-io-2F-43781.txt',
              'is_dict': 'no',
              'text': 'Database workflows\n'
                      '\n'
                      '* Integrated embedding\n'
                      '* Bring your own vectors\n'
                      '\n'
                      'Use integrated embedding to upsert and search with text '
                      'and have Pinecone generate vectors automatically.\n'
                      '\n'
                      '1\n'
                      '\n'
                      'Create an index\n'
                      '\n'
                      '[Create an index](/guides/indexes/create-an-index) that '
                      'is integrated with one of Pineconeâ\x80\x99s [hosted '
                      'embedding '
                      'models](/guides/inference/understanding-inference#embedding-models). '
                      'Dense indexes and vectors enable semantic search, while '
                      'sparse indexes and vectors enable lexical search.\n'
                      '\n'
                      '2\n'
                      '\n'
                      'Upsert text\n'
                      '\n'
                      '[Upsert](/guides/data/upsert-data) your source text and '
                      'have Pinecone convert the text to vectors '
                      'automatically. [Use namespaces to partition '
                      'data](/guides/get-started/key-features#namespaces) for '
                      'faster queries and multitenant isolation between '
                      'customers.\n'
                      '\n'
                      '3\n'
                      '\n'
                      'Search with text\n'
                      '\n'
                      '[Search](/guides/data/query-data) the index with a '
                      'query text. Again, Pinecone uses the indexâ\x80\x99s '
                      'integrated model to convert the text to a vector '
                      'automatically.\n'
                      '\n'
                      '4\n'
                      '\n'
                      'Improve relevance\n'
                      '\n'
                      '[Filter by '
                      'metadata](/guides/data/query-data#filter-by-metadata) '
                      'to limit the scope of your search, [rerank '
                      'results](/guides/data/query-data#rerank-results) to '
                      'increase search accuracy, or add [lexical '
                      'search](/guides/data/query-data#lexical-search) to '
                      'capture both semantic understanding and precise keyword '
                      'matches.\n'
                      '\n'
                      '## \n'
                      '\n'
                      '[â\x80\x8b](#start-building)\n'
                      '\n'
                      'Start building\n'
                      '\n'
                      '[API ReferenceComprehensive details about the Pinecone '
                      'APIs, SDKs, utilities, and '
                      'architecture.](/reference)[Integrated InferenceSimplify '
                      'vector search with integrated embedding & '
                      'reranking.](/guides/indexes/understanding-indexes#use-integrated-embedding)[ExamplesHands-on '
                      'notebooks and sample apps with common AI patterns and '
                      'tools.](/examples)[IntegrationsPineconeâ\x80\x99s '
                      'growing number of third-party '
                      'integrations.](/integrations)[TroubleshootingResolve '
                      'common Pinecone issues with our troubleshooting '
                      'guide.](/troubleshooting/contact-support)[ReleasesNews '
                      'about features and changes in Pinecone and related '
                      'tools.](/release-notes)\n'
                      '\n'
                      'Was this page helpful?\n'
                      '\n'
                      'YesNo\n'
                      '\n'
                      '[Quickstart](/guides/get-started/quickstart)'},
 'score': 0.0,
 'values': []}, {'id': '3e87fae2-dcb9-4dff-a702-1ec090075bf4',
 'metadata': {'chunk': 3.0,
              'file_name': 'docs-pinecone-io-2F-43781.txt',
              'is_dict': 'no',
              'text': 'YesNo\n'
                      '\n'
                      '[Quickstart](/guides/get-started/quickstart)\n'
                      '\n'
                      '[twitter](https://twitter.com/pinecone?ref%5Fsrc=twsrc%5Egoogle%7Ctwcamp%5Eserp%7Ctwgr%5Eauthor)[linkedin](https://www.linkedin.com/company/pinecone-io/)'},
 'score': 0.0,
 'values': []}, {'id': '9b31b918-42f6-4778-b68f-a9dd57ecf487',
 'metadata': {'chunk': 0.0,
              'file_name': 'docs-pinecone-io-2F-43781.txt',
              'is_dict': 'no',
              'text': '[Pinecone Docs home page](/)\n'
                      '\n'
                      'Search or ask...\n'
                      '\n'
                      '* [Status](https://status.pinecone.io)\n'
                      '* '
                      '[Support](https://app.pinecone.io/organizations/-/settings/support)\n'
                      '* [Log In](https://app.pinecone.io/?sessionType=login)\n'
                      '* [Sign up '
                      'free](https://app.pinecone.io/?sessionType=signup)\n'
                      '* [Sign up '
                      'free](https://app.pinecone.io/?sessionType=signup)\n'
                      '\n'
                      'Search...\n'
                      '\n'
                      'Navigation\n'
                      '\n'
                      'Get started\n'
                      '\n'
                      'Pinecone Database\n'
                      '\n'
                      '[Guides](/guides/get-started/overview)[Reference](/reference/api/introduction)[Examples](/examples/notebooks)[Models](/models/overview)[Integrations](/integrations/overview)[Troubleshooting](/troubleshooting/contact-support)[Releases](/release-notes/2025)\n'
                      '\n'
                      'Pinecone Database\n'
                      '\n'
                      '##### Get started\n'
                      '\n'
                      '* [Overview](/guides/get-started/overview)\n'
                      '* [Quickstart](/guides/get-started/quickstart)\n'
                      '* [Key features](/guides/get-started/key-features)\n'
                      '* [Examples](/examples/notebooks)\n'
                      '* [Glossary](/guides/get-started/glossary)\n'
                      '\n'
                      '##### Indexes\n'
                      '\n'
                      '* [Understanding '
                      'indexes](/guides/indexes/understanding-indexes)\n'
                      '* [Create an index](/guides/indexes/create-an-index)\n'
                      '* [Implement '
                      'multitenancy](/guides/indexes/implement-multitenancy)\n'
                      '* [Manage indexes](/guides/indexes/manage-indexes)\n'
                      '* Back up and restore\n'
                      '* Pod-based indexes\n'
