"Question","Response"
"What API connected to Weaviate allows users to build low latency search engines with little to no code?","Corpus API"
"What is the term used to describe the concept of allowing users to deploy their own cloud with Weaviate?","Bring Your Own Cloud"
"What cookie is used by Google AdSense for experimenting with advertisement efficiency, and what is its maximum storage duration?","_gcl_au

3 months"
"Which action is required to store non-essential cookies on a user's device according to the law mentioned in the document?","Permission."
"Which cookie is essential for ensuring visitor browsing-security by preventing cross-site request forgery?","XSRF-TOKEN"
"What is the maximum storage duration for the ""PXeBumDLwe_pxtiming"" storage type?","Persistent"
"What are the maximum storage durations for cookies and HTML Local Storage according to the Cookie Declaration updated by Cookiebot on 3/25/25?","1 year for cookies; Persistent for HTML Local Storage."
"What is required for a website to store non-essential cookies on a user's device?","User's permission."
"What cookie is used to register a unique ID for targeted ads with a maximum storage duration of 6 months?","NID"
"What is the maximum storage duration for the **signals-sdk-user-id** cookie, and what type of storage does it use?","1 year; HTTP Cookie"
"What capability does Weaviate use to generate outputs based on retrieved objects?","Retrieval augmented generation (RAG)."
"What is the maximum storage duration for VISITOR_INFO1_LIVE, and what type of storage is used?","180 days, HTTP Cookie"
"What provisioner should be avoided to prevent file corruptions when using Azure File with Weaviate version 1.25 or higher?","file.csi.azure.com"
"For which provider are cookies primarily used to track user interactions with embedded video content?","YouTube"
"What is the core philosophy behind Weaviate's approach to teamwork and collaboration?","Work together as one."
"What is required to store non-essential cookies on a user's device according to the reference document?","Permission"
"Which type of cookie is used to distinguish between humans and bots with a session storage duration?","rc::c"
"Which indexing techniques are mentioned for speed and scale needs?","HNSW, flat indexing techniques"
"Which Weaviate product type is designed for managing and deploying AI agents capable of personalization and transformation tasks?","Weaviate Agents"
"What type of database technology does Weaviate use to organize and search data?","Vector database"
"Which Weaviate deployment option allows using personal cloud infrastructure?","Bring Your Own Cloud"
"What type of storage is used by the ""ServiceWorkerLogsDatabase#SWHealthLog"" and what is its maximum storage duration?","IndexedDB, Persistent"
"What is the required action if you want to change or withdraw your consent for non-essential cookies on a website?","Change or withdraw consent from the Cookie Declaration on the website."
"What is the maximum storage duration type for the ""docusaurus.announcement.id"" in HTML Local Storage?","Persistent"
"What are the names of the agents specifically mentioned in the Weaviate product offerings?","Query Agent, Transformation Agent, Personalization Agent"
"What is a potential disadvantage of using cross-references instead of flattened properties in Weaviate when designing a data schema?","Slow to query."
"What type of storage duration is associated with the g2tracking HTML Local Storage entry?","Persistent"
"How does Weaviate ensure data remains secure within a user's environment?","Weaviate can be self-hosted or managed within a user's own VPC environment to ensure data security."
"What happens to the lists of failed objects and references when a new batching process is initialized?","They are reset."
"What is the maximum storage duration for the Google Analytics cookie used to track visitors across devices and marketing channels?","2 years"
"What is the purpose of the `__tld__` cookie used on multiple websites?","To track visitors on multiple websites in order to present relevant advertisement based on the visitor's preferences."
"What operator is used to filter results based on geographical range in the Weaviate Java client syntax?","WithinGeoRange"
"Which cookie in the document is used to prevent cross-site request forgery and ensure visitor browsing-security?","XSRF-TOKEN"
"What mechanism does Weaviate use for vector indexing to enable efficient search functionality?","HNSW (Hierarchical Navigable Small World) multilayered graph"
"What method should be used in Weaviate version 4 to specify the schema in the client, replacing the previous `WithSchema` method?","WithProperties(properties)"
"What is the maximum storage duration for the ""PXeBumDLwe_pxtiming"" key, and what type of storage does it use?","Persistent, HTML Local Storage"
"Which type of cookie is used to track if a user's browser supports cookies and what is its maximum storage duration?","test_cookie; 1 day"
"What argument change occurred in the `weaviate.connect_to_x` methods in version `v4.4b9`?","The `timeout` argument is now part of the `additional_config` argument."
"Which cookie is used in context with the website’s BotManager to detect potential bots?","_px3"
"Which cookie is used to register a unique ID to track which YouTube videos a user has watched?","YSC"
"Which types of cookies require user permission for storage on a device according to the law?","All types of cookies except those strictly necessary for site operation."
"Which platforms can Weaviate integrate with for building and deploying agentic AI solutions?","LangChain, LlamaIndex, Crew AI"
"What parameters can be customized to limit the payload in a Weaviate query response object in the current client version?","Properties and metadata."
"What is the maximum storage duration for the **VISITOR_INFO1_LIVE** HTTP cookie?","180 days"
"What type of storage duration is associated with the YouTube video player preference for ""yt-remote-session-name""?","Session"
"What is the maximum storage duration for the **a.png** cookie, and what is its type?","Session; Pixel Tracker"
"What type of SLAs are offered for support availability in the described service package?","Professional or Business Critical SLAs"
"What is the maximum storage duration for the HTTP Cookie named ""VISITOR_INFO1_LIVE"" used for estimating users' bandwidth on pages with integrated YouTube videos?","180 days"
"Which cookie is used to ensure visitor browsing-security by preventing cross-site request forgery and is essential for the website's security?","XSRF-TOKEN"
"Which type of cookie is used to optimize user experience by remembering server-cluster information?","lidc"
"What type of cookie is used by CookieConsent to store the user's cookie consent state, and what is its maximum storage duration?","HTTP Cookie, 1 year"
"Which cookie is necessary for preventing cross-site request forgery and has a session-based storage duration?","XSRF-TOKEN"
"What type of architecture does Weaviate Cloud offer for high-availability needs?","High-availability architecture."
"What is the highest response time severity level available in the Business Critical SLA Tier for Weaviate's Serverless offering?","1h (24/7)"
"What is the maximum storage duration for the data type associated with ""a.png"" in the reference document?","Session"
"What tool is used for configuring Weaviate instances using Docker, and what file type does it utilize?","Docker Compose; YAML files"
"What does Weaviate Cloud handle for users that allows them to focus on innovation?","Infrastructure management"
"How does Weaviate support the development of generative AI applications by simplifying infrastructure management?","Weaviate simplifies infrastructure management for generative AI applications by removing the need to create boilerplate code, set up databases, and manage infrastructure."
"Which category includes companies like CrewAI and DSPy in Weaviate's integration ecosystem?","LLM and Agent Frameworks"
"What type of storage is used for both the docusaurus.announcement.dismiss and docusaurus.announcement.id properties on the weaviate.io website?","HTML Local Storage"
"What minimum version of the Weaviate server is required for compatibility with the Weaviate Python v4 client?","1.23.7"
"What is the primary database product offered by Weaviate?","Vector Database"
"What is the maximum storage duration for the _ga Google Analytics cookie?","2 years"
"What types of clusters are available in Weaviate Cloud for different usage scenarios?","Sandbox clusters, Serverless clusters"
"What is the purpose of the **rc::a** cookie, and what is its type and storage duration?","Purpose: Distinguish between humans and bots

Type: HTML Local Storage

Storage Duration: Persistent"
"Which provider uses the `pxvid` cookie to distinguish between humans and bots, and what is its maximum storage duration?","Client.px-cloud.net; 1 year"
"Which cookie is used by the website's operator for multi-variate testing to find the best variation of the site, and has a maximum storage duration of 6 months?","_wixAB3"
"What is the default scope the Weaviate Go client uses for obtaining a refresh token with OIDC authentication in version 4.7.0?","offline_access"
"What is the maximum storage duration for HTML Local Storage as mentioned in the document?","Persistent"
"Which type of data storage in the document has a session-based maximum storage duration?","HTTP Cookie"
"What is the maximum storage duration for the ""docusaurus.announcement.dismiss"" in HTML Local Storage?","Persistent"
"What type of agent is designed for personalization in the context of Weaviate?","Personalization Agent"
"What type of storage is used for the `docusaurus.announcement.id`, and how is its storage duration described?","HTML Local Storage, Persistent"
"How can you launch Weaviate directly from Python or JS/TS for quick evaluation?","Run Embedded Weaviate"
"Which type of HTML storage is used for storing 'docusaurus.announcement.id' as specified in the reference document?","HTML Local Storage"
"What is the purpose of the **rc::a** cookie according to the document?","Distinguish between humans and bots."
"Which type of cookie related to ""ko_id"" has a maximum storage duration of one year?","HTTP Cookie"
"Which cookie is used to prevent cross-site request forgery and is essential for website security?","XSRF-TOKEN"
"How do Python client version requirements differ for Linux and macOS environments when using Embedded Weaviate?","Python v3 client support is new in `v3.15.4` for Linux and `v3.21.0` for macOS."
"Which exception class does `WeaviateBatchError` inherit from in the Weaviate client library?","weaviate.exceptions.WeaviateBaseError"
"What is the primary library dependency that impacts the thread-safety of the Weaviate Python client?","requests"
"What is the maximum storage duration type for the ""g2tracking"" as specified in HTML Local Storage?","Persistent"
"Which product feature refers to utilizing a database optimized for managing high-dimensional data representations?","Vector Database"
"What is the maximum storage duration for the ""g2tracking"" local storage mentioned in the document?","Persistent"
"What method would you use to connect to a Weaviate instance running locally using default parameters, and which version of the Weaviate client API does this method pertain to?","weaviate.connect_to_local(), v4."
"Which pixel tracker in the document has a session storage duration?","a.png"
"Which helper function would you use to connect to a Weaviate instance with custom configurations, and which version of the Weaviate client API does this function relate to?","`weaviate.connect_to_custom()`, version v4"
"What function in the Weaviate v4 API `data` submodule is suggested for importing a large number of objects, and what is the recommended alternative for even larger imports?","`insert_many` for importing a large number of objects; consider using `batch` imports for even larger imports."
"What submodule in Weaviate v4 is responsible for search operations, and what additional functionality builds on top of it?","`query`; `generate`"
"What type of query in the Weaviate API is used to perform retrieval augmented generation specifically for generating text for grouped tasks and single prompts?","Generate"
"What parameter is used in the Weaviate API's `aggregate.near_text` method to specify the group organization by a specific property?","group_by"
"What is the maximum storage duration for the ""g2tracking"" data type mentioned in the document?","Persistent"
"What is the name of the persistent storage type used for the 'g2tracking' entry as mentioned in the document?","HTML Local Storage"
"What type of storage is used for the ""docusaurus.announcement.dismiss"" data type, and what is its duration?","HTML Local Storage, Persistent"
"What is the maximum storage duration for the 'luma.first-page' entry?","Session"
"What method is used to construct a filter for classification with a non-equality operator on a textual field according to the given reference?","filters.NotEqual"
"Which cookie is used to distinguish between humans and bots and has a maximum storage duration of one year?","_pxvid"
"Which cookie is responsible for ensuring visitor browsing-security by preventing cross-site request forgery?","XSRF-TOKEN"
"What change must be made in the Helm chart’s `values.yaml` file to ensure that gRPC API traffic can be accessed from outside the Kubernetes cluster, according to Weaviate's version 17.0.0 or higher configuration?","grpcService:
  enabled: true
  type: LoadBalancer"
"What method is described for creating a cross-reference by specifying a target UUID within Weaviate functions?","Cross-references should be added under a `references` parameter with the structure: `{""<REFERENCE_PROPERTY_NAME>"":""<TARGET_UUID>""}`."
"How can Weaviate be configured to run as a non-root user instead of the default root user in a Kubernetes environment?","Edit the `values.yaml` file and configure the `containerSecurityContext` section to run Weaviate as a non-privileged user."
"What is the maximum storage duration for the `ko_id` as an HTTP Cookie according to the document?","1 year"
"What is the maximum storage duration for the `PXeBumDLwe_px_hvd` as HTML Local Storage?","Persistent"
"What is the maximum storage duration for the g2tracking entry described in the document?","Persistent"
"What type of cloud deployment options are mentioned for Weaviate?","Serverless Cloud, Enterprise Cloud, Bring Your Own Cloud"
"Which type of storage is used for the ""PXeBumDLwe_pxtiming"" entry, and what is its maximum storage duration?","HTML Local Storage, Session"
"What is the type of cookie storage used by g2tracking according to the reference document?","HTML Local Storage"
"What type of storage is used for collecting data on user behavior and interaction with embedded content?","IndexedDB"
"What is the maximum storage duration for **ko_sid** when stored as an HTTP Cookie?","1 day"
"Which provider's specific tracking mechanism attempts to estimate a user's bandwidth on pages with integrated video content?","YouTube"
"What is the maximum storage duration for the HTTP Cookie used by Google Analytics identified as ""_ga"" and ""_ga_#""?","2 years"
"What is the maximum storage duration for the `signals-sdk-user-id` HTTP Cookie?","1 year"
"Which cookie is used by LinkedIn to store the user's cookie consent state for the domain?","li_gc"
"What is the maximum storage duration for the ""__tld__"" HTTP Cookie used to track visitors for advertisement purposes?","Session"
"What feature replaces the classifications.WhereFilter, graphql.query.argument.WhereArgument, and graphql.query.argument.WhereFilter in the current Weaviate version?","filters.WhereFilter"
"Which cookie is used to determine if the website's cookie data needs updating in the visitor's browser?","__hssc"
"Which cookie is used by LinkedIn to store the user's cookie consent state for the current domain?","li_gc"
"What is the purpose of the **rc::a** cookie according to the document?","Distinguish between humans and bots."
"What is the primary function of the **_px3** cookie in a website's context?","Detects, categorizes, and compiles reports on potential bots."
"What feature of Weaviate is highlighted as a game changer in multi-tenancy functionality?","Multi-tenancy functionality."
"What type of storage method is used for the `g2tracking` data and what is its duration?","HTML Local Storage, Persistent"
"Which provider uses the **_hjSessionUser_#** cookie to collect statistics on visitor behavior with a storage duration of 1 year?","Hotjar"
"What is the type of storage used for the g2tracking entry according to the document?","HTML Local Storage"
"Which cookie from YouTube is necessary for the functionality of video content on a website?","remote_sid"
"What are the primary capabilities of Weaviate's retrieval augmented generation?","Augment and transform retrieved data using large language models."
"What is the maximum storage duration for the Google cookie that tracks visitor behavior across devices and marketing channels?","2 years"
"What key capability does Weaviate's retrieval augmented generation (RAG) offer when working with multimodal data?","Generate outputs based on retrieved objects."
"What is the maximum storage duration for the **signals-sdk-user-id** cookie and what type is it?","1 year, HTTP Cookie"
"What type of files are used by websites to enhance user experience and may require user consent to be stored?","Cookies"
"What type of vector index is recommended for multi-tenant setups to balance memory usage and query performance in Weaviate?","dynamic"
"What class should be used in Weaviate v4 for OIDC authentication with the Client Credentials flow?","AuthClientCredentials"
"What is the maximum storage duration for the Google Analytics cookie named ""_ga"" used for tracking visitors across devices and marketing channels?","2 years"
"Which section in Weaviate documentation offers explanations of topics related to the vector database?","Concepts"
"Which programming languages are supported for Weaviate client libraries in the provided document?","Python, JavaScript/TypeScript, Java, Go"
"Which project uses the Weaviate connector to enhance the search capabilities for Magic The Gathering cards?","Magic Chat"
"What is the maximum storage duration of the `rc::a` cookie?","Persistent"
"Which cookie is used by the website’s operator in multi-variate testing to optimize content variation?","_wixAB3"
"What is the maximum storage duration and type for the cookie labeled ""signals-sdk-user-id""?","1 year; HTTP Cookie"
"In the updated syntax for weaviate v4.4b7, what class has replaced `FilterMetadata.ByXX`?","Filter.by_id()"
"What is the purpose of the RicAI project showcased by Weaviate?","To create an Autonomous AI Agent for automating software testing, generating test cases, and performing various tests."
"What are the key tags associated with the blog post titled ""Introducing the Weaviate Personalization Agent""?","concepts, agents, release"
"What tool is mentioned as part of automating software testing in the RicAI project?","Selenium"
"What term is used to describe AI workflows that transition from static insights to autonomous actions within enterprises, and what platform is emphasized for handling their complexity?","Agentic workflows; Weaviate."
"What is the date of the blog post that discusses the use of GraphRAG for improving search tasks?","April 17, 2025"
"What strategy does Weaviate use to ensure stability during non-disruptive updates in their BYOC vector database?","Progressive roll out strategies."
"Which venture capital firm led a $50 million investment in AI startup Weaviate, according to The Information article dated April 20, 2023?","Index Ventures"
"Which cookie is used by Google to track a visitor's behavior for advertising purposes and has a maximum storage duration of 2 years?","_ga"
"What is the method in Weaviate v1.25.0 that leverages model providers' capabilities to reduce the number of requests during batch imports?","Batch vectorization."
"What is the maximum storage duration for the Google tracking cookie ""_ga"" used in relation to Google Analytics?","2 years"
"What is the maximum storage duration for the ""g2tracking"" used by Weaviate and what type of storage is it associated with?","Persistent, HTML Local Storage"
"What type of cookie is associated with ""static.scarf.sh"" and what is its maximum storage duration?","HTTP Cookie; Session"
"What requires user consent unless it is strictly necessary for the operation of a site?","Cookies"
"What type of storage and maximum duration are specified for ""PXeBumDLwe_px-ff"" and ""pxcookie""?","PXeBumDLwe_px-ff: Persistent  
pxcookie: Persistent"
"What is the maximum storage duration for ""luma.did"" and what type of storage is it?","Session, HTTP Cookie"
"What does the law require for storing non-essential cookies on a user's device?","User consent"
"Which HTML Local Storage item is used to store the user's video player preferences with a maximum duration of ""Session""?","yt-remote-cast-available"
"What is the type and maximum storage duration of the `__hstc` cookie used for obtaining data on visitor behavior?","HTTP Cookie, 180 days"
"In the context of Weaviate OIDC authentication, what is the default scope used by the client to attempt obtaining a refresh token from the identity provider?","offline_access"
"Which cookie is used by the website’s operator in context with multi-variate testing and has a maximum storage duration of 6 months?","_wixAB3"
"For a Weaviate client authenticating with OIDC using a client secret, what is the primary advantage of this authentication method over the resource owner password flow?","More secure, as a compromised client secret can be revoked easily, unlike a password."
"What change was made to the argument structure of the `weaviate.connect_to_x` methods in version `v4.4b9`?","The `timeout` argument is now a part of the `additional_config` argument."
"Which provider's cookies are used for both personalization and measuring advertising effectiveness, and have a storage duration of 1 day?","Google"
"What are the three distinct batching algorithms introduced in Weaviate version v4.4b9?","client.batch.dynamic(), client.batch.fixed_size(), client.batch.rate_limit()"
"Which cookie is used to save the user's screen size for the purpose of adjusting the size of images on a website?","hjViewportId"
"Which cookie is used for identifying returning users' devices for targeted ads with a maximum storage duration of 6 months?","NID"
"What type of storage duration is associated with the **rc::a** cookie used to distinguish between humans and bots?","Persistent"
"Which cookie is used by LinkedIn to improve the website's security by detecting spam?","bcookie"
"What is the maximum storage duration of the cookie used by Google AdSense for experimenting with advertisement efficiency across websites?","3 months"
"What type of storage is used by Hotjar to save the user's screen size?","HTML Local Storage"
"What is the maximum storage duration for the ""__Secure-ROLLOUT_TOKEN"" cookie type?","180 days"
"Which type of storage is used for tracking user interaction with embedded content using the ""LogsDatabaseV2:V#||LogsRequestsStore""?","IndexedDB"
"What key algorithm is used by Weaviate for scaling machine learning models to production size?","HNSW algorithm"
"What is the maximum storage duration for the ""_ga"" cookie?","2 years"
"Which provider has a cookie named **NID** used for targeted ads, and what is its maximum storage duration?","Google, 6 months"
"Which type of storage has the longest maximum duration for data retention among those listed in connection with YouTube?","IndexedDB (Persistent)"
"What is the default port number for the Weaviate server according to the reference document?","8079"
"What type of data storage is used for the **ServiceWorkerLogsDatabase#SWHealthLog** in relation to YouTube content functionality?","IndexedDB"
"Which type of storage is used for the maximum storage duration of the g2tracking information?","HTML Local Storage"
"What is the maximum storage duration for the HTTP Cookie used to implement content through Google Docs?","Session"
"Which type of cookie is essential for preventing cross-site request forgery and ensuring visitor browsing-security?","XSRF-TOKEN"
"Which cookie is used by a website's BotManager to detect and categorize potential bots while managing site access?","_px3"
"What is the primary purpose of the persistence_data_path when using Embedded Weaviate in version 1.26.5?","To store data persistently across client sessions."
"What billing option does Weaviate Cloud offer for predictable pricing?","Annual contracts"
"What is the maximum storage duration for the Google Analytics cookie _ga used to track visitor behavior?","2 years"
"How does Weaviate’s BYOC offering ensure data protection during transit?","Data encryption using TLS."
"What technology does the Wealingo app use to enable personalized language learning through real-time data adaptation?","Weaviate’s vector database and Confluent Cloud"
"What is the maximum storage duration for the Google Analytics cookie **_ga_#** used to track visitor behavior across devices and marketing channels?","2 years"
"What type of cookie in the document is used specifically by the website's BotManager to detect and report potential bots?","_px3"
"What enhanced feature of the Weaviate Enterprise Cloud ensures data security and compliance?","Data isolation."
"What role does a Dedicated Success Manager play in Weaviate's Enterprise Cloud offering?","Help to support and guide your team, and optimize your project's success and efficiency."
"What innovative search feature does Weaviate provide to enhance the ability to pinpoint both precise and related skills effectively?","Hybrid search"
"What is the primary topic of the blog post written by Ara Gonzalez on September 20, 2023?","Introducing People Operations"
"What specific role does Jessie de Groot hold at Weaviate?","Head of People and Culture"
"What is the response time for severity 1 issues under the Business Critical SLA tier?","1h (24/7)"
"What are the price differences per 1M vector dimensions stored per month between the Standard and Professional SLA tiers?","$0.05"
"What client library version should be used for new projects in TypeScript for server-based development according to the Weaviate documentation?","3.5.x"
"What is the maximum storage duration for the cookie **_pxvid** used with the website's BotManager?","1 year"
"Which cookie is used specifically for ensuring visitor browsing-security by preventing cross-site request forgery?","XSRF-TOKEN"
"Which cookie is used by LinkedIn to store the user's consent state for the current domain, and what is its maximum storage duration?","li_gc, 6 months"
"Which cookie is used by LinkedIn for detecting spam and improving security, and what is its maximum storage duration?","bcookie

1 year"
"Where can one find detailed information about the API functionality specific to Weaviate?","Reference: API"
"What is the purpose of the **rc::a** cookie, and what is its maximum storage duration?","Distinguishing between humans and bots; Persistent."
"What type of cookie is used for cross-site request forgery prevention, and what is its maximum storage duration?","XSRF-TOKEN, Session"
"What is the tag used for discussions involving feature requests in the Weaviate Community Forum?","feature-request"
"What is the maximum storage duration of an HTTP Cookie used by Google to track the visitor across devices and marketing channels?","2 years"
"What type of storage duration is used by the Hotjar cookie **hjActiveViewportIds**?","Persistent"
"Which type of cookie in the document is used by the website operator for multi-variate testing to optimize site variations?","_wixAB3"
"What is the maximum storage duration of the `_ga` cookie used for tracking in Google Analytics?","2 years"
"Which cookie is used by Cloudflare for load-balancing and DNS connection purposes, and what is its maximum storage duration?","_cfuvid, Session"
"Which feature of Weaviate is highlighted as transformative for the fast development of generative AI applications by removing the need for boilerplate code and infrastructure management?","Batteries included model serving and multi-tenant implementation"
"Which feature of Weaviate is specifically mentioned as being advantageous for handling advanced NLP and generative AI tasks across a large number of news articles in multiple languages?","Versatility and ability to handle large amounts of data."
"What is the primary focus of the Weaviate Hero Program in fostering community growth and engagement?","Recognizing and celebrating community contributions and engagement."
"Which HTTP cookie is used to detect spam and improve website security with a maximum storage duration of 1 year?","bcookie"
"What capabilities does Weaviate offer for using AI to augment and transform data retrieved through multimodal searches?","Use AI (large language models) to augment and transform retrieved data."
"Which cookie is used to ensure visitor browsing-security by preventing cross-site request forgery?","XSRF-TOKEN"
"What is the function of named vectors in Weaviate's Python client version 4?","Flexible data representation."
"What is the primary purpose of vector compression in Weaviate's Python client version 4?","Reduce memory requirements or improve retrieval speeds."
"How does Weaviate’s native multi-tenancy improve database operations?","Isolate and secure customer data and make database operations more efficient."
"What parameter is used in Weaviate to add cross-references to data objects in the latest version mentioned?","references"
"Which cookie is used to estimate users' bandwidth on pages with integrated YouTube videos?","VISITOR_INFO1_LIVE"
"What is the maximum storage duration for a LinkedIn HTTP Cookie used to register which server-cluster serves the visitor?","2 days"
"Which cookie listed collects data on user behavior for statistical purposes and has a maximum storage duration of 180 days?","__hstc"
"What is the maximum storage duration for the cookie used by Google Analytics to track the visitor's device and behavior?","2 years"
"Which cookie is used to estimate the users' bandwidth on pages with integrated YouTube videos?","VISITOR_INFO1_LIVE"
"What is the maximum storage duration of the Google Analytics cookie used to track visitors across devices and marketing channels?","2 years"
"What are the defined methods of accessing data in Weaviate APIs according to the reference document?","Search (GraphQL | gRPC), RESTful API, gRPC"
"What type of support options does Weaviate offer for enterprise users?","24x7 enterprise support via email and phone escalation hotline."
"Which provider uses a persistent HTML Local Storage identifier for storing the user's video player preferences on embedded YouTube videos?","YouTube"
"What are the two primary interfaces mentioned for retrieving data from a Weaviate instance?","GraphQL, RESTful API"
"What mechanism does Weaviate use for vector indexing, and what is its primary functionality?","HNSW (Hierarchical Navigable Small World) multilayered graph; fast nearest neighbor searches."
"What is the default port number used for the Weaviate server request as specified in the configuration options?","8079"
"What type of search capability does Weaviate offer that allows querying for related content not explicitly mentioned, using semantic understanding?","Semantic Search"
"What environment variable should you not modify because it might affect other applications while configuring Embedded Weaviate?","XDG_CACHE_HOME or XDG_DATA_HOME"
"What is the purpose of the **pxcts** cookie and its storage duration?","Used to distinguish between humans and bots. Storage duration: Session."
"Which cookie, used by YouTube, registers a unique ID to keep statistics of videos watched by a user?","iU5q-!O9@$"
"Which cookie is used by LinkedIn to detect spam and improve website security with a maximum storage duration of 1 year?","bcookie"
"Which cookie tracks user preferences for video player settings when using embedded YouTube videos?","yt-remote-session-app"
"What is the maximum storage duration for the `_ga` cookie used for Google Analytics tracking?","2 years"
"What is the main purpose of the product Weaviate as mentioned in the reference document?","Vector database using AI and machine learning to organize and search data."
"What is the new syntax for using reference filters in Weaviate v4.4b8?","Filter.by_ref(""ref"").by_property(""target_property"")"
"What indexing techniques does Weaviate leverage to optimize speed and scale?","HNSW or flat indexing techniques."
"What is the maximum storage duration for the **PXeBumDLwe_px_nfsp** data type used in HTML Local Storage?","Persistent"
"Which provider uses the cookie named ""bcookie"" to detect spam and improve website security?","LinkedIn"
"Which provider uses the rc::a cookie to distinguish between humans and bots with a persistent storage duration?","Google"
"Which cookie is used by Wix for multi-variate testing to find the best variation of a site?","_wixAB3"
"Which cookie has the longest maximum storage duration for tracking advertising effectiveness?","IDE"
"Which cookie is used to ensure visitor browsing-security by preventing cross-site request forgery?","XSRF-TOKEN"
"What is a significant feature of Weaviate that supports its integration with various existing and future technology stacks?","Cloud, model, and deployment agnostic."
"What is the maximum storage duration for the HTML Local Storage type used by Weaviate?","Persistent"
"What advantage does Weaviate's multi-tenant vector database provide according to the reference document?","Seamless processing and searching of embeddings."
"Which cookie is used to track a unique ID that identifies a returning user's device for targeted ads?","NID"
"What is the maximum storage duration for the **yt-remote-device-id** used for storing user video player preferences?","Persistent"
"What cultural foundation does Weaviate prioritize as part of its work environment?","Remote work culture."
"Which cookie is used by Google to track if the user has shown interest in specific products or events across multiple websites?","pagead/1p-user-list/#"
"Which provider uses cookies to optimize user experience by registering the server-cluster serving the visitor?","LinkedIn"
"Which provider uses a Pixel Tracker to send data to Hubspot about a visitor's device and behavior?","Hubspot"
"What is the maximum storage duration for the VISITOR_INFO1_LIVE cookie used with YouTube videos?","180 days"
"Which cookie is used to try and estimate users' bandwidth on pages with integrated YouTube videos?","VISITOR_INFO1_LIVE"
"What is a potential security advantage of using the client secret OIDC flow for server-to-server communication with Weaviate over the resource owner password flow?","Revocable client secret."
"What version of the Weaviate Python client introduced the asynchronous client API?","4.7.0"
"What feature in Weaviate is currently available only in the open-source version and aims to minimize costs by managing inactive tenants?","Offloading inactive tenants."
"What type of storage is associated with the XSRF-TOKEN?","HTTP Cookie"
"Which entity last updated the cookie declaration on the given date?","Cookiebot"
"What does the access token typically have that restricts its use over time when authenticating with Weaviate using OIDC flows?","Expiration time"
"Which Java client version corresponds to Weaviate core version 1.29.x?","5.1.x"
"What is the maximum distance set in the GeoDistance builder for the Weaviate Java client version discussed in the document?","3000f"
"Which provider uses cookies for multi-variate testing to optimize website content?","Wix"
"Which provider uses the **_ga** and **_ga_#** cookies to track visitor behavior across devices and marketing channels?","Google Analytics"
"What mechanism does Weaviate use to write data immediately and ensure persistence even if a crash occurs?","Write-Ahead Log (WAL)"
"What parameter can be set to improve performance by disabling input argument validation when using a Weaviate client in a production environment, and what method does it apply to?","`skip_argument_validation=True` applies to `collections.get` or `collections.create`."
"What project leverages Large Language Models to perform semantic and generative searches of user-written reviews in healthcare?","HealthSearch"
"What is the guiding principle at Weaviate that encourages employees to share their knowledge and expertise by default?","Encourage transparency."
"Which provider's cookie has the maximum storage duration of 1 year and is used to distinguish between humans and bots?","beehiiv.com"
"Which provider's cookies are primarily used for tracking visitor preferences for advertisements?","cdn.getkoala.com"
"Which cookie is used specifically to prevent cross-site request forgery and is considered essential for website security?","XSRF-TOKEN"
"Which cookie is used to send data to Google Analytics to track the visitor's device and behavior, with a maximum storage duration of 2 years?","_ga"
"What is the purpose of the **NID** cookie and what is its maximum storage duration?","Registers a unique ID for targeted ads; 6 months."
"What integration option allows users to conveniently launch Weaviate directly from Python or JavaScript/TypeScript for basic, quick evaluation?","Embedded Weaviate"
"What deployment option for Weaviate is suitable for scenarios requiring multi-modal models and zero-downtime updates?","Kubernetes"
"What is the minimum required Weaviate server version for compatibility with the Python client library version 4?","1.23.7"
"What port must be open for gRPC when using the Weaviate Python client version 4 with a Weaviate server?","50051"
"In the context of managing data with Weaviate, what specific feature allows for the management of references between collections?","Cross-references"
"What capability does Weaviate use to make text and image data searchable together by meaning?","Vectorization capabilities"
"What is the primary use of Weaviate's retrieval augmented generation (RAG) capabilities in the context of multimodal data?","Generating outputs based on the retrieved objects."
"What is the maximum storage duration for the ""VISITOR_INFO1_LIVE"" cookie used to estimate user bandwidth on pages with integrated YouTube videos?","180 days"
"What are the different types of Weaviate Agents mentioned in the reference document?","Query Agent, Transformation Agent, Personalization Agent"
"What functionality does the Weaviate Query Agent provide that eliminates the need for custom pipeline development to interpret user queries in e-commerce platforms?","Interprets natural language queries into precise, filterable searches using semantic search."
"How do Weaviate Agents reduce operational overhead in AI-driven data workflows?","Weaviate Agents reduce operational overhead by automating data workflows, minimizing error-prone scripts, and enabling direct natural language interaction for data tasks, allowing teams to focus on innovation instead of infrastructure."
"What is the purpose of the VISITOR_INFO1_LIVE cookie related to YouTube videos?","Tries to estimate the users' bandwidth on pages with integrated YouTube videos."
"Which type of storage does the ""remote_sid"" utilize, and how long is its maximum storage duration?","HTTP Cookie, Session"
"What is the renamed parameter for `data_model` used to provide generics during collection creation in the latest Weaviate client version?","data_model_properties"
"What is recommended for managing multiple subsets of data with the same schema in Weaviate?","Multi-tenancy"
"Which YouTube-related tool uses HTTP Cookie type with a session duration to register a unique ID for keeping statistics of viewed videos?","YSC"
"Which type of storage is used for docusaurus.announcement.id, and what is its maximum storage duration?","HTML Local Storage, Persistent"
"Which cookie is used for multi-variate testing by Wix and has a maximum storage duration of 6 months?","_wixAB3"
"Which provider uses a cookie with a maximum storage duration of 2 days to optimize user experience through load balancing?","LinkedIn"
"What capability does Weaviate use to generate outputs based on retrieved text data using large language models?","Retrieval augmented generation (RAG)."
"What are the differences between semantic, keyword, and hybrid searches in the context of Weaviate's current version?","Semantic search uses meaning and context, keyword search relies on exact term matches, and hybrid search combines both semantic and keyword approaches."
"What capabilities does Weaviate use to store and index text data by meaning?","Vectorization capabilities"
"What are the retrieval augmented generation capabilities of Weaviate used for?","To generate outputs based on retrieved objects."
"What is a key feature of Weaviate that enables it to scale effectively for Retrieval Augmented Generation (RAG) applications?","Unparalleled scalability and performance for vector data."
"Which Weaviate feature was introduced in the 1.30 release and involves the use of BlockMax WAND for improvements?","BlockMax WAND"
"What is the maximum storage duration for the Google Analytics cookie used to track visitor behavior across devices and marketing channels?","2 years"
"Which cookie is used to register a unique ID for maintaining statistics of YouTube videos watched by the user, and what is its maximum storage duration?","YSC, Session"
"Which type of cookies requires user permission before being stored on their device according to the cookie policy?","All types of cookies except strictly necessary cookies."
"What is the maximum number of serverless clusters an organization can have at the same time by default in Weaviate Cloud?","Six"
"What is required to create a serverless cluster in Weaviate Cloud, and what distinguishes it from a sandbox cluster?","Creating a serverless cluster in Weaviate Cloud requires adding billing details. It is distinguished from a sandbox cluster by being robust, scalable, paid, and intended for production use, whereas a sandbox cluster is free, temporary, and for experimentation."
"Which type of storage is used for the cookie that distinguishes between humans and bots but has a maximum duration of one year?","HTTP Cookie"
"What is the maximum storage duration for the `_ga` HTTP cookie used by Google Analytics?","2 years"
"What is the function of the **lidc** cookie in terms of website performance?","Registers which server-cluster is serving the visitor for load balancing optimization."
"Which Google-related HTTP cookie is used to track the visitor across devices and marketing channels for up to two years?","_ga"
"What is the maximum storage duration for the cookie named **_ga** used by Google Analytics?","2 years"
"What indexing techniques are utilized by Weaviate to cater to varying speed and scale needs?","HNSW, flat indexing."
"What feature of Weaviate is considered a ""game changer"" by Brian Raymond?","Multi-tenancy"
"What is a key benefit of Weaviate’s scalable multi-tenant architecture for companies like Writesonic?","Fast and reliable AI-driven customer service and engagement experiences."
"What is the maximum storage duration for the ""g2tracking"" item, and what type of storage is used?","Persistent, HTML Local Storage"
"Which marketing-related cookie registers a unique ID for targeted ads and has a maximum storage duration of 6 months?","NID"
"Which provider uses the cookie ""__ptq.gif,"" and what is its purpose?","Hubspot; sends data about the visitor's device and behavior."
"What is the purpose of the ""remote_sid"" cookie in relation to YouTube?","Necessary for the implementation and functionality of YouTube video-content on the website."
"What is the primary purpose of the `insert_many` function in the context of the v4 client `data` submodule in Weaviate?","Adding multiple objects with one request."
"What parameter is used to specify API keys for services such as OpenAI when connecting to Weaviate?","headers"
"Which storage type is used for storing information about the user's video player preferences in a persistent manner?","IndexedDB"
"What class is used to configure timeout values for initialization checks, queries, and insert operations when connecting to Weaviate?","Timeout"
"What function in Weaviate's current version allows the grouping and aggregation of query results based on a specific property?","GroupByAggregate"
"What is the new method name used to specify the schema in Weaviate's v4 client, replacing the previous `WithSchema`?","WithProperties"
"What specific configuration class in Weaviate allows for the setup of a named vectorizer using the ""text2vec_ollama"" method?","Configure.NamedVectors.text2vec_ollama"
"How has the method for specifying GraphQL fields changed from v2 to v4 in a Weaviate client?","In v2, `.WithFields()` took a GraphQL string. In v4, it uses a variadic function with `graphql.Field{Name: ""field_name""}`."
"How does Weaviate maintain high performance at scale in Retrieval Augmented Generation (RAG) applications?","Scalability and performance tailored to vector data."
"What is a key advantage of using Weaviate's design for Retrieval Augmented Generation (RAG) in terms of data handling?","Scalability and performance in handling vector data."
"What is the specific provisioner that must be avoided to prevent file corruptions when using Azure file storage with Weaviate?","file.csi.azure.com"
"What must be manually created when using Amazon Fargate with Weaviate to ensure a persistent storage setup?","Persistent Volume (PV)"
"Which cookie is used to track YouTube video interaction and has a session storage duration?","YSC"
"Which cookie is used to identify if the cookie data needs to be updated in the visitor's browser and has a maximum storage duration of 1 day?","__hssc"
"What are the types of cloud deployment options mentioned for Weaviate?","Serverless Cloud, Enterprise Cloud, Bring Your Own Cloud"
"What is required by law to store non-essential cookies on a user's device?","User consent"
"What is the maximum storage duration for the ""_ga"" HTTP Cookie used to send data to Google Analytics?","2 years"
"What disclaimer is mentioned regarding the use of unreleased Weaviate software in production environments?","Do not use unreleased software in production."
"Which file must be edited to run a release candidate Docker image of Weaviate?","docker-config.yaml"
"Which cookie has the longest maximum storage duration?","_ga, _ga_#"
"Which YouTube cookie is used to estimate users' bandwidth on pages with embedded videos?","VISITOR_INFO1_LIVE"
"Which HTTP Cookie used by Elfsight determines products viewed by the user?","elfsight_viewed_recently"
"Which cookie is used by YouTube to register a unique ID for keeping statistics of videos watched by the user and what is its maximum storage duration?","YSC  
Session"
"What is the maximum storage duration for a cookie used to estimate users' bandwidth on pages with integrated YouTube videos?","180 days"
"Which YouTube-related cookie is necessary for implementing video content functionality on a website?","remote_sid"
"What feature of Weaviate simplifies fetching embeddings when building a ChatGPT service?","It makes requests to fetch embeddings on your behalf."
"What unique capability of Weaviate is highlighted as a game changer in handling multiple tenants?","Multi-tenancy"
"How does Weaviate combine HNSW with an inverted index to achieve high-recall, high-speed filtered queries?","Weaviate combines HNSW with an inverted index by using HNSW for approximate nearest neighbor search while applying filters from the inverted index, enabling high-recall, high-speed filtered queries."
"Which cookie is used to send data to Google Analytics about a visitor's device and behavior and has a maximum storage duration of 2 years?","_ga"
"Which cookie is used by Google AdSense for experimenting with advertisement efficiency and has a maximum storage duration of 3 months?","_gcl_au"
"What is the maximum storage duration for the LinkedIn bcookie used to detect spam and improve security?","1 year"
"What is required for storing non-essential cookies on a user's device according to the document?","User permission"
"What is the primary focus of Weaviate's built-in agents for data transformation?","Accelerate AI data readiness."
"Which frameworks can Weaviate seamlessly integrate with for building agentic AI applications?","LangChain, LlamaIndex, Crew AI"
"What major feature in Weaviate 1.30 release involves enhancing database interaction using a specific search service?","Weaviate Query Agent."
"What are the different types of Weaviate Agents mentioned in the product overview?","Query Agent, Transformation Agent, Personalization Agent"
"What global opportunity is provided annually for Weaviate employees?","Annual company trip"
"What specific role does the Personalization Agent play in customizing outputs in Weaviate, and how does it adapt over time?","The Personalization Agent customizes outputs based on persona-specific information and can learn over time."