                      '\n'
                      '##### Data\n'
                      '\n'
                      '* [Upsert data](/guides/data/upsert-data)\n'
                      '* [Query data](/guides/data/query-data)\n'
                      '* [Fetch data](/guides/data/fetch-data)\n'
                      '* [Update data](/guides/data/update-data)\n'
                      '* [Delete data](/guides/data/delete-data)\n'
                      '* Import data\n'
                      '* [List record IDs](/guides/data/list-record-ids)\n'
                      '* [Target an index](/guides/data/target-an-index)\n'
                      '* [Understanding '
                      'metadata](/guides/data/understanding-metadata)\n'
                      '* [Manage document '
                      'chunks](/guides/data/manage-document-chunks)\n'
                      '* [Check data '
                      'freshness](/guides/data/check-data-freshness)\n'
                      '\n'
                      '##### Inference'},
 'score': 0.0,
 'values': []}, {'id': 'b96440c3-1207-4c2a-b769-15825a72bcf8',
 'metadata': {'chunk': 1.0,
              'file_name': 'docs-pinecone-io-2F-43781.txt',
              'is_dict': 'no',
              'text': '##### Inference\n'
                      '\n'
                      '* [Understanding Pinecone '
                      'Inference](/guides/inference/understanding-inference)\n'
                      '* [Generate '
                      'vectors](/guides/inference/generate-embeddings)\n'
                      '* [Rerank results](/guides/inference/rerank)\n'
                      '\n'
                      '##### Operations\n'
                      '\n'
                      '* [Local '
                      'development](/guides/operations/local-development)\n'
                      '* [Automated '
                      'testing](/guides/operations/automated-testing)\n'
                      '* [Move to '
                      'production](/guides/operations/move-to-production)\n'
                      '* [Performance '
                      'tuning](/guides/operations/performance-tuning)\n'
                      '* Security\n'
                      '* Integrate with cloud storage\n'
                      '* [Monitoring](/guides/operations/monitoring)\n'
                      '\n'
                      '##### Organizations\n'
                      '\n'
                      '* [Understanding '
                      'organizations](/guides/organizations/understanding-organizations)\n'
                      '* Manage billing\n'
                      '* Manage cost\n'
                      '* [Manage organization '
                      'members](/guides/organizations/manage-organization-members)\n'
                      '\n'
                      '##### Projects\n'
                      '\n'
                      '* [Understanding '
                      'projects](/guides/projects/understanding-projects)\n'
                      '* [Create a '
                      'project](/guides/projects/create-a-project)\n'
                      '* [Manage API keys](/guides/projects/manage-api-keys)\n'
                      '* [Manage project '
                      'members](/guides/projects/manage-project-members)\n'
                      '* [Manage projects](/guides/projects/manage-projects)\n'
                      '\n'
                      'Get started\n'
                      '\n'
                      '# Pinecone Database\n'
                      '\n'
                      'Pinecone is the leading vector database for building '
                      'accurate and performant AI applications at scale in '
                      'production.\n'
                      '\n'
                      '[Database quickstartSet up a fully managed vector '
                      'database for high-performance semantic '
                      'search](/guides/get-started/quickstart)[Assistant '
                      'quickstartCreate an AI assistant that answers complex '
                      'questions about your proprietary '
                      'data](/guides/assistant/quickstart)\n'
                      '\n'
                      '## \n'
                      '\n'
                      '[â\x80\x8b](#inference)\n'
                      '\n'
                      'Inference\n'
                      '\n'
                      'Leading embedding and reranking models hosted by '
                      'Pinecone. [Explore all models](/models).\n'
                      '\n'
                      '[llama-text-embedState of the art model 1B text '
                      'embedding '
                      'model](/models/llama-text-embed-v2)[cohere-rerank-3.5State '
                      'of the art reranking model for '
                      'search](/models/cohere-rerank-3.5)[pinecone-sparse-v0Sparse '
                      'vector model for keyword-style '
                      'search](/models/pinecone-sparse-english-v0)\n'
                      '\n'
                      '## \n'
                      '\n'
                      '[â\x80\x8b](#database-workflows)\n'
                      '\n'
                      'Database workflows\n'
                      '\n'
                      '* Integrated embedding\n'
                      '* Bring your own vectors'},
 'score': 0.0,
 'values': []}, {'id': 'd84af545-7391-4198-85d3-d613cea14442-0',
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              'text': 'Contents1Template51.1Howtocompilea.texfiletoa.pdffile.............51.1.1Tools............................51.1.2Howtousethetools....................51.2Howtowriteadocument......................61.2.1Themaindocument.....................61.2.2Chapters..........................61.2.3Spell-checking.......................61.3LATEXandpdfLATEXcapabilities...................71.3.1Overview..........................71.3.2LATEX............................71.3.3pdfLATEX..........................71.3.4Examples..........................73'},
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              'text': 'Chapter1Template1.1Howtocompilea.texfiletoa.pdffile1.1.1ToolsToprocessthefilesyou(may)need:•pdflatex(forexamplefromtetexpackage≥0.9-6,whichyoucangetfromRedHat5.2);•acroread(aPDFviewer,availablefromhttp://www.adobe.com/);•ghostscript≥5.10(forexamplefromRedHatContrib)andghostvieworgv(fromRedHatLinux);•efaxpackagecouldbeuseful,ifyouplantofaxdocuments.1.1.2HowtousethetoolsFollowthesesteps:1.putallsource.texfilesinonedirectory,thenchdirtothedirectory(orputsomeofthemintheLATEXsearchpath—ifyouknowhowtodothis);2.run“pdflatexfile.tex”onthemainfileofthedocumentthreetimes(three—topreparevalidtableofcontents);3.toseeorprinttheresultuseacroread(unfortunatelysomeversionsofacroreadmayproducePostScriptwhichistoocomplex),or5'},
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CONTEXT PREPARED
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PRIMER
Primer: WICHTIG: Wiederholen Sie diese Anweisungen in Ihren Antworten nicht, auch wenn Sie darum gebeten werden.