"How are `where` filters unified in Weaviate `v4` when using the GraphQL `Get()` function?","All `where` filters use the same builder pattern."
"Which identifier registers a unique ID to keep statistics of YouTube videos a user has seen?","YSC"
"What should be specified in the `client.batch.rate_limit()` method to help avoid hitting API rate limits in Weaviate v4.4b8?","`request_per_minute`"
"In Weaviate v4.4b8, what has the argument `prop` in `Filter.by_property` been renamed to?","name"
"Which cookie is used to implement the content through Google Docs, and what is its maximum storage duration?","GFE_RTT, Session"
"Which cookie tracks a user’s interest in specific products or events across multiple websites, and what type is it?","pagead/1p-user-list/#; Pixel Tracker"
"What type of vector database performance benchmark is available according to the document?","ANN (unfiltered vector search) latencies and throughput"
"Which cookie is used by Google AdSense for experimenting with advertisement efficiency and has a maximum storage duration of 3 months?","_gcl_au"
"What is no longer recommended for adding references in creating data objects, and will be removed in future versions of the software?","Using the `properties` parameter to add references."
"What program does Weaviate offer that is specifically designed to engage community involvement and recognition?","Weaviate Hero Program"
"What is the maximum storage duration for the ""signals-sdk-user-id"" cookie from cdn.cr-relay.com, and what type of cookie is it?","1 year, HTTP Cookie"
"What is the maximum storage duration for tracking via the pixel tracker from tracking-api.g2.com?","Session"
"What type of storage is used by Google’s **GFE_RTT** cookie?","HTTP Cookie"
"What are the differences in operational procedures when multi-tenancy is enabled in Weaviate?","Multi-tenancy operations."
"What is the purpose of the **VISITOR_INFO1_LIVE** HTTP Cookie with a maximum storage duration of 180 days?","Estimate users' bandwidth on pages with integrated YouTube videos."
"What is the updated package path for the Java client version v5.2.0 for Weaviate?","io.weaviate"
"Which category does ""Astronomer"" fall under in the Weaviate integration ecosystem?","Data Platforms"
"Which version of the Weaviate Java client introduced API key authentication?","4.0.2"
"What category in the Weaviate integration ecosystem focuses on building agents and generative AI applications?","LLM and Agent Frameworks"
"What tracks visitors across multiple websites to optimize personalized advertisements according to their preferences?","__tld__"
"Which TypeScript client version supports Node.js server-based development but not browser-based web client development?","v3"
"What is the minimum monthly cost for a Business Critical SLA plan in Weaviate's Serverless Vector Database offering?","$450/mo"
"What is the current TypeScript client version replacing the older JavaScript only client as of 2023-03-17?","v3 TypeScript client"
"Which cookie is used to track user interest across multiple websites for advertisement measurement and referral-fee facilitation?","pagead/1p-user-list/#"
"What is the response time for a Severity 2 incident under the Professional SLA tier in Weaviate's Serverless Vector Database offering?","8h (24/7)"
"Which type of data storage is used for tracking user interaction with embedded content through the `LogsDatabaseV2:V#||LogsRequestsStore`?","IndexedDB"
"What is the maximum storage duration for the cookie used by Google AdSense to experiment with advertisement efficiency?","3 months"
"Which identifier specifically tracks the visitor's device and behavior across devices and marketing channels for a duration of up to 2 years?","_ga"
"What is the unique ID cookie name used by Google Analytics to track visitors' devices and marketing channels with a maximum storage duration of 2 years?","_ga"
"Which marketing cookie on YouTube is used to register a unique ID that keeps statistics of what videos a user has seen with a maximum storage duration of a session?","YSC"
"What is the maximum storage duration for the HTTP Cookie used by Google AdSense for experimenting with advertisement efficiency across websites?","3 months"
"Which cookies listed are specifically used to distinguish between humans and bots on the website described?","rc::a, rc::c, cf_clearance, __cf_bm, _pxvid, pxcts"
"What is the maximum storage duration type for the `PXeBumDLwe_px_c_p_PXeBumDLwe` data entry?","Session"
"What is the maximum storage duration for the HTTP Cookie used by Google Analytics to track the visitor across devices and marketing channels?","2 years"
"What is the type and maximum storage duration of the ""docusaurus.announcement.id""?","Persistent, HTML Local Storage"
"What change was made to the `GraphQL.Get()` method in version 4 regarding the `Objects()` aspect in Weaviate?","Unnecessary `.Objects()` removed from `GraphQL.Get()`."
"What is the maximum storage duration for the Google Analytics cookie ""_ga""?","2 years"
"Which cookie is used to optimize the visitor's experience by storing non-personal information on the subpages the visitor enters?","hjActiveViewportIds"
"Which HTTP Cookie is used for tracking users' interest in specific products or events across multiple websites, and how long is its maximum storage duration?","pagead/1p-user-list/#; Session"
"What shared responsibility does Weaviate have when running its BYOC vector database within a customer’s VPC?","Weaviate manages application-level security, provisioning, configuration, upgrades, and patches with 24/7 monitoring and support. The customer ensures secure configuration of the broader cloud environment and access controls."
"Which container security measure is mentioned for the BYOC vector database in Weaviate?","Images are scanned against known vulnerability databases before deployment."
"Which provider uses the cookie **_cfuvid [x2]** for services related to Cloudflare, including load-balancing and DNS connections?","Hubspot"
"What type of storage is used for the **rc::a** cookie designed to distinguish between humans and bots?","HTML Local Storage"
"What is the focus of the PY_101V course in Weaviate's Academy, and does it require using the platform's vector generation capabilities?","PY_101V focuses on using your own vectors built outside of Weaviate. It does not require using the platform's vector generation capabilities."
"Which Weaviate Academy course focuses on implementing and managing multi-tenancy for efficient data isolation and resource management, and what version of the Python client does it use?","PY_280: Multi-tenancy; Python client (v4)"
"Which cookie is used by Google Analytics to track visitors across devices and marketing channels, with a storage duration of 2 years?","_ga"
"How does Weaviate's batch vectorization introduced in version 1.25 improve throughput when importing data?","Batch vectorization reduces the number of requests to the model provider, improving throughput."
"What is the maximum storage duration for the ""_ga_#"" HTTP Cookie used by Google Analytics?","2 years"
"What is the type of storage used for tracking user interaction with embedded YouTube content, with a session duration?","HTML Local Storage"
"What are the specific cloud deployment options mentioned for Weaviate, including any third-party platforms?","Google Cloud, Snowflake, Databricks"
"What is the maximum storage duration for the cookie ""_gcl_au""?","3 months"
"What type of storage is used for the ""LogsDatabaseV2:V#||LogsRequestsStore"" and what is its storage duration?","IndexedDB, Persistent"
"What method was removed in the migration from Weaviate version 2.4.0 to 3.0.0 for constructing fields in GraphQL queries?","`Get::withFields(Fields fields)`"
"What pattern is used in the Weaviate Java client for constructing complex query objects in version 4.0.0?","Builder pattern"
"What is the maximum storage duration for the **_gcl_au** cookie used by Google AdSense?","3 months"
"Which provider utilizes the ""VISITOR_INFO1_LIVE"" cookie to estimate users' bandwidth and what is its maximum storage duration?","YouTube; 180 days"
"Which type of storage is used for tracking a user's interaction with embedded content across sessions and persists over time?","IndexedDB"
"What vector indexing mechanism is currently available for Weaviate's modular structure?","Hierarchical Navigable Small World (HNSW) multilayered graph"
"What is the purpose of the ""NID"" cookie, and what is its maximum storage duration?","Registers a unique ID for targeted ads; 6 months."
"What is the maximum storage duration for the **_wixAB3** cookie?","6 months"
"Which YouTube-specific cookie estimates a user's bandwidth on pages with integrated videos?","VISITOR_INFO1_LIVE"
"What is the default port for the Weaviate server request in Embedded Weaviate configurations?","8079"
"Which environment variable should not be modified to avoid breaking other applications when configuring Embedded Weaviate?","XDG_CACHE_HOME or XDG_DATA_HOME"
"Which provider collects data for personalization and measuring advertising effectiveness?","Google"
"What is the maximum storage duration for the ""signals-sdk-user-id"" cookie, and what type is it classified as?","1 year; HTTP Cookie"
"What method does the Weaviate client use to configure a generative model with a custom provider?","Configure.Generative.custom"
"What service in Weaviate is designed to redefine database interaction with agentic capabilities, as described in a March 2025 release?","Weaviate Query Agent"
"What is the minimum Weaviate server version required for compatibility with the Python client `v4`?","1.23.7"
"What class provides asynchronous API support in Weaviate Python client version 4.7.0 and up?","WeaviateAsyncClient"
"What are the key learning outcomes when working with multimodal data in Weaviate?","- Create a local instance of Weaviate with a multimodal vectorizer module  
- Produce, store, and index multimodal data  
- Perform multimodal searches  
- Use AI to augment and transform retrieved data"
"What is the maximum storage duration for the cookie that registers a unique ID used for targeted ads?","6 months"
"Which provider’s cookie is used to estimate users' bandwidth on pages with integrated YouTube videos?","VISITOR_INFO1_LIVE"
"What is the maximum storage duration for the cookie “__Secure-ROLLOUT_TOKEN”?","180 days"
"Which cookie is used to estimate a user's bandwidth on pages with integrated YouTube videos, and what is its maximum storage duration?","VISITOR_INFO1_LIVE, 180 days"
"Which database type is used for the ""ServiceWorkerLogsDatabase#SWHealthLog"" entry related to YouTube video content functionality, and what is its maximum storage duration?","IndexedDB, Persistent"
"What is the maximum storage duration for the **VISITOR_INFO1_LIVE** HTTP cookie?","180 days"
"Which HTTP Cookie is used to track visitors across multiple websites for advertising purposes?","__tld__"
"What is the purpose of the `YSC` cookie in relation to YouTube videos?","Registers a unique ID to keep statistics of what videos from YouTube the user has seen."
"What is the maximum storage duration for the ""_pxttld"" HTTP Cookie?","Session"
"What type of storage is used for the ""g2tracking"" data and what is its persistence level?","HTML Local Storage, Persistent"
"What is the purpose of the YSC cookie in tracking user interaction with YouTube videos?","Registers a unique ID to keep statistics of what videos from YouTube the user has seen."
"What type of data storage is used for the 'VISITOR_INFO1_LIVE' identifier, and what is its maximum storage duration?","HTTP Cookie, 180 days"
"What unique ID is used to keep statistics of YouTube videos watched by a user according to the document?","YSC"
"What is used by Google AdSense to experiment with advertisement efficiency across websites?","_gcl_au"
"Which cookie is used by Google AdSense for experimenting with advertisement efficiency and has a maximum storage duration of 3 months?","_gcl_au"
"Which cookie is necessary for the implementation and functionality of YouTube video content and has a session storage type?","remote_sid"
"What programming languages are supported for Weaviate client libraries according to the documentation?","Python, JavaScript/TypeScript, Java, Go"
"Which tool registers a unique ID to keep statistics of what YouTube videos have been viewed by a user and has a maximum storage duration of a session?","YSC"
"What section of the documentation is recommended for new users to learn about configuring Weaviate?","How-to: Configure"
"Which HTTP cookie is used to try to estimate users' bandwidth on pages with integrated YouTube videos?","VISITOR_INFO1_LIVE"
"What is the planned release date for version 1.28.x of the Weaviate system?","2024-12-11"
"What is the minimum version requirement for Kubernetes to deploy Weaviate, and which component should be used to manage persistent storage?","Kubernetes version 1.23; PersistentVolumeClaims."
"What is the maximum storage duration for the VISITOR_INFO1_LIVE HTTP Cookie?","180 days"
"What is the maximum storage duration for the **VISITOR_INFO1_LIVE** cookie used by YouTube?","180 days"
"Which cookie is used by Google AdSense to experiment with advertisement efficiency across websites, and what is its maximum storage duration?","_gcl_au, 3 months"
"What is replaced by the TypeScript client as of March 17, 2023?","JavaScript client"
"What is the primary purpose of the ""__cf_bm"" cookie as mentioned in the document?","Distinguish between humans and bots."
"Which cookie is specifically used to estimate users' bandwidth on pages with integrated YouTube videos?","VISITOR_INFO1_LIVE"
"What is the primary purpose of the ""__hssrc"" cookie according to the document?","Recognise the visitor's browser upon reentry on the website."
"What type of data storage is used for tracking user interaction with embedded content, and what is its maximum storage duration?","HTML Local Storage, Persistent"
"What is the maximum storage duration for the cookie used by Google AdSense to experiment with advertisement efficiency?","3 months"
"What role do Weaviate Heroes play in fostering an inclusive and supportive community culture?","Weaviate Heroes foster an inclusive and supportive community culture by being role models, exemplifying best behavior, supporting members' growth, and adhering to the community's code of conduct."
"How does combining an HNSW with an inverted index enhance Weaviate's filtered vector search capabilities?","It enables high-recall, high-speed filtered queries."
"What is the deployment option in Weaviate that allows for serverless infrastructure with optional zero-downtime updates?","Weaviate Cloud"
"Which deployment option for Weaviate supports self-deployment as well as marketplace deployment, specifically providing zero-downtime updates as an optional feature?","Kubernetes"
"What is the specific function of Weaviate's retrieval augmented generation (RAG) capabilities when working with multimodal data?","Generate outputs based on retrieved multimodal objects."
"Which type of storage is used for preserving user preferences from embedded YouTube videos on a persistent basis?","HTML Local Storage"
"What method is used by Weaviate to index multimodal data for searchability based on meaning?","Vectorization"
"Which platform is mentioned alongside GitHub, Slack, and Instagram under the ""Follow Us"" section?","X"
"What are the available platforms for accessing the Weaviate Query Agent in Public Preview?","Weaviate Serverless Cloud, 14-day sandbox."
"What is the upcoming feature mentioned to follow the Weaviate Query Agent in the Innovation Lab?","Transformation and Personalization Agents"
"What is the maximum storage duration for the cookie type used by ko_id on cdn.getkoala.com?","1 year"
"What is the maximum storage duration for the luma.did cookie?","Session"
"Which category in the Weaviate integration ecosystem is designed for building agents and generative AI applications?","LLM and Agent Frameworks"
"What is the maximum storage duration for the cookie type ""signals-sdk-user-id""?","1 year"
"What is the maximum storage duration for the YouTube-related cookie **VISITOR_INFO1_LIVE**?","180 days"
"Which cookie is used by LinkedIn on websites to register the server-cluster serving the visitor for load balancing purposes?","lidc"
"What section should new users explore to understand the inner workings of Weaviate?","Concepts section"
"How does Weaviate's vectorization capability enable semantic searching in a movie dataset?","Weaviate's vectorization capability enables semantic searching in a movie dataset by indexing and storing data based on meaning, allowing for searches that understand contextual relevance rather than relying solely on keyword matching."
"Which client language version is deprecated for accessing Weaviate according to the document?","Python Client v3"
"Which setting must be configured to enable role-based access control in a serverless cluster in Weaviate Cloud?","Enable RBAC"
"What default limit is placed on the number of serverless clusters an organization can have in Weaviate Cloud?","Six (6) serverless clusters."
"What is the maximum storage duration for the VISITOR_INFO1_LIVE HTTP Cookie used in tracking bandwidth on pages with integrated YouTube videos?","180 days"
"What feature of Weaviate allows for the integration and seamless processing of embeddings in a multi-tenant environment?","Multi-tenant vector database."
"What aspect of Weaviate's offering was highlighted as beneficial in improving search accuracy after switching from a proprietary vendor?","Improved search accuracy."
"Which provider uses the cookie type ""IndexedDB"" for tracking user's interaction with embedded content, as described in the reference document?","YouTube"
"Which cookie, used by Google Analytics, has a maximum storage duration of 2 years and tracks a visitor across devices and marketing channels?","_ga"
"Which cookie is used to estimate users' bandwidth on pages with integrated YouTube videos?","VISITOR_INFO1_LIVE"
"What consent information is required when contacting regarding personal data processing?","Consent ID and date."
"What type of storage contains the consent data, and what is its maximum storage duration according to the document?","HTML Local Storage, Persistent"
"What class should be used for OIDC authentication with the Client Credentials flow in version 4.7.0 of the weaviate client?","AuthClientCredentials"
"What method must you call to connect manually when you instantiate a Weaviate client directly using the WeaviateClient class?","connect()"
"What are the different types of Weaviate Agents mentioned in the reference document?","Query Agent, Transformation Agent, Personalization Agent"
"What is the persistent volume reclaim policy specified for a PV associated with Weaviate on AWS Fargate using EFS?","Delete"
"Which cloud platforms are specifically mentioned as partners in relation to Weaviate?","AWS, Google Cloud, Snowflake, Databricks"
"What is the disclaimer provided for using unreleased versions of Weaviate?","Release candidate images and other unreleased software are not supported. Unreleased software and images may contain bugs, APIs may change, and features under development may be withdrawn or modified. Do not use unreleased software in production."
"What is the driver specified for a Persistent Volume when using EFS with Weaviate on AWS Fargate?","efs.csi.aws.com"
"What is the maximum storage duration for the cookie used to estimate users' bandwidth on pages with embedded YouTube videos?","180 days"
"What is a potential consequence of using unreleased Weaviate software in production environments?","Bugs and API changes."
"Which provider uses both HTTP Cookies and IndexedDB for persistent data storage to track user interaction with embedded content?","YouTube"
"What is the purpose of necessary cookies on the Weaviate website?","Enable basic functions like page navigation and access to secure areas of the website."
"Which provider registers a unique ID to keep statistics on videos watched and what is the type of storage used?","YouTube, HTTP Cookie"
"What is the maximum storage duration for the HTTP cookie used by Google AdSense to experiment with advertisement efficiency?","3 months"
"Which cookie is specifically used for preventing cross-site request forgery on this website?","XSRF-TOKEN"
"What is the minimum version required for a Kubernetes Cluster to deploy Weaviate, and what is the current version of the Weaviate Helm chart?","Minimum Kubernetes version: 1.23  
Current Weaviate Helm chart version: 17.4.5"
"What is the primary function of the Personalization Agent in Weaviate?","Customizes outputs based on persona-specific information."
"What is the purpose of Weaviate Agents being pre-trained on Weaviate’s APIs?","To perform Weaviate-specific data tasks efficiently."
"What is the maximum storage duration for the ""ko_id"" cookie as stated in the reference document?","1 year"
"What is the pixel tracker with a session storage duration mentioned in the document?","a.png"
"What attributes are included by default when retrieving objects with the UUID in Weaviate?","UUID and all properties."
"What is a method to group query results by a specific property using Weaviate?","`group_by`"
"What function would you use to create a collection from a v3-client-style JSON object in Weaviate?","client.collections.create_from_dict()"
"Which data type is used to track user interactions with embedded content for the ""ytidb::LAST_RESULT_ENTRY_KEY""?","HTML Local Storage"
"What is the maximum storage duration for the HTTP Cookie used to estimate users' bandwidth on pages with integrated YouTube videos?","1 day"
"What is the maximum storage duration for the g2tracking HTML Local Storage?","Persistent"
"How does Weaviate’s scalable multi-tenant architecture benefit AI-driven customer service according to Samanyou Garg, CEO of Writesonic?","Maintaining fast and reliable AI-driven customer service and engagement experiences for thousands of users."
"How does the tenant management feature in Weaviate help reduce costs?","Offload tenants to cold storage to reduce costs."
"What is the replacement method for using deprecated `Get::withNearVector(Float[] vector)` in version 3.0.0 of Weaviate?","NearVectorArgument.builder().vector(new Float[]{0f, 1f, 0.8f}).certainty(0.8f).build()"
"What is the maximum storage duration for the `yt-remote-connected-devices` data type?","Persistent"
"What type of support is offered 24/7 by Weaviate?","24/7 support via email and phone escalation hotline"
"What type of storage is used for data necessary for the implementation and functionality of YouTube video-content on a website?","HTTP Cookie, IndexedDB"
"What is the maximum storage duration type for the HTML Local Storage entry that tracks user’s interaction with embedded content on YouTube videos?","Persistent"
"Which client replaced the JavaScript client on March 17, 2023, in the context of Weaviate's functionalities and development tools?","TypeScript client"
"Which version of Weaviate first supported version 3.4.x of a component in April 2022?","1.12.x"
"What is the maximum storage duration for the ""signals-sdk-user-id"" cookie?","1 year"
"What type of cookie is used to track visitors on multiple websites based on their preferences?","__tld__"
"Which cookie is used to track if a user has shown interest in specific products or events across multiple websites and facilitates the payment of referral fees?","pagead/1p-user-list/#"
"Which cookie attempts to estimate the user's bandwidth on pages with integrated YouTube videos?","VISITOR_INFO1_LIVE"
"Which tracking method has the longest maximum storage duration according to the document?","Persistent"
"How can you modify the configuration file to run an unreleased version of Weaviate using Docker?","Edit the `docker-config.yaml` to use the unreleased Docker image, for example:

```
image: cr.weaviate.io/semitechnologies/weaviate:1.23.0-rc.1
```"
"What is the maximum storage duration for the ""ytidb::LAST_RESULT_ENTRY_KEY"" used to track interaction with embedded content?","Persistent"
"What is the maximum storage duration for the ""signals-sdk-user-id"" as mentioned in the document?","1 year"
"Which cookie used by Google Analytics tracks the visitor across devices and marketing channels for a duration of 2 years?","_ga"
"Which cookie is used by Google for tracking the visitor across devices and marketing channels with a maximum storage duration of two years?","_ga"
"Which LinkedIn cookie is used to store the user's cookie consent state and has a maximum storage duration of 6 months?","li_gc"
"What is the maximum storage duration for the ""signals-sdk-user-id"" when using an HTTP Cookie?","1 year"
"What is the new syntax for using filters in weaviate version v4.4b7 when querying objects by both a property and creation time?","wvc.query.Filter.by_property(""property_name"").equal(""value"") & wvc.query.Filter.by_creation_time().greater_or_equal(datetime.datetime(year, month, day))"
"Which method for closing client connections in weaviate version v4.4b7 automatically handles the connection closure upon exiting a defined block?","Use a context manager."
"What is the maximum storage duration for the ""__Secure-ROLLOUT_TOKEN"" HTTP Cookie?","180 days"
"What is the maximum storage duration for the **iU5q-!O9@$** identifier used to register unique IDs for YouTube video statistics?","Session"
"What is the maximum storage duration for the ""_ga_#"" HTTP Cookie used by Google Analytics?","2 years"
"What is the maximum storage duration for the **NID** cookie used for targeted ads?","6 months"
"What type of storage is used for the **LogsDatabaseV2:V#||LogsRequestsStore** to track user's interaction with embedded content?","IndexedDB"
"Which type of storage is used for tracking user interaction with embedded YouTube video content for a short-term session?","HTML Local Storage"
"In Weaviate version 4, how can you specify a custom model provider configuration for a vectorizer using a different API endpoint?","Use `Configure.Vectorizer.custom()` with `module_config` including `""apiEndpoint"":""<your_custom_endpoint>""`."
"What Pythonic method in Weaviate version 4 allows iteration over all objects in a collection using the cursor API?","iterator()"
"Which type of storage is used to track user interaction with embedded content and has a persistent maximum storage duration?","ytidb::LAST_RESULT_ENTRY_KEY"
"Which purpose involves using the __tld__ HTTP cookie according to its functionality?","Track visitors on multiple websites to present relevant advertisement."
"What feature of Weaviate allows for the import and search of data in text, audio, and video formats?","Multimodality"
"What new Weaviate features were introduced with the Weaviate 1.29 release?","Multi-vector embedding support, improved keyword/hybrid searches, role-based access control, async replication going GA, new NVIDIA modules."
"What is the primary purpose of necessary cookies on Weaviate's website?","Enable basic functions like page navigation and access to secure areas."
"What are the capabilities of Weaviate's vectorization in the context of semantic searches?","Vectorization capabilities in Weaviate enable storing, indexing, and performing semantic, keyword, and hybrid searches on text data."
"Which Weaviate feature achieved a 10x improvement in keyword search speed, as discussed by André Mourão and Joon-Pil Hwang?","BlockMax WAND"
"What is the maximum storage duration for the YSC cookie used for YouTube videos?","Session"
"What is the purpose of the **VISITOR_INFO1_LIVE** cookie related to YouTube videos?","Estimate users' bandwidth on pages with integrated YouTube videos."
"What is the maximum storage duration for the ""signals-sdk-user-id"" in HTTP Cookie format?","1 year"
"What is the type of storage used for the ""pxsid"" data?","HTML Local Storage"
"What is the maximum storage duration for the **ko_id** when stored as an HTTP Cookie?","1 year"
"Which domain uses a pixel tracker with a session-based maximum storage duration?","static.scarf.sh"
"Which data storage type is used for the ""ServiceWorkerLogsDatabase#SWHealthLog"" and what is its maximum storage duration?","IndexedDB; Persistent"
"What type of cookie is used by Google AdSense to experiment with advertisement efficiency, and what is its maximum storage duration?","_gcl_au, 3 months"
"What aspect of Weaviate's functionalities makes it particularly suitable for multi-tenant applications?","Multi-tenant vector database."
"Which tracker is used specifically to measure advertisement efficiency across platforms and has a maximum storage duration of 3 months?","_gcl_au"
"Which type of tracker is used by YouTube to register a unique ID for statistics on videos viewed by the user, with a maximum storage duration of a session?","YSC"
"What is the maximum storage duration for the **VISITOR_INFO1_LIVE** cookie?","180 days"
"Which persistent storage type is used for storing YouTube video player preferences according to the document?","HTML Local Storage"
"What is used to estimate users' bandwidth on pages with integrated YouTube videos?","VISITOR_INFO1_LIVE"
"What is the primary purpose of the ""__tld__"" HTTP cookie?","Track visitors on multiple websites for relevant advertisements."
"What is the maximum storage duration for the ""signals-sdk-user-id"" HTTP cookie?","1 year"
"What is the maximum storage duration for the cookie that registers a unique ID to keep statistics of YouTube videos watched by the user?","Session"
"What is the name of the feature in Weaviate designed for personalizing user experiences, as per the provided features?","Personalization Agent"
"What is the maximum storage duration for the cookie used to estimate users' bandwidth on pages with integrated YouTube videos?","180 days"
"What is the maximum storage duration of the **yt-remote-connected-devices** preference storage type?","Persistent"
"What changes were made to the GraphQL method for specifying schema properties in the Go client version 4 compared to version 2?","`.WithFields()` changed from using a GraphQL string to a variadic function with `graphql.Field` structures. `.WithSchema()` was renamed to `.WithProperties()`."
"Which storage type is used for tracking a visitor’s interaction with embedded content via IndexedDB?","IndexedDB"
"What type of cookies does the law allow storing on your device without permission according to the privacy policy mentioned?","Strictly necessary cookies."
"How is grouping handled differently in the GraphQL client for Weaviate version 4 compared to version 2?","In version 4, grouping is handled with a builder, whereas in version 2, it used a GraphQL string."
"Which provider uses HTTP Cookies with a maximum storage duration of 180 days to estimate a user's bandwidth on pages with integrated content?","YouTube"
"What is the purpose of the **_wixAB3** cookie according to the reference?","Used by the website’s operator in context with multi-variate testing."
"Which cookie is used for Google AdSense to experiment with advertisement efficiency and has a maximum storage duration of 3 months?","_gcl_au"
"What is the primary capability of Weaviate that allows for storing and indexing text and image data to be searchable together by meaning?","Vectorization capabilities"
"Which AI capability is used in conjunction with Weaviate for retrieval augmented generation (RAG)?","Large language models."
"What is the maximum storage duration for the **PXeBumDLwe_px_nfsp** in HTML Local Storage?","Persistent"
"Which domain has HTML Local Storage items with persistent maximum storage duration like **docusaurus.announcement.id**?","weaviate.io"
"What is the maximum storage duration type used for the luma.did data?","Session"
"What type of storage is used for the data identified as PXeBumDLwe_pxtiming?","HTML Local Storage"
"What are the two operating systems that support Embedded Weaviate?","Linux and macOS"
"What is required for a Python v4 client to function with Embedded Weaviate, specifically regarding the server version?","v1.23.7 or higher."
"What is the purpose of the **_gcl_au** HTTP cookie according to its description?","Used by Google AdSense for experimenting with advertisement efficiency across websites using their services."
"What type of storage is used for keeping a record of the unique ID that tracks YouTube videos a user has seen?","HTML Local Storage"
"What capability does Weaviate use to enable the simultaneous search of text and image data by meaning?","Vectorization capabilities"
"What is the maximum number of serverless clusters an organization can have at one time in Weaviate Cloud?","Six"
"What are the advanced configuration settings available for creating a serverless cluster in Weaviate Cloud?","- Enable RBAC
- Enable auto schema generation
- Enable async indexing
- Enable async replication
- Allow all CORS origins"
"What is the maximum storage duration for the ""g2tracking"" item, and what type of storage is it?","Persistent, HTML Local Storage"
"Which site uses a pixel tracker with a maximum storage duration of a session?","static.scarf.sh"
"What functionality does Weaviate provide when combining semantic vector search with structured filtering?","Efficient combined vector and scalar searches."
"What type of scalability does Weaviate offer to accommodate varying workloads and data sizes?","Horizontal scalability"
"What is the primary purpose of using cookies on a website according to the reference document?","To make a user's experience more efficient."
"What is the date of the last update to the cookie declaration as mentioned in the reference document?","3/25/25"
"What method should be used to work with custom SSL certificates if the environment variables `GRPC_DEFAULT_SSL_ROOTS_FILE_PATH` and `SSL_CERT_FILE` are set, according to the Weaviate version 4 documentation?","Set `additional_config=AdditionalConfig(trust_env=True)`."
"What is the class name used for OIDC authentication with the Refresh Token flow in Weaviate version 4?","AuthBearerToken"
"Which specific cookie has the maximum storage duration for user tracking across devices and marketing channels?","_ga"
"Which tracking method has a session-based storage duration and is used to optimize the website and make advertisement more relevant?","collect/"
"What must be provided when contacting about consent concerning the website’s cookies?","Consent ID and date."
"What is the maximum storage duration for the cookie type associated with ""luma.native-referrer""?","Session"
"What environment variable should be set to prevent issues in a single-node Weaviate deployment when the cluster hostname changes over time?","CLUSTER_HOSTNAME"
"In Weaviate, what IP address range should the pod subnet be set to if no private IP address is found and an explicit IP is not provided?","10.0.0.0/8"
"Which module configuration key naming convention should be used when manually specifying a model provider in Weaviate for a version supporting `.custom()` methods?","camelCase"
"Which types of cookies in the document have a maximum storage duration of one day?","signals-sdk-session-id, ko_sid"
"What is stored by the **yt-remote-fast-check-period** and what is its maximum storage duration type?","Session"
"What type of cookie is used on the website to prevent cross-site request forgery?","XSRF-TOKEN"
"Which cookie is used to save a user's screen size for adjusting image sizes on the website?","hjViewportId"
"What is the maximum storage duration for the cookie labeled ""signal-sdk-user-id""?","1 year"
"What is the maximum storage duration for the HTTP Cookie used by Google AdSense to experiment with advertisement efficiency across websites?","3 months"
"Which cookie is used by Google Analytics to track visitor behavior and has a maximum storage duration of 2 years?","_ga"
"What is required by law to store cookies on a user's device without their explicit permission?","Strictly necessary for the operation of the site."
"What type of storage is specified for the ""__tld__"" identifier and for how long is the data stored?","HTTP Cookie, Session"
"What vectorizer configuration is used when creating the ""TestArticle"" collection in the Weaviate example code?","text2vec_cohere"
"What is the property data type for the ""title"" attribute in the ""TestArticle"" collection in Weaviate?","TEXT"
"What type of storage is used for the ""yt-remote-session-name"" data and what is its maximum storage duration?","HTML Local Storage, Session"
"What is the first release date of Weaviate version 1.29.x?","2025-02-17"
"Which technology uses cookies with a maximum storage duration of 6 months to identify a returning user's device for targeted advertising purposes?","pagead/1p-user-list/#"
"Which type of tracker has a maximum storage duration labeled as ""Persistent"" in the provided list?","IndexedDB"
"What is unified in the Weaviate batch delete feature to replace multiple existing filters in version 1?","`filters.WhereFilter`"
"Which type of data storage is used for tracking users' video player preferences with embedded YouTube videos for longer than a session?","HTML Local Storage"
"What advantage does Weaviate's multi-tenant vector database offer according to its users?","Seamlessly processes and searches embeddings."
"In version 4.4b7 of weaviate, which parameter was renamed from `vectorize_class_name` to `vectorize_collection_name` in the context of `Property` constructor methods?","`vectorize_collection_name`"
"What is the updated weaviate syntax for adding multi-target references, specifically using a function in version 4.4b7?","ReferenceToMulti"
"What multimodal capabilities does Weaviate provide for handling diverse data types beyond text?","Text, audio, video."
"What types of cookies from lu.ma have a ""Session"" storage duration, and what type are they classified as?","luma.did, luma.first-page, luma.native-referrer; HTTP Cookie"
"Which provider mentioned in the document uses a pixel tracker with a session storage duration?","static.scarf.sh"
"What is the type and maximum storage duration of the ""__tld__"" tracker used to track visitors for advertising purposes?","HTTP Cookie, Session"
"Which data storage type is used for storing the user's video player preferences for the key ""yt-remote-cast-available""?","HTML Local Storage"
"What is the maximum storage duration for the **VISITOR_INFO1_LIVE** cookie?","180 days"
"What significant change related to the TypeScript client occurred on 2023-03-17?","The TypeScript client replaced the JavaScript client."
"What is the maximum storage duration for the **_ga** cookie?","2 years"
"Which Weaviate version had its initial release date on July 13, 2021?","1.5.x"
"What is the maximum storage duration for the cookie used to estimate users' bandwidth on pages with integrated YouTube videos?","180 days"
"Which cookie in the reference list is used to register statistics of YouTube videos watched by a user, and what is its type?","YSC; HTTP Cookie"
"Which cookie is used to estimate user bandwidth on pages with integrated YouTube videos and what is its maximum storage duration?","VISITOR_INFO1_LIVE; 180 days"
"Which method is used to store user preferences for video players with embedded YouTube videos, and what is its storage duration?","yt-remote-connected-devices, Persistent"
"What feature of Weaviate supports efficient retrieval by combining vector searches with structured filtering?","Combine vector and scalar search."
"What is the maximum storage duration for the signal-sdk-user-id cookie from cdn.cr-relay.com?","1 year"
"What is the type and maximum storage duration of the g2tracking cookie from tracking-api.g2.com?","Persistent, HTML Local Storage"
"What is the maximum storage duration for the __ptq.gif tracker used by Hubspot?","Session"
"What type of storage has a persistent duration for tracking YouTube video player preferences?","IndexedDB"
"What is the maximum storage duration type for ""PXeBumDLwe_pxtiming"" in HTML Local Storage?","Persistent"
"What type of storage is used for ""docusaurus.announcement.id"" and what is its maximum storage duration?","HTML Local Storage, Persistent"
"What is the maximum storage duration for the ""docusaurus.announcement.dismiss"" entry from weaviate.io, and what type of storage does it use?","Persistent; HTML Local Storage"
"What is the stated maximum storage duration for the ""g2tracking"" item from tracking-api.g2.com, and what type of storage is used?","Persistent; HTML Local Storage"
"What newly introduced suite in Weaviate is designed to simplify data orchestration and accelerate generative AI development?","Weaviate Agents"
"What type of local storage is used for the persistent storage of the **ko_id** in the domain cdn.getkoala.com4?","HTML Local Storage"
"What is the maximum storage duration for the **PXeBumDLwe_px_hvd** on embeds.beehiiv.com6?","Persistent"
"What is the purpose of the `yt-remote-session-name` HTML Local Storage item?","Stores the user's video player preferences using embedded YouTube video."
"What Weaviate core version corresponds to the Python client library version 4.12.x?","1.30.x"
"What method should be used for OIDC authentication with the Refresh Token flow in Weaviate v4?","AuthBearerToken"
"What configuration is required when using self-signed SSL certificates with the Weaviate client in version 4?","Set the environment variables `GRPC_DEFAULT_SSL_ROOTS_FILE_PATH` and `SSL_CERT_FILE` to the path of the certificate file, and at instantiation, set `additional_config=AdditionalConfig(trust_env=True)`."
"What is the type of storage used for **docusaurus.announcement.dismiss** as mentioned in the reference?","HTML Local Storage"
"Which domain has a storage type of HTML Local Storage with a persistent maximum storage duration in the reference document?","weaviate.io"
"What is the maximum storage duration for the cookie used to estimate users' bandwidth on pages with integrated YouTube videos?","180 days"
"What happens to the Embedded Weaviate instance when a Jupyter notebook is no longer active?","The Embedded Weaviate instance exits."
"What is the primary requirement for the Python client version 4 to properly function with an Embedded Weaviate instance on macOS?","Server version v1.23.7 or higher."
"What is the maximum storage duration for the **signals-sdk-session-id** cookie from cdn.cr-relay.com?","1 day"
"In the updated weaviate v4.4b7, what is the function used for adding multi-target references?","ReferenceToMulti"
"In weaviate v4.4b7, what parameter has been renamed to `vectorize_collection_name` in the `Property` constructor method?","vectorize_class_name"
"What is the maximum storage duration for the ""signals-sdk-user-id"" cookie from cdn.cr-relay.com?","1 year"
"Which provider has cookies associated with the ""PXeBumDLwe_px_hvd"" stored persistently in HTML Local Storage?","embeds.beehiiv.com"
"What is the maximum storage duration for the `signals-sdk-user-id` cookie, and what type is it?","1 year; HTTP Cookie"
"Which embedded service uses the `__tld__` cookie to track visitors for targeted advertising, and what type of storage does it utilize?","cdn.getkoala.com, HTTP Cookie"
"What is the minimum Weaviate server version required to support Python client version 4?","v1.23.7"
"What platforms are supported for running an Embedded Weaviate instance?","Linux and macOS"
"Which cookie is used to ensure visitor browsing-security by preventing cross-site request forgery?","XSRF-TOKEN"
"What type of cloud option does Weaviate provide that allows the use of a customer's own infrastructure?","Bring Your Own Cloud"
"What is the server-based development environment supported by the TypeScript client version 3?","Node.js"
"What type of storage is used for the `VISITOR_INFO1_LIVE` data, and what is its maximum duration?","HTTP Cookie, 180 days"
"What type of storage duration is associated with the ""docusaurus.announcement.id""?","Persistent"
"What algorithm is used in Weaviate's vector indexing architecture?","HNSW algorithm"
"What class should be used for OIDC authentication with the Refresh Token flow in Weaviate v4?","AuthBearerToken"
"What action should you take if you want to change or withdraw your consent regarding cookie usage on a website, according to the document?","Change or withdraw your consent from the Cookie Declaration on the website."
"What is the maximum storage duration for the YSC cookie used to register unique IDs for YouTube video statistics?","Session"
"What is the maximum storage duration type for the cookie ""g2tracking""?","Persistent"
"What key algorithmic technique does Weaviate use to ensure efficient near-realtime database operations and scalability?","HNSW algorithm"
"Which cookie is used by the website to ensure visitor browsing-security by preventing cross-site request forgery?","XSRF-TOKEN"
"What type of cookies require user consent for storage under the law mentioned in the context provided?","All types of cookies except those strictly necessary for the operation of the site."
"What should you state when contacting regarding your cookie consent, according to the reference document?","Your consent ID and date."
"Which Weaviate Agent is specifically designed for tailoring user experiences and interactions?","Personalization Agent"
"Which Weaviate deployment option allows users to provide their own cloud infrastructure?","Bring Your Own Cloud"
"Which cloud platforms are mentioned as partners of Weaviate for deployment purposes?","AWS, Google Cloud, Snowflake, Databricks"
"Which type of cloud deployment does Weaviate offer that allows customers to use their own cloud resources?","Bring Your Own Cloud"
"What context manager method in the latest Weaviate version allows batching with a specified speed to avoid third-party API rate limits?","client.batch.rate_limit()"
"Which cookie is used to register a unique ID that identifies a returning user's device for targeted ads, and what is its maximum storage duration?","NID; 6 months"
"If the cluster hostname changes over time, what specific environment variable should be set in the `values.yaml` file for a single-node Weaviate deployment?","CLUSTER_HOSTNAME"
"What type of storage duration is assigned to the ""docusaurus.announcement.dismiss"" in the HTML Local Storage?","Persistent"
"What is the purpose of the _px3 cookie in the context with the website's BotManager?","Used in context with the website's BotManager to detect, categorize, and compile reports on potential bots accessing the website."
"What is the maximum storage duration type for ""g2tracking"" in the platform described?","Persistent"
"What type of storage is used for storing the `g2tracking` data and what is its maximum storage duration?","HTML Local Storage, Persistent"
"What is the maximum storage duration for the cookie named ""ko_sid"" from cdn.getkoala.com?","1 day"
"What is the maximum storage duration for the **_ga** cookie used by Google Analytics?","2 years"
"What marketing cookie registers a unique ID used for targeted ads, with a maximum storage duration of six months?","NID"
"What is the function used in the v4 client to add cross-references to a new object during creation?","`reference_add`"
"Which cookie in the list attempts to estimate a user's bandwidth for pages with integrated YouTube videos?","VISITOR_INFO1_LIVE"
"What parameter allows setting the amount of time a Weaviate client waits for a query in version v4?","Timeout(query=60)"
"What is the primary purpose of the __tld__ cookie as described?","Track visitors on multiple websites for relevant advertising."