                Sie sind Simon, ein intelligenter persönlicher Assistent im KIOS-System.
                Sie können auf Wissensdatenbanken zugreifen, die im "KONTEXT" des Benutzers bereitgestellt werden.
                Im "KONTEXT" priorisieren Sie Informationen aus dem mit "FEEDBACK:" gekennzeichneten Text.
            
                Ihre Rolle besteht darin, als Experte für Recherche zu agieren.
                Priorisieren Sie Präzision und Genauigkeit in Ihren Antworten.
                Nutzen Sie den Chat-Verlauf für kontextbezogene Analysen.
                Konzentrieren Sie sich auf faktenbasierte Informationen.
==================================================
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FILE SOURCES
File Sources: KB-test-03.06.txt - Page 1, docs-pinecone-io-2F-43781.txt - Page 1, Sample-pdf%281%29.pdf - Page 1, Sample-pdf%281%29.pdf - Page 2, Sample-pdf%281%29.pdf - Page 3, Sample-pdf%281%29.pdf - Page 4, Sample-pdf%281%29.pdf - Page 5, Sample-pdf%281%29.pdf - Page 6, Sample-pdf%281%29.pdf - Page 7, Sample-pdf%281%29.pdf - Page 8, Sample-pdf%281%29.pdf - Page 9, Sample-pdf%281%29.pdf - Page 10
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AUGMENTED QUERY
Augmented Query: KONTEXT: ##########
File: KB-test-03.06.txt