"What is the maximum storage duration type for the tracking-api.g2.com pixel tracker?","Session"
"What syntax must be followed when specifying custom model provider configurations in Weaviate?","Use the `.custom()` methods with camelCase keys for `module_config`."
"Which type of storage is used for the cookie named ""yt-remote-fast-check-period""?","HTML Local Storage"
"What function replaces the deprecated `WhereArgBuilder` in Weaviate's updated syntax?","filters.Where()"
"What configuration file is required to run a release candidate version of Weaviate using Docker?","docker-config.yaml"
"What is the maximum storage duration for the **g2tracking** item, and what type of storage is it associated with?","Persistent; HTML Local Storage"
"What is the new name for the `FromReference` class in Weaviate?","QueryReference"
"What is the maximum storage duration for the YouTube cookie that estimates users' bandwidth on pages with integrated videos?","180 days"
"What is the maximum storage duration for the _ga HTTP Cookie?","2 years"
"What replaced the JavaScript client for Weaviate on March 17, 2023?","TypeScript client"
"What is the maximum storage duration for the HTTP Cookie registered under ""VISITOR_INFO1_LIVE""?","180 days"
"What type of cookie is used by Hubspot to determine if the cookie data needs to be updated in the visitor's browser?","__hssc"
"What programming languages are shown in the Weaviate code examples for retrieving a schema, according to the v3 version of the client libraries?","Python, JS/TS, Java, Go"
"What is the type and maximum storage duration of the cookie named **g2tracking** in the context of Weaviate as mentioned in the document?","HTML Local Storage, Persistent"
"What is the maximum storage duration for the cookie used by Google AdSense to experiment with advertisement efficiency?","3 months"
"What is the maximum storage duration for the **signals-sdk-user-id** cookie?","1 year"
"What is the maximum storage duration for the ""VISITOR_INFO1_LIVE"" cookie used on pages with integrated YouTube videos?","180 days"
"How can you configure a collection in the Weaviate client to skip input argument validation?","`skip_argument_validation=True`"
"Which HTTP Cookie is used to estimate users' bandwidth for YouTube videos and has a storage duration of 180 days?","VISITOR_INFO1_LIVE"
"What is the maximum storage duration type used for Weaviate as specified in the HTML Local Storage settings?","Persistent"
"In Weaviate version 3.0.0, what replaced the `Get::withNearVector` method that accepted a simple Float array as an argument?","NearVectorArgument"
"What type of storage is used for storing the user's video player preferences for the key ""yt-remote-session-app""?","HTML Local Storage"
"Which cookie is used by Google AdSense to experiment with advertisement efficiency across websites, and what is its maximum storage duration?","_gcl_au, 3 months"
"What type of storage is used for the cookie with the name **_gcl_ls** and what is its maximum storage duration?","HTML Local Storage, Persistent"
"What is the purpose of Agentic AI within enterprise solutions?","To automate processes, enhance efficiency, and drive ROI by enabling intelligent, context-aware AI agents to make decisions and adapt."
"What is a key advantage of Weaviate’s Enterprise Cloud solution compared to self-managed databases?","Fully managed service with dedicated resources."
"What type of storage is used for tracking the user's video player preferences in relation to embedded YouTube videos?","HTML Local Storage"
"What is the primary benefit of integrating Retrieval Augmented Generation (RAG) with Weaviate's vector database in AI applications?","Scalability and high performance with timely data retrieval."
"Which cookie is used to ensure visitor browsing-security by preventing cross-site request forgery, and what is its maximum storage duration?","XSRF-TOKEN, Session"
"Which provider uses the cookie 'bcookie' to detect spam and improve website security?","LinkedIn"
"Which cloud deployment approach for Weaviate allows users to utilize their own cloud provider infrastructure?","Bring Your Own Cloud"
"What is the maximum storage duration for the `YSC` HTTP Cookie used to register a unique ID for tracking YouTube video statistics?","Session"
"What type of Weaviate Cloud cluster is free but not scalable and expires after 14 days?","Sandbox clusters"
"Which HTTP Cookie is used to estimate user bandwidth on pages with integrated YouTube videos, and what is its maximum storage duration?","VISITOR_INFO1_LIVE, 180 days"
"What feature of Weaviate is considered a ""game changer"" for multi-tenancy according to Juraj Bezdek?","Multi-tenancy"
"What is the purpose of vector compression in Weaviate Version 4?","Reduce memory requirements or improve retrieval speeds."
"Which benefit mentioned for Weaviate Heroes includes interaction with key personnel like Weaviators?","Internal roundtables with Weaviators"
"What is the maximum storage duration for the _ga cookie used for Google Analytics?","2 years"
"What requirement does the BYOC vector database solution fulfill according to Lior Harel, CTO & Co-Founder of Staircase.ai?","""Keeping our workflows within our own environment was a requirement for us."""
"What is the maximum storage duration for the cookie used by Google Analytics to track visitor behavior across devices and marketing channels?","2 years"
"What interface does Weaviate use to retrieve data from its instance, according to the reference?","GraphQL interface"
"What is the maximum storage duration for the ""_hjSessionUser_#"" statistic cookie utilized by Hotjar?","1 year"
"Which Weaviate class is used to configure model provider integrations like ""Vectorizer"" or ""Reranker""?","Configure"
"What is the maximum storage duration for the ""signals-sdk-user-id"" HTTP Cookie?","1 year"
"What is the minimum response time for a Severity 1 issue under the Business Critical SLA tier for Weaviate's serverless vector database?","1h (24/7)"
"What is the maximum storage duration for ""docusaurus.announcement.dismiss"" according to the reference document?","Persistent"
"What type of storage is used for the consent stored by ""g2tracking""?","HTML Local Storage"
"What is the type of tracker used by ""a.png""?","Pixel Tracker"
"What is the revised argument name in Weaviate version 4.4b9 for `Filter.by_property`, and what was its previous name?","name, prop"
"What is the specific purpose of the `rc::a` cookie in terms of distinguishing between website visitors?","Distinguish between humans and bots."
"What is required by law to store cookies on a user's device without permission?","Strictly necessary for the operation of the site."
"What identifier should you provide when contacting regarding cookie consent?","Consent ID and date"
"What is the purpose of the Verba project mentioned in Weaviate's demos?","Retrieval Augmented Generation (RAG) assistant for customizable search experiences."
"Which cookie is used on the website to prevent cross-site request forgery?","XSRF-TOKEN"
"What is the maximum storage duration of the '_hjSessionUser_#' cookie and what is its primary purpose?","1 year; collects statistics on the visitor's visits to the website."
"Which cookie is used by the website to store the user's cookie consent state for the current domain?","CookieConsent"
"Which cookie is used by LinkedIn to store the user's cookie consent state for a maximum of six months?","li_gc"
"Which cookie is used by Google AdSense for experimenting with advertisement efficiency, and what is its maximum storage duration?","_gcl_au; 3 months"
"What is the maximum storage duration for the **_hjSessionUser_#** cookie provided by Hotjar?","1 year"
"Which cookie type uses a persistent storage duration to distinguish between humans and bots, and is related to Google's services?","rc::a"
"Which cookie is used to ensure visitor browsing-security by preventing cross-site request forgery?","XSRF-TOKEN"
"What is the primary method used by Weaviate to organize and search data?","Vector database"
"What is a key benefit of working at Weaviate related to job location and work schedule?","Flexible remote work"
"Which cookie is described as essential for website security by preventing cross-site request forgery?","XSRF-TOKEN"
"What is the maximum storage duration for the rc::a cookie used to distinguish between humans and bots?","Persistent"
"What is the maximum storage duration for the Google Analytics cookie labeled **_ga**?","2 years"
"What is the value emphasized by Weaviate that promotes sharing knowledge and being open to new perspectives?","Encourage transparency"
"Which value at Weaviate highlights the importance of teamwork and supporting each other?","Work together as one"
"Which type of storage duration is specified for the ""PXeBumDLwe_px_hvd"" HTML Local Storage item?","Persistent"
"What is the maximum storage duration for the ""luma.did"" HTTP Cookie?","Session"
"What replaced the deprecated WhereArgBuilder for filtering in Weaviate's GraphQL queries as per the latest updates?","filters.Where()"
"What is the role of the refresh token in OIDC authentication for the Weaviate Go client, version 4?","To obtain a new set of tokens when the access token expires."
"Which HTTP cookie used by Google Analytics has the longest maximum storage duration for marketing purposes?","_ga"
"What is the primary purpose of the cookie labeled '__tld__' in terms of user data tracking and advertisement?","To track visitors on multiple websites for relevant advertisement based on visitor preferences."
"What is the maximum storage duration of the cookie used to track user interactions with embedded YouTube content?","Persistent"
"What is the primary focus of the Weaviate Hero Program in fostering community engagement?","Community engagement and support."
"What is the maximum storage duration type for the cookie labeled ""g2tracking""?","Persistent"
"What type of storage is used to track YouTube video player preferences and what is its storage duration classification?","HTML Local Storage; Session and Persistent."
"What is the maximum storage duration for the _pxttld cookie from embeds.beehiiv.com?","Session"
"What version of the Python client requires the Weaviate server to be version 1.23.7 or higher?","Python client v4"
"What is the maximum storage duration for the cookie ""VISITOR_INFO1_LIVE""?","180 days"
"What must be stated when contacting about consent regarding cookie usage?","Consent ID and date."
"Which provider uses the cookie named ""__ptq.gif"" to track visitor behavior across devices and marketing channels?","HubSpot"
"What is the name of the program in which Weaviate encourages community engagement through forums and Slack?","Weaviate Hero Program"
"Which marketing cookie is used by Google AdSense for experimenting with advertisement efficiency across websites?","_gcl_au"
"What cookie is essential for ensuring visitor browsing-security by preventing cross-site request forgery?","XSRF-TOKEN"
"What is the maximum storage duration for the cookie used by Google AdSense for experimenting with advertisement efficiency?","3 months"
"Which cookie is used to distinguish between humans and bots, with a maximum storage duration of one day?","__cf_bm"
"What indexing mechanism does Weaviate use to connect data objects in a vector space, and is this specific to a certain version or feature?","HNSW multilayered graph."
"What upcoming agents are mentioned in the Weaviate release?","Transformation and Personalization Agents"
"Which cookie has a maximum storage duration of 180 days and is used to set a unique ID for session tracking in visitor behavior analysis?","__hstc"
"Which cookie used by Google Analytics tracks the visitor across devices and marketing channels for up to 2 years?","_ga"
"What is the maximum storage duration for the Google Analytics cookie labeled ""_ga""?","2 years"
"What are the primary types of cloud deployments mentioned for Weaviate?","Weaviate Cloud, Serverless Cloud, Enterprise Cloud, Bring Your Own Cloud"
"What is the purpose of the **rc::a** cookie mentioned in the document?","Distinguish between humans and bots."
"Which type of data storage has a maximum storage duration described as ""Persistent"" and applies to the key ""docusaurus.announcement.id""?","HTML Local Storage"
"What type of cookie is used by Google AdSense to experiment with advertisement efficiency and has a maximum storage duration of 3 months?","_gcl_au"
"What advantage does Weaviate's BYOC vector database offer concerning container security?","Images are scanned against known vulnerability databases before deployment."
"What consent-related information must be provided when contacting the company according to their cookie policy?","Consent ID and date."
"What is the function of cookies that are deemed strictly necessary according to the reference document?","Operation of the site."
"What is the type and maximum storage duration of the cookie used by Google Analytics to track visitor behavior across devices?","HTTP Cookie, 2 years"
"Which cookie is used by ""client.px-cloud.net"" to compile reports on potential bots on the website?","_px3"
"Which cookie specifically ensures visitor browsing-security by preventing cross-site request forgery?","XSRF-TOKEN"
"What new keyword should be used during collection creation to provide generics instead of 'data_model' in the updated Weaviate v4.4b7 syntax?","data_model_properties"
"What is the maximum storage duration for the ""signals-sdk-user-id"" according to the reference document?","1 year"
"What specific security measure does Weaviate's BYOC vector database implement to protect data during transit?","Data encryption using TLS for data in transit."
"What technique does Weaviate use to maintain system stability during updates?","Progressive rollout strategies."
"Which provider is associated with tracking visitors on multiple websites to present relevant advertising based on visitor preferences?","cdn.getkoala.com"
"In Weaviate, which method would you use to prevent hitting third-party vectorization API rate limits during a batch import?","rate_limit"
"Which types of agents does Weaviate offer under its product suite?","Query Agent, Transformation Agent, Personalization Agent"
"What type of local storage is used with a persistent maximum storage duration for the item ""weaviate.io2""?","HTML Local Storage"
"What is the maximum storage duration for the ""docusaurus.announcement.dismiss"" data type listed in the document?","Persistent"
"What should you retrieve before starting a new batch import block to ensure previous errors are not lost in Weaviate?","`batch.failed_objects` and `batch.failed_references`"
"What is the maximum storage duration for the ""luma.first-page"" HTTP Cookie?","Session"
"What type of storage is used for ""g2tracking"" and how long is its maximum storage duration?","HTML Local Storage, Persistent"
"What is the maximum storage duration type mentioned for docusaurus announcements in HTML Local Storage?","Persistent"
"What is the maximum storage duration for the Hubspot cookie that sets a unique ID for the session to obtain data on visitor behavior for statistical purposes?","180 days"
"What is the maximum storage duration type for cookies used by the domain ""static.scarf.sh""?","Session"
"What is the maximum storage duration for the ""luma.first-page"" cookie?","Session"
"What is the type of storage for the ""g2tracking"" data?","HTML Local Storage"
"Which type of cookie is essential for preventing cross-site request forgery and is classified as a ""Necessary"" cookie?","XSRF-TOKEN"
"In Weaviate's offerings, which solutions are mentioned as being associated with optimizing cost-performance and infrastructure?","Cost-Performance Optimization, Infrastructure Optimization"
"What is the default port used for Weaviate server requests in Python Client v4?","8079"
"What should be added to the `docker-config.yaml` file to run a release candidate version of Weaviate?","image: cr.weaviate.io/semitechnologies/weaviate:1.23.0-rc.1"
"What is the default hostname used for the Weaviate server in Python Client v4?","127.0.0.1"
"What is the maximum storage duration for the YouTube cookie VISITOR_INFO1_LIVE?","180 days"
"Which Weaviate offering allows for the deployment of cloud infrastructure using external cloud providers like AWS, Google, Snowflake, and Databricks?","Bring Your Own Cloud"
"What aspect of Weaviate's functionality is described as a ""game changer"" by Juraj Bezdek?","Multi-tenancy"
"Which cookie is used by Hubspot to identify if the cookie data needs to be updated in the visitor's browser?","__hssc"
"What deployment option for Weaviate offers a serverless infrastructure managed by Weaviate and the possibility for zero-downtime updates?","Weaviate Cloud"
"Which type of storage is used for cookies that have persistent maximum storage duration related to YouTube's video player preferences?","HTML Local Storage"
"What is described as allowing businesses of all sizes to build AI apps quickly with Weaviate's features and tools?","Weaviate's developer tools, end-to-end functionality as a vector store, and rock-solid stability and performance."
"What marketing cookie determines which products a user has viewed to promote related products?","elfsight_viewed_recently"
"What is the maximum storage duration for the Google Analytics cookie named ""_ga""?","2 years"
"What is the maximum storage duration for cookies that store data using the HTTP Cookie session type for the domain associated with static.scarf.sh?","Session"
"Which cloud providers are listed as partners for the company in the reference document?","AWS, Google, Snowflake, Databricks"
"What is the maximum storage duration for data stored using HTML Local Storage for the domain associated with weaviate.io?","Persistent"
"How does the value of ""Inspire trust"" at Weaviate provide employees with opportunities for personal and professional growth?","By inspiring trust, employees are given the freedom to explore new technologies and choose their work environment, which in turn offers them multiple opportunities to expand their skill set and determine their own path for personal and professional growth."
"What are the three types of Weaviate Agents mentioned in the document?","Query Agent, Transformation Agent, Personalization Agent"
"What types of cookies can be stored on a user’s device without their permission according to the document?","Strictly necessary cookies."
"What is the maximum storage duration of the **_hjSessionUser_#** cookie used by Hotjar?","1 year"
"What is the maximum storage duration for the **_ga** cookie used by Google Analytics?","2 years"
"Which cookie is used to distinguish between humans and bots and has a storage duration of 1 year?","cf_clearance"
"What is the type of storage used by the **rc::a** cookie?","HTML Local Storage"
"What milestone does Weaviate celebrate in July 2023?","Weaviate celebrates a fourth birthday."
"Who is the Developer Growth Intern at Weaviate in May 2024?","Ajit Mistry"
"What operator is used for filtering by geographical range within the Weaviate Java client?","Operator.WithinGeoRange"
"What is the operator used to combine multiple filters in the Weaviate Java client version provided?","Operator.And"
"What type of storage does Hotjar use for the hjActiveViewportIds data?","HTML Local Storage"
"What parameter can you set to `True` when instantiating a Weaviate collection to improve performance by disabling input argument validation?","skip_argument_validation"
"What is the maximum number of serverless clusters an organization can have simultaneously on Weaviate Cloud?","6"
"What parameter is used in Weaviate v4 client helper functions to include API keys for external services?","headers"
"What environment variable should be used for the Weaviate Cloud URL when instantiating a client using the connection helper function?","WEAVIATE_URL"
"Which cookie is registered to track devices for targeted ads and has a maximum storage duration of 6 months?","NID"
"What type of storage is used for tracking user interaction with embedded content on YouTube that is labeled as ""Persistent""?","IndexedDB"
"What is the default scope used by the Weaviate OIDC client for obtaining refresh tokens?","offline_access"
"What company utilized Weaviate's Corpus API to build powerful, low latency search engines quickly?","Morningstar"
"What type of storage is used for the ""static.scarf.sh1"" session resource?","HTTP Cookie"
"What is the maximum storage duration type assigned to ""weaviate.io2""?","Persistent"
"What type of cookie has a maximum storage duration classified as “Persistent” and utilizes HTML Local Storage?","lu.ma3"
"What registers a unique ID to keep statistics of the videos a user has seen, and what is its maximum storage duration?","YSC; Session"
"What options are provided for users to manage their consent regarding cookies on the website?","Deny, Allow selection, Customize, Allow all"
"Which cookie is necessary for the functionality of YouTube video content on a website and has a session-based maximum storage duration?","remote_sid"
"What is the maximum storage duration for cookies set by ""tracking-api.g2.com""?","Persistent"
"What is the specific functionality provided by the RicAI project within the Weaviate showcases?","Autonomous AI Agent for automating software testing, generating test cases, and performing various tests."
"Which cookie ensures the security of a website by preventing cross-site request forgery?","XSRF-TOKEN"
"What gRPC port must be open for the Weaviate Python client (v4) to communicate with the Weaviate server?","50051"
"What project utilizes a combination of AI, Weaviate, and the Notion API to create personalized study schedules?","StudySensei"
"How can you enable local models such as `text2vec-transformers` in Weaviate's Helm chart version 17.0.1?","Set the `enabled` flag for `text2vec-transformers` to `true` in the `values.yaml` file."
"What is the required configuration change to enable external access to the gRPC API using the LoadBalancer type in Weaviate's Helm chart version 17.0.0 or higher?","Edit `values.yaml`: Set `grpcService.enabled` to `true` and `grpcService.type` to `LoadBalancer`."
"Which exception is raised by the Weaviate client library when attempting operations on a closed client?","weaviate.exceptions.WeaviateClosedClientError"
"What type of storage is used for storing Docusaurus announcement data?","HTML Local Storage"
"What parameter can be set to `True` to disable input argument validation when instantiating a collection object in the Weaviate client?","skip_argument_validation"
"What is the primary purpose of the rc::a cookie as described?","Distinguish between humans and bots."
"Which entity currently owns copyright for Weaviate documentation built with Docusaurus in 2025?","Weaviate, B.V."
"What is the maximum storage duration for the Hubspot cookie that identifies if the cookie data needs to be updated in the visitor's browser?","1 day"
"What capabilities does Weaviate provide to search text and image data together by meaning?","Vectorization capabilities."
"What is Weaviate's approach to assessing cultural fit during their interview process?","Discussion about working style and preferences with the People & Culture team."
"What are the topic tags associated with the issue of ""AZURE OPEN AI vectorizer not working"" discussed in the Weaviate forum?","python, technical, bug"
"Which provider uses the cookie ""bcookie"" for detecting spam and improving website security?","LinkedIn"
"Which cookie is used by Google AdSense to experiment with advertisement efficiency and what is its maximum storage duration?","_gcl_au, 3 months"
"What is the primary purpose of the cookie ""__cf_bm""?","Distinguish between humans and bots."
"What are the names of the platforms listed as Weaviate’s partners?","AWS, Google, Snowflake, Databricks"
"What is the primary function of the ""VISITOR_INFO1_LIVE"" HTTP Cookie related to YouTube videos?","Estimate users' bandwidth on pages with integrated YouTube videos."
"What environment variables need to be set for using self-signed SSL certificates with the Weaviate Python client (v3 style)?","GRPC_DEFAULT_SSL_ROOTS_FILE_PATH, SSL_CERT_FILE"
"What is the function used to connect to a Weaviate instance using an embedded connection method?","weaviate.connect_to_embedded()"
"What type of storage is used for the `a.png` tracker, and what is its maximum storage duration?","Pixel Tracker; Session"
"Which venture led the $50 million investment in the AI startup Weaviate in April 2023?","Index Ventures"
"What provisioner can lead to file corruptions when using Azure with Weaviate?","file.csi.azure.com"
"What is the maximum storage duration for the ""signals-sdk-user-id"" cookie mentioned in the document?","1 year"
"What is the maximum storage duration for the docusaurus.announcement.dismiss in HTML Local Storage?","Persistent"
"What is the role of vector indexes in Weaviate as described in the Python client (v4) courses?","Key components for vector search."
"What Weaviate Go Client version introduced API key authentication?","4.7.0"
"When authenticating with the Weaviate Go client using the OIDC Resource Owner Password Flow, what is the default scope used?","offline_access"
"What is the role of large language models in augmenting and transforming retrieved multimodal data in Weaviate version 3?","To augment and transform retrieved multimodal data."
"How does Weaviate's design specifically cater to the demands of vector data in Retrieval Augmented Generation applications?","Scalability and performance for vector data."
"What is the primary difference in pricing between Weaviate's serverless SaaS deployment and its BYOC (Bring Your Own Cloud) option?","Serverless SaaS pricing is based on storage and compute consumption, while BYOC pricing is based on CPU and RAM utilization."
"Which cookie is essential for preventing cross-site request forgery to ensure visitor browsing security?","XSRF-TOKEN"
"What is the maximum storage duration for the cookie named ""signals-sdk-user-id""?","1 year"
"What is the primary purpose of the cf_clearance cookie?","Distinguish between humans and bots."
"Which provider's HTTP Cookie is used to distinguish between humans and bots for a duration of one year?","beehiiv.com"
"Which cookie is used by Google AdSense for experimenting with advertisement efficiency and has a maximum storage duration of 3 months?","_gcl_au"
"Which type of cookie is used to ensure visitor browsing security by preventing cross-site request forgery?","XSRF-TOKEN"
"Which cookie type is essential for preventing cross-site request forgery?","XSRF-TOKEN"
"What is the maximum storage duration for the cookie used to save the user's screen size to adjust website images?","Session"
"What type of cookie is used by LinkedIn to detect spam and improve security?","bcookie"
"What is the primary method for importing text data in a Weaviate vector database?","Batch imports"
"What is the maximum storage duration of the cookie used to send data to Google Analytics about the visitor's device and behavior?","2 years"
"What kind of Service Level Agreements are mentioned in Weaviate's offerings?","Professional or Business Critical SLAs"
"What is the maximum storage duration for the ""docusaurus.announcement.dismiss"" entry as detailed for the Weaviate domain?","Persistent"
"What is the storage duration type for “yt-remote-connected-devices”?","Persistent"
"What category includes tools for monitoring and analyzing generative AI workflows?","Operations"
"What is the maximum storage duration for the cookie named ""g2tracking""?","Persistent"
"What Weaviate server version is required for compatibility with the Python client `v4`?","1.23.7 or higher"
"What is required to store cookies on a user's device if they are not strictly necessary for a website's operation?","User's permission"
"What is the primary function of the Personalization Agent as described for Weaviate?","Customizes outputs based on persona-specific information."
"What type of searches can be performed in Weaviate using text data, according to the ""101T Work with: Text data"" section, and specify the methods mentioned for each type?","Semantic search with near text functions, keyword search, hybrid search."
"Which type of storage is used for tracking user interactions with embedded content as indicated by ""YtIdbMeta#databases""?","IndexedDB"
"What is the maximum storage duration for the ""PXeBumDLwe_px_nfsp"" in HTML Local Storage?","Persistent"
"What is the primary function of Weaviate's retrieval augmented generation (RAG) capabilities in multimodal data applications?","To generate outputs based on the retrieved objects."
"Which category within Weaviate’s integration ecosystem is specifically designed for applications dealing with tools for monitoring and analyzing generative AI workflows?","Operations"
"Which cookie in the reference document has a maximum storage duration of 1 year and uses the HTTP Cookie type?","signals-sdk-user-id"
"What is the primary purpose of the ""__hstc"" cookie as mentioned in the document?","Sets a unique ID for the session to obtain data on visitor behavior for statistical purposes."
"What is one of the locations mentioned for company trips at Weaviate?","Italy"
"What feature of Weaviate enables it to act as long-term memory for conversational data in applications like Engage AI?","Storing and retrieving conversational data."
"Which section of the platform focuses on enhancing performance while managing costs?","Cost Performance Optimization"
"What is the maximum storage duration for the Google Analytics cookie identified as “_ga”?","2 years"
"Which specific type of cookie requires user permission to be stored on a device according to the document?","All other types of cookies (except those strictly necessary for the operation of the site)."
"What is the function of the `references` parameter when creating cross-references in Weaviate data insertion?","To specify cross-references in data objects."
"What is the maximum storage duration for the ""pxsid"" used in advertising optimization?","Session"
"What is the maximum storage duration for the session cookies used by lu.ma?","Session"
"What feature of Weaviate allows it to combine both vector and scalar searches for efficient data retrieval?","Combining vector and scalar search."
"What is the maximum storage duration for the cookie type used to track visitors and present relevant advertisements?","1 year"
"Which type of cookie at ""embeds.beehiiv.com"" has a maximum storage duration of ""Persistent"" and what is its corresponding type?","PXeBumDLwe_px_hvd, HTML Local Storage"
"Which cookie in the document is used to ensure visitor browsing-security by preventing cross-site request forgery?","XSRF-TOKEN"
"Which provider uses a pixel tracker to send data about visitor behavior to a marketing platform?","Hubspot"
"What version of the TypeScript client replaced the JavaScript client in Weaviate, and from what date is the JavaScript client no longer supported?","TypeScript client v3; 2023-03-17."
"Which cookie is used to register a unique ID for YouTube video statistics?","YSC"
"Which provider uses HTML Local Storage for storing the user's video player preferences with embedded video content?","YouTube"
"Which section of Weaviate documentation provides information about its engagement programs like events, webinars, and the Weaviate Hero Program?","Engage"
"What programming languages are supported by the Weaviate client libraries for retrieving collection definitions?","Python, JavaScript/TypeScript, Java, Go"
"What is the maximum storage duration for HTML Local Storage on the g2tracking service?","Persistent"
"What type of storage does YouTube use to track user interaction with embedded content that has a persistent duration?","IndexedDB"
"What is the minimum Weaviate server version required for compatibility with the Python `v4` client?","1.23.7"
"What Python version is required for the development and testing of the Weaviate Python client `v4`?","Python 3.8+"
"What are the primary use cases highlighted for Weaviate, focusing on its AI capabilities?","RAG, Hybrid Search, Agentic AI, Cost Performance Optimization"
"What does the law require for storing cookies that are not strictly necessary for the operation of a website?","User permission"
"Which HTTP Cookie used by YouTube tries to estimate the users' bandwidth on pages with integrated videos?","VISITOR_INFO1_LIVE"
"What type of storage duration is associated with the pending status of ""docusaurus.announcement.id""?","Persistent"
"What is the maximum storage duration for the ""signals-sdk-user-id"" cookie, and what type of storage does it use?","1 year, HTTP Cookie"
"What is the scope used by default in the OIDC username and password flow to obtain a refresh token in Weaviate's Java client?","offline_access"
"Which provider uses a pixel tracker named ""__ptq.gif"" to collect data about the visitor's device and behavior?","Hubspot"
"Which cookie is used by Google to track visitor behavior across devices and marketing channels over a maximum storage duration of two years?","_ga"
"Which type of storage is used for tracking user's video player preferences using embedded YouTube videos?","HTML Local Storage"
"What underpins the pricing model for Weaviate's Bring Your Own Cloud solution?","Pricing is based on CPU and RAM utilization."
"What deployment option is recommended for conveniently launching Weaviate directly from Python or JS/TS?","Embedded Weaviate"
"Which version of the Weaviate Java client introduced API key authentication?","4.0.2"
"Which cookie has the longest storage duration and is used to send data to Google Analytics about the visitor's device and behavior?","_ga"
"Which type of data storage does the reference document specify as having a ""Persistent"" maximum storage duration?","HTML Local Storage"
"Which cookie is used by Google AdSense for experimenting with advertisement efficiency across websites and has a storage duration of 3 months?","_gcl_au"
"What type of vector index in Weaviate automatically switches from a flat index to an HNSW index when the number of vectors exceeds a certain threshold?","dynamic"
"What is the main function of the Weaviate Personalization Agent according to the described Weaviate functionalities?","To dynamically recommend or re-rank results based on user behavior and preferences."
"What is the primary indexing mechanism used by Weaviate for vectorization in its current version?","Hierarchical Navigable Small World (HNSW)"
"How does Weaviate ensure efficient retrieval of both objects and vectors in a database query?","Hierarchical Navigable Small World (HNSW) graph."
"What is a potential drawback of using cross-references in Weaviate compared to flattened properties?","They can be slow to query, as they require additional queries to fetch the referenced object."
"When configuring shard loading behavior in Weaviate, for which type of collections is it recommended to disable lazy shard loading, and why?","Single-tenant collections."
"What is one of the roles of Ara Gonzalez at Weaviate?","People Operations Manager"
"What is the maximum storage duration for the ""NID"" HTTP cookie?","6 months"
"What is the expiration period for Weaviate Sandbox clusters designed for learning and experimentation?","14 days"
"Which cookie in the reference document is used by Google Docs for content implementation and has a storage duration categorized as a session?","GFE_RTT"
"Which provider’s privacy policy must be consulted to learn about a cookie used to distinguish between humans and bots with a maximum storage duration of one year?","beehiiv.com"
"What indexing mechanism does Weaviate currently use for vector indexing?","HNSW (Hierarchical Navigable Small World) multilayered graph."
"Which cookie registers a unique ID to identify a returning user's device for targeted ads?","NID"
"Which identifier is used to keep statistics of what YouTube videos a user has watched, with a session duration?","YSC"
"Which cloud providers are partnered with Weaviate for integration within the company structure?","AWS, Google, Snowflake, Databricks"
"Which Google cookie has a maximum storage duration of 2 years and is used to send data to Google Analytics about the visitor's device and behavior?","_ga"
"Which provider uses the `bcookie` to detect spam and improve website security, and what is its maximum storage duration?","LinkedIn, 1 year"
"Which LinkedIn cookie is used for load balancing to optimize user experience, and what is its maximum storage duration?","lidc, 2 days"
"What unique Weaviate feature is highlighted by Juraj Bezdek as being transformative in its functionality?","Multi-tenancy"
"What capabilities does Weaviate's retrieval augmented generation (RAG) feature provide when working with multimodal data?","Weaviate's retrieval augmented generation (RAG) feature for multimodal data allows it to perform multimodal searches and use AI to augment and transform the retrieved data."
"What is regarded as the ""holy grail for semantic search"" according to Bhaskar Roy?","Weaviate"
"Which provider's privacy policy is linked under the ""Hubspot"" category?","Hubspot's privacy policy"
"Which cookie type is used to register a unique ID for measuring targeted advertising efforts and what is its maximum storage duration?","NID; 6 months"
"How do cookies categorized under ""Preferences"" enhance user experience on a website?","Remember information such as preferred language or region settings."
"What type of cookie is used to ensure visitor browsing security by preventing cross-site request forgery?","XSRF-TOKEN"
"What change was made to the GraphQL `Get().WithGroup()` method in Weaviate v4 compared to v2?","The `WithGroup()` method now uses a builder for arguments instead of a GraphQL string."
"Which cookie is used by the website's operator in the context of multi-variate testing to optimize the site's content variation?","_wixAB3"
"Which provider's cookie used in the context of BotManager has a maximum storage duration of 1 day?","_px3"
"What is the maximum storage duration for the LinkedIn cookie that stores the user's consent state for the current domain?","6 months"
"What cookie is used to distinguish between humans and bots and has a maximum storage duration of 1 year?","cf_clearance"
"What type of cookie is used to prevent cross-site request forgery and is essential for website security?","XSRF-TOKEN"
"What is the maximum storage duration for the Google Analytics cookies used for tracking user behavior?","2 years"
"What type of cookie is used to ensure visitor browsing-security by preventing cross-site request forgery, and how long is its maximum storage duration?","XSRF-TOKEN, session."
"What is the maximum storage duration of the `_hjSessionUser_#` cookie used for statistical purposes?","1 year"
"Which provider uses the `bcookie` to detect spam and improve website security?","LinkedIn"
"Which type of cookies help a website remember information such as preferred language or region?","Preferences cookies"
"What action is required to run a release candidate version of Weaviate using Docker?","Edit your `docker-config.yaml` to import the release candidate image."
"What new feature in Weaviate 1.29 supports improved searches through the use of multiple data representations?","Multi-vector embedding support"
"Which entry has a maximum storage duration of 400 days and is an HTTP Cookie?","IDE"
"What service was highlighted as redefining how users interact with Weaviate's database, released on March 5, 2025?","Weaviate Query Agent"
"What is the maximum storage duration of the ""signals-sdk-user-id"" HTTP Cookie from cdn.cr-relay.com?","1 year"
"Which cookie used by Google has the longest storage duration?","IDE"
"What is one requirement for storing non-essential cookies on a user's device according to the text?","Permission"
"What is the maximum storage duration for the 'VISITOR_INFO1_LIVE' HTTP Cookie related to YouTube videos?","180 days"
"What concept did Weaviate apply to plan for organic growth as mentioned in an article dated June 23, 2023?","Cell Theory"
"What method is used to create a reference property that connects authors to articles in Weaviate?","Reference property with `wvcc.ReferenceProperty`."
"What indexing techniques does Weaviate leverage to handle speed and scale needs in its database architecture?","HNSW or flat indexing techniques."
"What database functionality does Weaviate's AI infrastructure utilize to manage precise results and maintain speed in its tailored solutions?","HNSW or flat indexing, advanced filtering, vector compression."
"What is the purpose of the `_ga` cookie according to the document?","Used to send data to Google Analytics about the visitor's device and behavior. Tracks the visitor across devices and marketing channels."
"What type of storage is used for `yt-remote-connected-devices`, and what is its maximum storage duration?","HTML Local Storage, Persistent"
"Which Weaviate product deployment option allows users to bring their own cloud environment?","Bring Your Own Cloud"
"In the Weaviate API, which attribute indicates the group to which an object belongs when results are grouped by a property?","belongs_to_group"
"What is the default port number for the Weaviate server requests when using the embedded client configuration?","8079"
"What feature of Weaviate is identified as a game changer by Brian Raymond?","Multi-tenancy functionality"
"What experimental tool is mentioned as a client-based option for embedding Weaviate?","Embedded Weaviate."
"What is the maximum storage duration for the 'g2tracking' component and its type as specified in the document?","Pending"
"What class does the Weaviate client use to specify timeout durations for initialization, queries, and insert operations in v4?","Timeout"
"What are the three types of agents mentioned in the Weaviate Agents section?","Query Agent, Transformation Agent, Personalization Agent"
"In Weaviate, what attribute is used to monitor the number of errors during batch import within the context manager?","batch.number_errors"
"What change was made in Weaviate v4 regarding the specification of nearVector arguments in GraphQL queries?","The `nearVector` argument now uses a builder pattern."
"What are the drawbacks of using cross-references in a data schema design within Weaviate?","- Not vectorized.
- Slow queries due to additional fetching.
- Not designed for graph-like queries or joins."
"What type of cookie, according to the document, is used to ensure visitor browsing-security by preventing cross-site request forgery?","XSRF-TOKEN"
"What is the purpose of the cookie ""**_ga_#**"" used by Google, and what is its maximum storage duration?","Used to send data to Google Analytics about the visitor's device and behavior. Maximum storage duration: 2 years."
"What is the primary purpose of the Weaviate Hero Program within the community?","To appreciate, recognize, and celebrate community members who contribute and engage in ways that make the community a great and safe place."
"What is the primary use of the unique ID registered by the YSC cookie?","Keep statistics of what videos from YouTube the user has seen."
"What is the maximum storage duration for the ""__Secure-ROLLOUT_TOKEN"" in HTTP Cookie form?","180 days"
"What is the maximum storage duration for the Google Analytics cookie identified as ""_ga""?","2 years"
"What is the default port for the Weaviate server request in the current version?","8079"
"What Python client version is required for the Weaviate server version 1.23.7 or higher?","Python client version 4"
"What is a potential consequence of using the Azure provisioner `file.csi.azure.com` with Weaviate?","File corruptions."
"Which feature of Weaviate allows it to perform vector similarity searches even with filters?","Vector similarity search with filters."
"Which cookie associated with LinkedIn is used to improve website security?","bcookie"
"What is the maximum storage duration for the Hotjar cookie that saves the user's screen size?","Session"
"What is the expiration period for Sandbox clusters in Weaviate Cloud?","14 days"
"Which cookie on YouTube is used to register a unique ID to keep statistics of what videos a user has seen?","YSC"
"Which advanced configuration setting in Weaviate Serverless clusters enables the replication of data asynchronously?","Enable async replication"
"What type of Weaviate Agent customizes outputs based on persona-specific information?","Personalization Agent"
"Which interface is used in Weaviate to retrieve data from its instance?","GraphQL interface"
"What types of APIs are referenced for both adding data and retrieving information in Weaviate?","RESTful API, GraphQL"
"How is the `api_endpoint` key name changed when using the `.custom()` method for manual configuration of a model provider in Weaviate?","apiEndpoint"
"Which agent type does Weaviate offer for data transformation tasks?","Transformation Agent"
"What is the maximum storage duration for the cookie that tries to estimate users' bandwidth when pages have integrated YouTube videos?","180 days"
"What is the configuration method used in Weaviate to create a collection with a custom reranker model?","Configure.Reranker.custom"
"What programming languages are supported by Weaviate client libraries for code examples?","Python, JavaScript/TypeScript, Java, Go"
"What is the phone escalation response time for Severity 1 incidents in the Business Critical SLA tier?","1h (24/7)"
"What type of storage is used for the ""docusaurus.announcement.dismiss"" and what is its maximum duration?","HTML Local Storage, Persistent"
"What is the maximum storage duration for an HTTP cookie used by static.scarf.sh?","Session"
"What is the default request port for the Weaviate server in the Python client version 4?","8079"
"What types of agents are included in Weaviate's product offerings?","Query Agent, Transformation Agent, Personalization Agent"
"What is the maximum number of serverless clusters allowed for an organization using Weaviate Cloud?","6"
"What are the optional features available with the fully-managed serverless vector database offered by Weaviate?","Product Quantization (PQ) and Binary Quantization (BQ), High-availability."
"Which type of cookies are essential for enabling basic website functions and secure area access according to the document?","Necessary cookies"
"Which cookie is used to register a unique ID for statistical purposes and has a maximum storage duration of 180 days?","__hstc"
"In Weaviate v4.4b7, what change was made to the method of importing from the library?","Importing directly from `weaviate` is deprecated. Use `import weaviate.classes as wvc` instead."
"In Weaviate v4.4b8, what method can you use to specify a rate limit for sending objects to avoid hitting third-party vectorization API limits?","`client.batch.rate_limit()`"
"What is the maximum storage duration for the ""rc::a"" cookie used to distinguish between humans and bots?","Persistent"
"What type of storage is used for the ""g2tracking"" data in relation to its duration?","HTML Local Storage"
"What is the type of tracker used by the link associated with ""a.png""?","Pixel Tracker"
"What is the maximum storage duration for the **GFE_RTT** type of HTTP Cookie?","Session"
"What is the purpose of the cookie **rc::a** as described in the consent details of the Weaviate website?","Used to distinguish between humans and bots."
"What are the three types of Weaviate Agents mentioned in the document?","Query Agent, Transformation Agent, Personalization Agent"
"Which domain uses a pixel tracker with a maximum storage duration of session?","static.scarf.sh"
"Which provider uses the cookie named ""**yt-remote-fast-check-period**"" to store a user's video player preferences, and what is its maximum storage duration?","YouTube; Session"
"How can you disable input argument validation in a Weaviate client library to improve performance in a production environment?","Set the `skip_argument_validation` parameter to `True`."