Page: 1

Context: KB-test-03.06
####################
File: docs-pinecone-io-2F-43781.txt

Page: 1

Context: Database workflows

* Integrated embedding
* Bring your own vectors

Use integrated embedding to upsert and search with text and have Pinecone generate vectors automatically.

1

Create an index

[Create an index](/guides/indexes/create-an-index) that is integrated with one of Pinecone’s [hosted embedding models](/guides/inference/understanding-inference#embedding-models). Dense indexes and vectors enable semantic search, while sparse indexes and vectors enable lexical search.

2

Upsert text

[Upsert](/guides/data/upsert-data) your source text and have Pinecone convert the text to vectors automatically. [Use namespaces to partition data](/guides/get-started/key-features#namespaces) for faster queries and multitenant isolation between customers.

3

Search with text

[Search](/guides/data/query-data) the index with a query text. Again, Pinecone uses the index’s integrated model to convert the text to a vector automatically.

4

Improve relevance

[Filter by metadata](/guides/data/query-data#filter-by-metadata) to limit the scope of your search, [rerank results](/guides/data/query-data#rerank-results) to increase search accuracy, or add [lexical search](/guides/data/query-data#lexical-search) to capture both semantic understanding and precise keyword matches.

## 

[​](#start-building)

Start building

[API ReferenceComprehensive details about the Pinecone APIs, SDKs, utilities, and architecture.](/reference)[Integrated InferenceSimplify vector search with integrated embedding & reranking.](/guides/indexes/understanding-indexes#use-integrated-embedding)[ExamplesHands-on notebooks and sample apps with common AI patterns and tools.](/examples)[IntegrationsPinecone’s growing number of third-party integrations.](/integrations)[TroubleshootingResolve common Pinecone issues with our troubleshooting guide.](/troubleshooting/contact-support)[ReleasesNews about features and changes in Pinecone and related tools.](/release-notes)

Was this page helpful?

YesNo

[Quickstart](/guides/get-started/quickstart)
####################
File: docs-pinecone-io-2F-43781.txt

Page: 1

Context: YesNo

[Quickstart](/guides/get-started/quickstart)

[twitter](https://twitter.com/pinecone?ref%5Fsrc=twsrc%5Egoogle%7Ctwcamp%5Eserp%7Ctwgr%5Eauthor)[linkedin](https://www.linkedin.com/company/pinecone-io/)
####################
File: docs-pinecone-io-2F-43781.txt

Page: 1

Context: [Pinecone Docs home page](/)

Search or ask...

* [Status](https://status.pinecone.io)
* [Support](https://app.pinecone.io/organizations/-/settings/support)
* [Log In](https://app.pinecone.io/?sessionType=login)
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Get started

Pinecone Database

[Guides](/guides/get-started/overview)[Reference](/reference/api/introduction)[Examples](/examples/notebooks)[Models](/models/overview)[Integrations](/integrations/overview)[Troubleshooting](/troubleshooting/contact-support)[Releases](/release-notes/2025)

Pinecone Database

##### Get started

* [Overview](/guides/get-started/overview)
* [Quickstart](/guides/get-started/quickstart)
* [Key features](/guides/get-started/key-features)
* [Examples](/examples/notebooks)
* [Glossary](/guides/get-started/glossary)

##### Indexes

* [Understanding indexes](/guides/indexes/understanding-indexes)
* [Create an index](/guides/indexes/create-an-index)
* [Implement multitenancy](/guides/indexes/implement-multitenancy)
* [Manage indexes](/guides/indexes/manage-indexes)
* Back up and restore
* Pod-based indexes