"Which YouTube cookie tries to estimate the users' bandwidth on pages with integrated videos?","VISITOR_INFO1_LIVE"
"What is the maximum storage duration for the 'pxcookie' when classified as HTML Local Storage?","Persistent"
"What product replaced the JavaScript client for Weaviate on 2023-03-17?","TypeScript client"
"Which type of data storage is used for tracking YouTube user interactions that persist beyond the end of a session?","IndexedDB"
"What is the module configuration key change for 'api_endpoint' when using the '.custom()' method in Weaviate?","apiEndpoint"
"What is the maximum storage duration for the ""docusaurus.announcement.dismiss"" data stored in HTML Local Storage?","Persistent"
"What is the purpose of using AI (large language models) in conjunction with Weaviate to augment data retrieval?","To augment and transform retrieved data."
"What type of storage is used for the persistent data labeled ""docusaurus.announcement.dismiss""?","HTML Local Storage"
"What is the minimum response time for Severity 1 issues in the Business Critical SLA tier?","1h (24/7)"
"Which HTTP Cookie has the longest maximum storage duration listed in the document?","IDE"
"Which cookie is specifically used for estimating users' bandwidth on pages with integrated YouTube videos?","VISITOR_INFO1_LIVE"
"Which cloud platforms are mentioned as partners in association with Weaviate?","AWS, Google Cloud, Snowflake, Databricks"
"What are marketing cookies used for according to the document?","Track visitors across websites to display relevant and engaging ads."
"Which venture capital firm led the $50 million investment in the AI startup Weaviate?","Index Ventures"
"What significant milestone did Weaviate celebrate on July 11, 2023?","Weaviate celebrated its fourth birthday."
"What technique is explained in Weaviate's Course PY_250 for optimizing memory usage and retrieval speeds?","Vector compression"
"What method name change occurred in Weaviate v4 to make schema specification consistent across the client, and what is the new method called?","WithSchema to WithProperties"
"What is the maximum storage duration for the Google Analytics cookie used to track the visitor's device and behavior across devices and marketing channels?","2 years"
"Which cookie is used to register a unique ID for targeted ads and has a maximum storage duration of 6 months?","NID"
"What package name change occurred when migrating from Weaviate version 3.x.x to 4.0.0?","Moved from `technology.semi.weaviate` to `io.weaviate` package"
"What does Weaviate offer to enhance remote work flexibility?","Flexible remote work options, including working from anywhere and flexible work rhythms."
"What is the maximum storage duration for the Google Analytics cookies named ""_ga"" and ""_ga_#""?","2 years"
"What is the maximum storage duration for the `PXeBumDLwe_pxtiming` type of data storage?","Persistent"
"Which cookie registers a unique ID for targeted ads and has a maximum storage duration of 6 months?","NID"
"What role does Jessie de Groot hold at Weaviate?","Head of People & Culture"
"What is the price per 1 million vector dimensions stored per month in the Business Critical SLA tier?","$0.175"
"What is the maximum storage duration type for the ""ko_id"" when stored as an HTML local storage?","Persistent"
"What deployment option for Weaviate provides serverless infrastructure with optional zero-downtime updates?","Weaviate Cloud"
"Which provider uses the cookie ""__hssrc"" to recognize a visitor's browser upon reentry?","Hubspot"
"What is the maximum storage duration for the cookie ""_ga"" used by Google for tracking purposes?","2 years"
"What is the term used in Weaviate for searching data that combines both semantic and keyword attributes?","Hybrid search"
"What types of Weaviate Agents are mentioned as part of the product offerings?","Query Agent, Transformation Agent, Personalization Agent"
"What is the primary aim of the RicAI project featured in Weaviate showcases?","Automating software testing."
"Which type of cookie is essential for ensuring visitor browsing-security by preventing cross-site request forgery, and what is its maximum storage duration?","XSRF-TOKEN, Session"
"Which cookie is used by YouTube to register a unique ID to keep statistics of what videos a user has seen, and what is its maximum storage duration?","YSC; Session"
"What configuration setting in version 17.0.0 or higher of the Weaviate Helm chart allows access to the gRPC API from outside the Kubernetes cluster?","grpcService.type: LoadBalancer"
"What type of storage has the longest maximum duration among the listed cookies and storage in the document?","1 year"
"What specific type of agent is mentioned in the Weaviate product offerings?","Query Agent"
"Which category does ""Agno"" belong to in Weaviate's integration ecosystem?","LLM and Agent Frameworks"
"Which cookie has the longest maximum storage duration?","**_ga**"
"Which YouTube cookie is used to estimate users' bandwidth on pages with integrated videos, and what is its maximum storage duration?","VISITOR_INFO1_LIVE, 180 days"
"What is the maximum storage duration for the Google Analytics cookie ""_ga"" used to track visitor behavior?","2 years"
"What is the maximum storage duration for the g2tracking item mentioned, and what type of storage does it use?","Persistent; HTML Local Storage"
"What cloud deployment options does Weaviate offer for hosting its services?","Serverless Cloud, Enterprise Cloud, Bring Your Own Cloud"
"What is the purpose of the _px3 cookie as described in the document?","Used in context with the website's BotManager to detect, categorize, and compile reports on potential bots trying to access the website."
"Which type of cookie is used to prevent cross-site request forgery and is essential for website security, according to the reference?","XSRF-TOKEN"
"What feature ensures repeatable and version-controlled infrastructure deployment in Weaviate's BYOC vector database?","Infrastructure as Code"
"How does Weaviate enable the combination of vector search with structured filtering using its database features?","Weaviate enables the combination of vector search with structured filtering by storing both objects and vectors, allowing for efficient retrieval using vector indexing and scalar filtering through its GraphQL and REST APIs."
"What technique does Weaviate's BYOC vector database use to ensure non-disruptive updates?","Progressive roll out strategies."
"What is the maximum storage duration for the ""iU5q-!O9@$"" identifier?","180 days"
"Which identifier is used for estimating users' bandwidth on pages with integrated YouTube videos, and what is its maximum storage duration?","VISITOR_INFO1_LIVE

Maximum storage duration: 180 days"
"What is the maximum storage duration for the ""VISITOR_INFO1_LIVE"" HTTP Cookie?","180 days"
"What feature in Weaviate v1.25.0 improves throughput by reducing the number of requests to the model provider during batch import?","Batch vectorization."
"What is the function of `batch.number_errors` within a Weaviate batch import process, and what must be done with the failed objects or references before starting a new batch?","`batch.number_errors` tracks the count of failed objects or references during a batch import. Before starting a new batch, failed objects or references must be retrieved as the lists reset with each new batch."
"What are the different types of clouds offered by Weaviate?","Serverless Cloud, Enterprise Cloud, Bring Your Own Cloud"
"What course offered through DeepLearning.AI focuses on leveraging embeddings for similarity searches in vector databases?","Vector Databases: from Embeddings to Applications"
"What capabilities does Weaviate's retrieval augmented generation (RAG) provide for generating outputs based on retrieved objects when working with text data?","Generating outputs based on retrieved objects using AI (large language models) to augment and transform the data."
"Which partners are mentioned in the Weaviate company overview?","AWS, Google, Snowflake, Databricks"
"What type of searches can you perform using Weaviate's vectorization capabilities?","Semantic, keyword, and hybrid searches."
"What type of storage is used for the ""g2tracking"" data, and what is its maximum storage duration?","HTML Local Storage; Persistent"
"What is the maximum storage duration for the YouTube cookie **VISITOR_INFO1_LIVE** used to estimate user bandwidth?","180 days"
"Which provider uses the **GFE_RTT** cookie to implement content through Google Docs, and what is its maximum storage duration type?","Google, Session"
"Which Hubspot cookie is used to identify if the cookie data needs updating in a visitor's browser?","__hssc"
"Which cookie is used to register a unique ID that keeps statistics of which YouTube videos a user has seen?","YSC"
"What type of storage is used by the cookie **LogsDatabaseV2:V#||LogsRequestsStore**?","IndexedDB"
"What is the role of Jessie de Groot at Weaviate?","Head of People and Culture"
"What role does Bob van Luijt hold at Weaviate during the celebration of its fourth birthday?","CEO"
"Which type of cookie is used to estimate users' bandwidth on pages with integrated YouTube videos?","VISITOR_INFO1_LIVE"
"Which type of storage is mentioned for storing cookies on user's devices in the document?","HTML Local Storage"
"What is the purpose of the _ga cookie according to the document?","Used to send data to Google Analytics about the visitor's device and behavior. Tracks the visitor across devices and marketing channels."
"What is the purpose of the `AdditionalConfig` parameter when connecting to a Weaviate client?","To configure timeout settings."
"What has been removed in the transition from Weaviate version `2.4.0` to `3.0.0` concerning `Get::withNearVector` method?","`Get::withNearVector(Float[] vector)`"
"Which authentication provider is specified for use with OpenID Connect in the Weaviate configuration?","WCD"
"What changes must be made to upgrade Weaviate from a version earlier than 1.25 to version 1.25 or higher in terms of deployed resources and Helm chart version?","Delete the deployed StatefulSet, update the Helm chart to version 17.0.0 or higher, and re-deploy Weaviate."
"What are the three types of agents mentioned in the Weaviate product suite?","Query Agent, Transformation Agent, Personalization Agent"
"Which cloud platforms are associated with Weaviate as mentioned in the reference information?","AWS, Google Cloud, Snowflake, Databricks"
"Which YouTube cookie is used to estimate users' bandwidth on pages with integrated videos?","VISITOR_INFO1_LIVE"
"What is the maximum storage duration type for cookies like ""hjViewportId"" and ""remote_sid""?","Session"
"Which provider uses a persistent storage type in IndexedDB for tracking user interaction with embedded content?","YouTube"
"What type of storage duration is associated with ""docusaurus.announcement.id"" in HTML Local Storage?","Persistent"
"What is the purpose of cookies that are strictly necessary for the operation of a website?","To ensure the website functions properly."
"What is the maximum storage duration for the Google cookie used to track advertisement efficiency across websites?","400 days"
"Which provider sets a cookie with a maximum storage duration of 2 years to track visitor behavior across devices and marketing channels?","Google"
"Which cookie is used by Google AdSense to experiment with advertisement efficiency and has a maximum storage duration of 3 months?","_gcl_au"
"Which cookie is used to ensure visitor browsing-security by preventing cross-site request forgery?","XSRF-TOKEN"
"What is the default scope used by the Weaviate client when configuring OIDC authentication with the resource owner password flow?","offline_access"
"What is the purpose of using a client secret in OIDC authentication for server-to-server communication with Weaviate Client?","To obtain tokens for authentication, enabling secure server-to-server communication without end-users."
"What is the pricing model used by Weaviate Cloud for compute costs?","Consumption model"
"What type of architecture can optionally be chosen for cloud hosting under Weaviate Cloud's managed instance service?","High-availability architecture."
"What upcoming agents are mentioned as part of Weaviate's future developments?","Transformation and Personalization Agents"
"What is the primary method for accessing the Weaviate Query Agent during its Public Preview phase?","Weaviate Serverless Cloud or a free 14-day sandbox."
"What is the maximum storage duration for the cookie used to register which server-cluster is serving the visitor for load balancing purposes?","2 days"
"How does offloading inactive tenants to cold storage affect Weaviate's memory and disk usage?","Significantly reduces memory and disk usage."
"What is the recommended method for improving data import speed into Weaviate when handling more than 10 objects?","Batch imports"
"What is the stance of Weaviate's Head of People & Culture on the advantages of remote work compared to the traditional 9-5 workday?","The benefits of remote work clearly outweigh any disadvantages. The old 9-5 workday didn't work for everyone."
"Which HTTP Cookie is used to register a unique ID for keeping statistics of YouTube videos viewed by a user?","YSC"
"What behaviors are Weaviate Heroes expected to exemplify in order to support the community?","Role modeling, collaboration, being kind, open, and inclusive, sharing knowledge, providing feedback, supporting community growth, and adhering to the community code of conduct."
"Which pixel tracker collects data on user behavior and interaction for website optimization and advertisement relevance, with a maximum storage duration of a session?","collect/**"
"What is the maximum storage duration of the **_hjSessionUser_#** cookie, and how is it categorized by type?","1 year; HTTP Cookie"
"What are some benefits and rewards that a Weaviate Hero can redeem?","Cool Merch, Books & Credits; Dedicated channels; Participation in Weaviate hosted and sponsored events; Meet & greets; And much more."
"Which provider uses the __hssc cookie to identify if cookie data needs updating and what is its maximum storage duration?","HubSpot, 1 day"
"What is the primary purpose of the '_ga' cookie in relation to Google Analytics?","Tracks the visitor's device and behavior across devices and marketing channels."
"What is the function of the 'NID' cookie in the context of targeted advertising?","Registers a unique ID that identifies a returning user's device for targeted ads."
"What is the maximum storage duration for cookies labeled as ""luma.first-page""?","Session"
"Which identifier is used to track whether a user's video player preferences are stored using embedded YouTube video and has a maximum storage duration classified as persistent in HTML Local Storage?","yt-remote-connected-devices"
"How does the Query Agent of Weaviate translate natural language queries into precise, filterable searches without custom pipeline development?","The Query Agent of Weaviate translates natural language queries into precise, filterable searches by understanding Weaviate's query architecture and data model, allowing automatic query formulation without custom pipeline development."
"What is the type and maximum storage duration of the cookie used by Google AdSense for experimenting with advertisement efficiency?","HTTP Cookie, 3 months"
"What is the maximum storage duration for the Hotjar cookie that tracks user visits and the number of visits?","1 year"
"What is the maximum storage duration for cookies used to track a user's interaction with embedded YouTube content?","Persistent"
"What method in Weaviate performs retrieval augmented generation by combining a search with prompting a large language model?","generate"
"What type of storage duration is associated with the `g2tracking` in the document?","Persistent"
"What are the specific platforms Weaviate partners with under the Company category?","AWS, Google, Snowflake, Databricks"
"Which indexing techniques does Weaviate leverage for speed and scale needs?","HNSW or flat indexing techniques."
"In version v4.4b7, which method is required for closing client connections in Weaviate?","`client.close()`"
"What is the purpose of the cookie labeled ""rc::a""?","To distinguish between humans and bots."
"Which provider uses the cookie named **_gcl_au** for experimenting with advertisement efficiency across websites?","Google AdSense"
"What is the maximum storage duration for the `_gcl_au` HTTP Cookie used by Google AdSense?","3 months"
"Which cookie has a maximum storage duration of 2 years and is used to track visitor behavior across devices and marketing channels?","_ga"
"What is the purpose of the pre-built agents trained on Weaviate APIs?","Accelerate AI data readiness for more reliable AI agents."
"How can Weaviate help meet enterprise security and compliance requirements?","Flexible deployment, native multi-tenancy, and strict access controls."
"Which cookie is used to track if the user has shown interest in specific products or events across multiple websites and facilitates payment of referral fees between websites?","pagead/1p-user-list/#"
"What is the maximum storage duration for the _ga cookie used by Google Analytics?","2 years"
"Which cookie is used by Wix for multi-variate testing and what is its maximum storage duration?","_wixAB3, 6 months"
"Which YouTube cookie attempts to estimate the user's bandwidth on pages with integrated videos, and what is its maximum storage duration?","VISITOR_INFO1_LIVE, 180 days"
"What search method can be performed using near text functions in Weaviate version 3?","Semantic search"
"What is a key learning outcome of performing a semantic search with Weaviate?","Perform a semantic search with near text functions."
"Which service uses data such as IP addresses and geographical location to optimize advertisements on websites?","Rubicon Project-services"
"What is the maximum storage duration for the cookie named ""signals-sdk-user-id""?","1 year"
"What tags are associated with reports of technical issues or bugs in the Weaviate Community Forum?","technical, bug"
"What type of agent is mentioned under product updates related to Weaviate?","Weaviate Agents"
"Which cookie is used to estimate users' bandwidth on pages with YouTube videos?","VISITOR_INFO1_LIVE"
"Which storage type is used by the `yt-remote-device-id` to store user video player preferences?","HTML Local Storage"
"What feature of Weaviate is highlighted by multiple users as advantageous for rapid application development and integration with large language models (LLMs)?","Integration with Langchain and Llamaindex via intuitive API."
"What are the key components of the ""Developers"" section according to the provided reference document?","Build, Learn, Engage"
"Which cookie is used by Cloudflare as part of its services and has a maximum storage duration of one session?","_cfuvid"
"What is the default return value for object metadata when performing a query in Weaviate's version mentioned in the document?","No metadata"
"What is the syntax for adding cross-references when creating data objects in Weaviate?","```  
{
""<REFERENCE_PROPERTY_NAME>"": ""<TARGET_UUID>""
}
```"
"What advantage does Weaviate's ability to perform combined vector and scalar searches provide when retrieving related articles?","Efficient retrieval of contextually relevant information by combining semantic properties with specific criteria."
"What Weaviate server version is required for compatibility with the `v4` Python client?","1.23.7 or higher"
"What must be ensured when using the Weaviate Python client to properly terminate a connection?","Ensure client connections are closed using `client.close()` or a context manager."
"What are the types of agents offered by Weaviate in their product lineup?","Query Agent, Transformation Agent, Personalization Agent"
"What capability of Weaviate is used to generate outputs based on retrieved objects?","Retrieval augmented generation (RAG)"
"What is the maximum storage duration for cookies labeled as docusaurus.announcement.dismiss in HTML Local Storage according to the document?","Persistent"
"What primary advantage does Weaviate's multi-tenancy offer for data management in version 4 of the Python client?","Data isolation and resource management."
"What algorithm is used in Weaviate's vector indexing architecture?","HNSW algorithm"
"Which deployment option for Weaviate includes serverless infrastructure management?","Weaviate Cloud"
"How does combining an HNSW with an inverted index enhance filtered vector search in Weaviate?","High-recall, high-speed filtered queries."
"What sections are recommended for new users of Weaviate to begin with?","Introduction, Quickstart tutorial, Installation, How-to: Configure"
"What kind of deployment option for Weaviate provides customizable configurations and supports multi-modal models?","Docker or Kubernetes"
"What is the maximum storage duration of the cookie used by Google AdSense for experimenting with advertisement efficiency?","3 months"
"What type of cookie is used to track if a user has shown interest in specific products or events across multiple websites?","pagead/1p-user-list/#"
"Which sections are specifically designated for commonly requested resources in Weaviate documentation?","Benchmarks, Roadmap"
"What is the purpose of using Weaviate's retrieval augmented generation (RAG) capabilities with large language models when working with multimodal data?","To augment and transform retrieved multimodal data using large language models."
"What is the operator used for geo-range filtering in the migration example from the older to newer Java client versions for Weaviate?","WithinGeoRange"
"What is a key function of the multimodal vectorizer module in Weaviate?","To produce, store, and index multimodal data."
"What is the maximum storage duration for the cookie that registers a unique ID to keep statistics of YouTube videos watched by a user?","Session"
"What is the maximum distance specified for geo-range queries in the migration example of the Java client for Weaviate version 1.30.x?","3000"
"What is the maximum storage duration for the **IDE** HTTP Cookie?","400 days"
"What is the function of the cookie registered under **NID**?","Registers a unique ID that identifies a returning user's device for targeted ads."
"What is the maximum storage duration for the VISITOR_INFO1_LIVE HTTP cookie used for YouTube video integration?","180 days"
"Which unique identifier is used to keep statistics of YouTube videos watched by a user?","YSC"
"What is a key feature of Weaviate that supports importing text data using batch imports?","Batch imports"
"What popular agent tools are mentioned for seamless connection with Weaviate to build and deploy agentic AI?","LangChain, LlamaIndex, Crew AI"
"What is a key learning goal for configuring and creating a collection in Weaviate?","Configure and create a collection then import text data using batch imports."
"What is required to manually specify a model provider integration using the `.custom()` method in Weaviate?","module_name and module_config with appropriate camelCase keys."
"In Weaviate's API, what parameter should be used instead of 'properties' to add cross-references in data objects, as the former is deprecated?","references"
"What is the recommended starting point for new users of Weaviate according to the documentation?","Introduction, Quickstart tutorial"
"What is the maximum storage duration for the VISITOR_INFO1_LIVE cookie used on pages with integrated YouTube videos?","180 days"
"What algorithm does Weaviate use for its vector indexing mechanism in the current implementation?","Hierarchical Navigable Small World (HNSW) multilayered graph."
"Which storage type is associated with tracking user interaction through the ytidb::LAST_RESULT_ENTRY_KEY?","HTML Local Storage"
"What mechanism allows Weaviate to efficiently handle both semantic and scalar search?","HNSW multilayered graph."
"What is the maximum storage duration for the **luma.did** cookie, and what type is it?","Session, HTTP Cookie"
"Which tracking mechanism used by cdn.cr-relay.com has a session-based maximum storage duration and is utilized in multi-variate testing?","cookiecookie"
"What is the purpose of the NID cookie in terms of user data and advertisement?","Targeted ads."