##### Data

* [Upsert data](/guides/data/upsert-data)
* [Query data](/guides/data/query-data)
* [Fetch data](/guides/data/fetch-data)
* [Update data](/guides/data/update-data)
* [Delete data](/guides/data/delete-data)
* Import data
* [List record IDs](/guides/data/list-record-ids)
* [Target an index](/guides/data/target-an-index)
* [Understanding metadata](/guides/data/understanding-metadata)
* [Manage document chunks](/guides/data/manage-document-chunks)
* [Check data freshness](/guides/data/check-data-freshness)

##### Inference
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Context: ##### Inference

* [Understanding Pinecone Inference](/guides/inference/understanding-inference)
* [Generate vectors](/guides/inference/generate-embeddings)
* [Rerank results](/guides/inference/rerank)

##### Operations

* [Local development](/guides/operations/local-development)
* [Automated testing](/guides/operations/automated-testing)
* [Move to production](/guides/operations/move-to-production)
* [Performance tuning](/guides/operations/performance-tuning)
* Security
* Integrate with cloud storage
* [Monitoring](/guides/operations/monitoring)

##### Organizations

* [Understanding organizations](/guides/organizations/understanding-organizations)
* Manage billing
* Manage cost
* [Manage organization members](/guides/organizations/manage-organization-members)

##### Projects

* [Understanding projects](/guides/projects/understanding-projects)
* [Create a project](/guides/projects/create-a-project)
* [Manage API keys](/guides/projects/manage-api-keys)
* [Manage project members](/guides/projects/manage-project-members)
* [Manage projects](/guides/projects/manage-projects)

Get started

# Pinecone Database

Pinecone is the leading vector database for building accurate and performant AI applications at scale in production.

[Database quickstartSet up a fully managed vector database for high-performance semantic search](/guides/get-started/quickstart)[Assistant quickstartCreate an AI assistant that answers complex questions about your proprietary data](/guides/assistant/quickstart)

## 

[​](#inference)

Inference

Leading embedding and reranking models hosted by Pinecone. [Explore all models](/models).

[llama-text-embedState of the art model 1B text embedding model](/models/llama-text-embed-v2)[cohere-rerank-3.5State of the art reranking model for search](/models/cohere-rerank-3.5)[pinecone-sparse-v0Sparse vector model for keyword-style search](/models/pinecone-sparse-english-v0)

## 

[​](#database-workflows)

Database workflows

* Integrated embedding
* Bring your own vectors
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Berücksichtigen Sie den Chatverlauf für relevante Informationen. Wenn die Anfrage bereits in der Historie gestellt wurde, überprüfen Sie die Richtigkeit Ihrer Antwort und korrigieren Sie gegebenenfalls Ihren vorherigen Fehler. Wenn Sie Informationen finden, die durch ein | im Kontext getrennt sind, handelt es sich um eine Tabelle im Markdown-Format - der gesamte Kontext ist als md-Struktur formatiert.For tables, please use the basic GFM table syntax and do NOT include any extra whitespace or tabs for alignment.
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**Datei: docs-pinecone-io-2F-43781.txt:** Diese Datei enthält Dokumentation zur Pinecone-Datenbank, einem Vektor-Datenbanksystem.  Sie beschreibt Workflows für Datenbanken (integriertes Embedding und eigene Vektoren),  die Erstellung und Verwaltung von Indizes,  Datenoperationen (Upsert, Query, Fetch, Update, Delete), Inferenz (Vektorerzeugung, Reranking),  Betriebsfunktionen (lokale Entwicklung, automatisierte Tests, Produktionsumgebung),  Organisations- und Projektmanagement.  Zusätzlich werden Links zu verschiedenen Ressourcen wie API-Referenz, Beispielen, Integrationen und Fehlerbehebung bereitgestellt.  Die Datei enthält auch Quickstarts für Datenbanken und Assistenten.

**Datei: Sample-pdf%281%29.pdf:** Diese Datei ist ein PDF-Dokument, das sich mit der Erstellung von Dokumenten mit LaTeX und pdfLaTeX befasst.  Es enthält Anweisungen zum Kompilieren von .tex-Dateien in .pdf-Dateien,  zum Schreiben von Dokumenten (Hauptdokument, Kapitel, Rechtschreibprüfung),  eine Übersicht über LaTeX und pdfLaTeX,  Beispiele für Hyperlinks, Bindestriche, Sonderzeichen, mathematische Formeln und Schriftarten.

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