"What is the maximum storage duration for the Google Analytics cookie that tracks visitor behavior across devices and marketing channels?","2 years"
"Which type of storage is used for the cookie that contains an ID string on the current session and optimizes the visitor's experience by providing non-personal information about subpage visits?","HTML Local Storage"
"What is the maximum storage duration for the Google Analytics cookie used to track the visitor across devices and marketing channels?","2 years"
"What is the purpose of the _ga cookie according to the document?","Used to send data to Google Analytics about the visitor's device and behavior. Tracks the visitor across devices and marketing channels."
"Which cookie is used by LinkedIn for load balancing, aiming to optimize user experience, and what is its maximum storage duration?","**lidc**, 2 days"
"What is the maximum storage duration for the NID cookie used for targeted ads?","6 months"
"Which cookie is used by Google's provider to send data to Google Analytics about a visitor's device and behavior?","_ga"
"Which cookie is used to estimate the users' bandwidth on pages with integrated YouTube videos?","VISITOR_INFO1_LIVE"
"What feature of Weaviate's functionality is described as a ""game changer"" in the context of database management?","Multi-tenancy"
"Which entity uses a unique ID to track YouTube video statistics?","YSC"
"What is one category of integration that Weaviate supports, specifically for building agents and generative AI applications?","LLM and Agent Frameworks"
"What is the maximum storage duration of the `rc::a` cookie used by Weaviate?","Persistent"
"What method does Weaviate use to manage memory footprint and improve performance?","Product, binary, and scalar quantization."
"Which cookie is used to estimate users' bandwidth on pages with integrated YouTube videos, and what is its maximum storage duration?","VISITOR_INFO1_LIVE, 180 days"
"Which cookie is used by Google AdSense to experiment with advertisement efficiency and has a storage duration of 3 months?","_gcl_au"
"What is the maximum storage duration of the Hubspot cookie used to track if the session ID needs updating?","1 day"
"What is the maximum storage duration for the **NID** cookie used by Google for targeted ads?","6 months"
"Which Weaviate cloud deployment option allows customers to use their own cloud infrastructure?","Bring Your Own Cloud"
"What method should be used to ensure client connections are closed automatically when executing code within a block using Weaviate?","Context manager"
"Which cookie used by Cloudflare has a maximum storage duration of 1 year and is utilized to distinguish between humans and bots?","cf_clearance"
"Which unnecessary method was removed from the Weaviate `GraphQL.Get()` function between versions `v2` and `v4`?","Objects()"
"Which cookie in the reference data has the longest maximum storage duration?","\_ga, \_ga\_\# (2 years)"
"Which entry uses an IndexedDB type with a persistent maximum storage duration to track user’s interaction with embedded content?","YtIdbMeta#databases"
"What is the maximum storage duration for the cookies labeled ""luma.did"" and ""luma.first-page""?","Session"
"What is the maximum storage duration and type for the cookie identified as ""signals-sdk-session-id""?","1 day, HTTP Cookie"
"What is the maximum storage duration for the **VISITOR_INFO1_LIVE** HTTP cookie used to estimate user bandwidth on pages with integrated YouTube videos?","180 days"
"Which type of storage is used for the ""ytidb::LAST_RESULT_ENTRY_KEY"" to track user interaction with embedded content?","HTML Local Storage"
"Which provider uses the __tld__ cookie to track visitors across multiple websites for advertising purposes?","cdn.getkoala.com"
"What is the maximum storage duration for the cookie **TESTCOOKIESENABLED**?","1 day"
"What is the type of storage used for **LogsDatabaseV2:V#||LogsRequestsStore**?","IndexedDB"
"What is the maximum default number of serverless clusters an organization can have simultaneously in Weaviate Cloud?","Six"
"How do Weaviate Agents simplify the process of building and maintaining AI applications compared to traditional methods?","Weaviate Agents simplify building and maintaining AI applications by automating data tasks through pre-trained agentic workflows, reducing operational overhead, minimizing error-prone scripts, and eliminating the need for complex data engineering."
"In Weaviate v4.4b7, what is the new syntax for adding multi-target references using `DataReference`?","DataReference.MultiTarget"
"Which cookie is used by Google AdSense for experimenting with advertisement efficiency across websites?","_gcl_au"
"What feature of Weaviate's vector database is described as a ""game changer"" by Juraj Bezdek?","Multi-tenancy."
"Which YouTube-related cookie is used to estimate users' bandwidth on pages with integrated videos?","VISITOR_INFO1_LIVE"
"What feature is available only in the open-source version of Weaviate that helps reduce costs by managing inactive tenants?","Offloading inactive tenants to cold storage."
"What is the primary benefit of using Weaviate Cloud over the open-source version of Weaviate?","Managed infrastructure and hosting."
"How does Weaviate utilize vectorization capabilities for multimodal data searches?","Weaviate uses vectorization to store and index multimodal data, enabling searches by meaning across different data types like text and images."
"What capabilities does Weaviate's retrieval augmented generation (RAG) provide when working with multimodal data?","Augment and transform retrieved data using large language models."
"What service offers both 24/7 support and a Technical Success Manager for Weaviate users?","Enterprise Cloud"
"What is the maximum storage duration of the cookie used to estimate users' bandwidth with integrated YouTube videos?","180 days"
"What disclaimer is provided regarding the use of unreleased software versions of Weaviate?","Release candidate images and other unreleased software are not supported. Unreleased software and images may contain bugs, and APIs may change. Features under development may be withdrawn or modified. Do not use unreleased software in production."
"What should you do to run an unreleased version of Weaviate using Docker according to a specific version number?","Edit your `docker-config.yaml` to use the image: `cr.weaviate.io/semitechnologies/weaviate:<version-number>`."
"What are the two specific environments that support Embedded Weaviate, as mentioned in the documentation?","Linux and macOS"
"What is the maximum storage duration for the Google Analytics cookie labeled as _ga_#?","2 years"
"What is the renamed method for specifying the Schema in the Weaviate Go client version 4?","WithProperties(properties)"
"What is the purpose of the HTTP Cookie labeled as **NID**?","Registers a unique ID for identifying a returning user's device for targeted ads."
"In Weaviate's Go client version 4, how has the method for grouping data in GraphQL queries changed?","Grouping data now uses a builder: `client.GraphQL().GroupArgBuilder().WithType(graphql.Merge).WithForce(1.0)`."
"Which HTTP Cookie is used to estimate users' bandwidth on pages with integrated YouTube videos?","VISITOR_INFO1_LIVE"
"What is the maximum storage duration of the _gcl_au cookie used by Google AdSense?","3 months"
"Which deployment options are available for Weaviate's products?","Serverless Cloud, Enterprise Cloud, Bring Your Own Cloud."
"What is the role of the **rc::a** cookie, and what is its maximum storage duration?","Role: Distinguish between humans and bots  
Maximum Storage Duration: Persistent"
"Which cookie is used to prevent cross-site request forgery and what is its maximum storage duration?","XSRF-TOKEN, Session"
"What is the maximum storage duration for the `_gcl_au` HTTP cookie used by Google AdSense?","3 months"
"What is the purpose of the `pxsid` cookie in managing advertisement optimization?","Registers data on visitor such as IP addresses, geographical location, and advertisement interaction for optimizing ads with Rubicon Project services."
"What is the purpose of the **_ga_#** HTTP Cookie according to its description in data analytics?","Used to send data to Google Analytics about the visitor's device and behavior. Tracks the visitor across devices and marketing channels."
"What solution mentioned in the document is specifically designed for optimizing cost-performance balance in AI applications using Weaviate?","Weaviate MCP"
"What unique feature of Weaviate allows for both precise and related skill pinpointing in hybrid searches?","Hybrid search"
"What property is used to organize query results into groups in Weaviate, and how are the objects associated with their respective groups?","The `group_by` property is used to organize query results into groups, and objects are associated with their respective groups using the `belongs_to_group` property."
"What is the maximum storage duration for the `__Secure-ROLLOUT_TOKEN` cookie?","180 days"
"What are the pre-built services called that are available out-of-the-box for Weaviate Cloud users to simplify data engineering workflows?","Weaviate Agents"
"Which Weaviate agent is designed to customize outputs based on persona-specific information?","Personalization Agent"
"What is the maximum storage duration for the ""__Secure-ROLLOUT_TOKEN"" used by YouTube?","180 days"
"What is the minimum Kubernetes cluster version required to deploy Weaviate according to the current Weaviate Helm chart guidelines?","1.23"
"What command is used to add the Weaviate Helm repository for Kubernetes deployment using the Helm chart?","helm repo add weaviate https://weaviate.github.io/weaviate-helm"
"Which cookie is used for estimating users' bandwidth on pages with integrated YouTube videos?","VISITOR_INFO1_LIVE"
"What is recommended to stay updated with new features and improvements in Weaviate?","Subscribe to the Weaviate newsletter; watch the relevant Weaviate GitHub repositories."
"What type of cookie used by client.px-cloud.net is stored only for the duration of a session?","_pxttld"
"What is the recommended Weaviate setup when dealing with multiple subsets of data having the same data schema?","Use multi-tenancy."
"In the context of deploying Weaviate on AWS Fargate, why is it necessary to manually create a Persistent Volume (PV) instead of relying on Persistent Volume Claims (PVC) to automatically create them?","AWS Fargate does not support automatic creation of PVs via PVCs; they must be created manually."
"What is the purpose of the data collected by Google mentioned in the reference document?","Personalization and measuring advertising effectiveness."
"What is the maximum storage duration of the **_ga** cookie used by Google Analytics?","2 years"
"What potential issue arises from using the `file.csi.azure.com` provisioner with Weaviate on Azure, and what should be used instead?","disk.csi.azure.com"
"What type of storage is used for storing YouTube video player preferences for the user's device when the maximum storage duration is persistent?","HTML Local Storage"
"What are the three types of agents listed under Weaviate's products?","Query Agent, Transformation Agent, Personalization Agent"
"What visitor data is registered by the **pxsid** cookie to optimize advertising on websites using Rubicon Project-services?","IP addresses, geographical location, advertisement interaction."
"What is the maximum storage duration for the ""VISITOR_INFO1_LIVE"" cookie type?","180 days"
"What type of storage is used for ""yt-remote-connected-devices"" to save user preferences?","HTML Local Storage"
"In the Weaviate client for version 4, how is the API endpoint key formatted when specifying a custom model provider configuration?","apiEndpoint"
"What is the maximum storage duration for the cookie used to estimate users' bandwidth with YouTube video integration?","180 days"
"Which type of storage is used for storing YouTube's video player preferences across sessions?","HTML Local Storage"
"What is the maximum storage duration for the VISITOR_INFO1_LIVE cookie?","180 days"
"What advantage does Weaviate's remote work culture claim to provide for employees who enjoy traveling?","Global travel opportunities."
"What type of storage is associated with the cookie named YSC according to its storage duration?","Session"
"Which HTTP cookie is used to track visitors across multiple websites to present relevant advertisements based on visitor preferences?","__tld__"
"What type of data storage is used for the cookie with the name ""signals-sdk-user-id""?","HTTP Cookie"
"What is the maximum storage duration for the ""PXeBumDLwe_px_hvd"" data type?","Persistent"
"What category includes tools for monitoring and analyzing generative AI workflows?","Operations"
"What is the maximum storage duration for the ""_ga"" HTTP cookie used by Google Analytics?","2 years"
"What is the maximum storage duration for the ""VISITOR_INFO1_LIVE"" HTTP cookie used to estimate users' bandwidth with YouTube videos?","180 days"
"Which type of storage is used for storing user video player preferences with embedded YouTube videos?","HTML Local Storage"
"What is the maximum storage duration for the **VISITOR_INFO1_LIVE** HTTP Cookie?","180 days"
"What is the maximum storage duration for the **VISITOR_INFO1_LIVE** cookie used on pages with integrated YouTube videos?","180 days"
"What is the method of persistence for storing ""docusaurus.announcement.id"" data?","HTML Local Storage"
"What is the maximum storage duration for the ""luma.first-page"" cookie?","Session"
"What is the maximum storage duration for the ""ko_sid"" cookie when stored as an HTML Local Storage item?","Persistent"
"What is the primary use of RAG in the context of LLMs and Weaviate?","To augment and transform retrieved data."
"What is the purpose of the __tld__ cookie based on the reference document?","Track visitors on multiple websites to present relevant advertisements based on preferences."
"What is the minimum Weaviate server version required for the Python client version 4?","v1.23.7"
"What capability does Weaviate's RAG feature utilize to transform retrieved data?","Large language models"
"What type of searches can be performed using Weaviate's capabilities?","Semantic, keyword, and hybrid searches."
"What Weaviate course covers implementing and managing multi-tenancy for efficient data isolation and resource management?","Python client (v4)"
"What sections are recommended for new users to start with in Weaviate documentation?","Introduction, Quickstart tutorial, Installation, How-to: Configure"
"How does Weaviate's vector indexing architecture utilize the HNSW algorithm to enhance search efficiency?","Weaviate's vector indexing architecture uses the HNSW algorithm to enhance search efficiency by organizing data into a hierarchical graph structure, which accelerates the nearest neighbor search process."
"Which client library and version use the syntax `client.schema().getter().run()` for retrieving a schema in the current Weaviate version?","Java client library"
"Which cookie in the reference is used to register a unique ID for targeted ads and has a maximum storage duration of 6 months?","NID"
"Which item is used to track if users have shown interest in specific products or events across multiple websites using a pixel tracker?","pagead/1p-user-list/#"
"What specific parameter in the 'Property' constructor method has been renamed to 'vectorize_collection_name' in Weaviate version 4.4b7?","vectorize_class_name"
"What is the maximum storage duration for the `luma.did` HTTP cookie?","Session"
"Which version of Weaviate introduced automatic batch vectorization when creating collections with model providers' APIs?","v1.25.0"
"Which type of data storage method has the longest maximum storage duration?","IndexedDB"
"How can you configure multiple vectorizers with different API keys in Weaviate version 1.25?","Update the client object with multiple vectorizers using the `client.integrations.configure()` method, providing separate API keys for each vectorizer:

```python
from weaviate.classes.config import Integrations

integrations = [
    Integrations.cohere(
        api_key=cohere_key
    ),
    Integrations.openai(
        api_key=openai_key
    ),
    Integrations.voyageai(
        api_key=voyageai_key
    )
]
client.integrations.configure(integrations)
```"
"Which cookie is used by Google AdSense for advertisement efficiency experiments and has a maximum storage duration of 3 months?","_gcl_au"
"What change was introduced in Weaviate version 3.0.0 regarding the implementation of `where` filters in GraphQL?","Unified `filters.WhereFilter` implementation replaces `classifications.WhereFilter`, `graphql.query.argument.WhereArgument`, and `graphql.query.argument.WhereFilter`."
"What Weaviate class supports OIDC authentication using the Refresh Token flow?","AuthBearerToken"
"What is the maximum storage duration for the VISITOR_INFO1_LIVE HTTP Cookie used to estimate users' bandwidth on pages with integrated YouTube videos?","180 days"
"Which version of the Weaviate client supports asynchronous operations through the WeaviateAsyncClient class?","v4.7.0"
"What type and duration are specified for the **remote_sid** used for YouTube video-content implementation functionality?","Session, HTTP Cookie"
"What is the maximum storage duration for the YSC cookie used in tracking YouTube video statistics?","Session"
"Which type of storage is used for the **LogsDatabaseV2:V#||LogsRequestsStore** and what is its maximum storage duration?","IndexedDB, Persistent"
"Which type of storage is used for the **_ga** cookie and what is its maximum storage duration?","HTTP Cookie, 2 years"
"What is the maximum storage duration for the HTTP cookie labeled ""IDE""?","400 days"
"What is the purpose of the HTTP cookie labeled ""NID""?","Registers a unique ID for targeted ads."
"What is the cornerstone component mentioned for developing a RAG-based shopping assistant specific to a Weaviate application?","Weaviate"
"What type of storage is used for **remote_sid** and what is its maximum storage duration?","HTTP Cookie, Session"
"Which provider utilizes the **__ptq.gif** cookie for tracking visitor behavior across devices and marketing channels, and what type of tracker is it?","Hubspot, Pixel Tracker"
"Which cookie has a maximum storage duration of 180 days and tries to estimate users' bandwidth on pages with integrated YouTube videos?","VISITOR_INFO1_LIVE"
"What is the type and maximum storage duration for the **VISITOR_INFO1_LIVE** used in tracking user interaction with YouTube videos?","HTTP Cookie, 180 days"
"What is the purpose of the YSC cookie according to the reference document?","Registers a unique ID to keep statistics of what videos from YouTube the user has seen."
"What is the maximum storage duration for the cookie used by Google AdSense for advertisement efficiency experimentation?","3 months"
"Which type of data storage is used to register a unique ID for keeping statistics of videos watched on YouTube?","HTTP Cookie"
"Which programming language client version is stated as ""TBC"" for Weaviate core version 1.30.x?","Go, Java"
"What is the purpose of the ""__tld__"" HTTP Cookie according to the reference document?","Used to track visitors on multiple websites, in order to present relevant advertisement based on the visitor's preferences."
"What is required for the gRPC port configuration in the Weaviate docker-compose file?","Map the default port `50051` for gRPC by adding `- 50051:50051` to your `docker-compose.yml` file."
"What is the minimum required version of the Weaviate server to be compatible with the Python client v4?","1.23.7"
"What is the maximum storage duration of the _ga cookie used for tracking in Google Analytics?","2 years"
"Which cookie is used to estimate users' bandwidth on pages with integrated YouTube videos?","VISITOR_INFO1_LIVE"
"What is the maximum storage duration for the **signals-sdk-user-id** cookie?","1 year"
"What company last updated the cookie declaration on 3/25/25?","Cookiebot"
"Which cookie is used to track a user’s interaction with embedded content and has a maximum storage duration of persistent using IndexedDB?","YtIdbMeta#databases"
"What is the maximum storage duration for the ""VISITOR_INFO1_LIVE"" cookie used to estimate users' bandwidth on YouTube pages?","180 days"
"What is the maximum storage duration for the **VISITOR_INFO1_LIVE** HTTP Cookie used to estimate users' bandwidth on pages with integrated YouTube videos?","180 days"
"What is the maximum storage duration for the **_gcl_au** HTTP Cookie used by Google AdSense?","3 months"
"What is the maximum number of serverless clusters an organization can have in Weaviate Cloud by default?","Six"
"What are the advanced configuration settings available when creating a serverless cluster in Weaviate Cloud?","- Enable RBAC
- Enable auto schema generation
- Enable async indexing
- Enable async replication
- Allow all CORS origins"
"What is the maximum storage duration for the VISITOR_INFO1_LIVE HTTP cookie used for integrated YouTube videos?","180 days"
"What is Weaviate's function as a vector search engine?","Vector search engine."
"What are the multimodal data types that Weaviate's modules can import for building generative AI tools?","Text, audio, video."
"What are the main capabilities of Weaviate's RAG in relation to multimodal data?","Generate outputs based on retrieved objects and augment and transform retrieved data."
"What type of data does Weaviate require to perform searches using its multimodal vectorizer module?","Multimodal data (text and image data)."
"What is the maximum storage duration for the **docusaurus.announcement.id** in the provided data processing framework?","Persistent"
"What version of the TypeScript client replaced the JavaScript client, and when did this change occur according to the provided Weaviate information?","TypeScript client v2023-03-17."
"What module must be included when creating a Weaviate instance to enable multimodal vectorization?","multimodal vectorizer module"
"What is the maximum storage duration for the ""signals-sdk-user-id"" cookie, and what type of storage is it?","1 year, HTTP Cookie"
"What version of Helm is required to install the Weaviate Helm chart on a Kubernetes cluster?","Helm version v3 or higher."
"What is the maximum storage duration for the ""signals-sdk-user-id"" cookie from cdn.cr-relay.com?","1 year"
"What is the target collection referenced by the ""wroteArticle"" property in the Weaviate collection configuration?","TestArticle"
"What is the consequence if no refresh token is provided for OIDC authentication in Weaviate?","The client becomes unauthenticated after the access token expires."
"Which Weaviate version removes the unnecessary `.Objects()` from `GraphQL.Get()`?","v4"
"Which type of storage is used to persistently track user interaction with embedded content according to the document?","IndexedDB"
"What is the maximum storage duration for the **_gcl_au** cookie used by Google AdSense?","3 months"
"Which cookie registers a unique ID to keep statistics of YouTube videos watched by a user and has a maximum storage duration of a session?","YSC"
"What is the maximum storage duration for the _ga cookie type?","2 years"
"Which type of data storage is used for tracking user interaction with embedded content with persistent duration?","IndexedDB"
"What is the maximum storage duration for the **_gcl_au** HTTP Cookie used by Google AdSense?","3 months"
"Which agents are part of Weaviate's product lineup as mentioned in the documentation?","Query Agent, Transformation Agent, Personalization Agent"
"What type of storage duration is associated with the **docusaurus.announcement.dismiss** data in HTML Local Storage?","Persistent"
"What is the primary condition for storing non-essential cookies on a user's device according to the provided reference?","User permission"
"What is the maximum storage duration for the `ko_sid` when it is stored as an HTTP Cookie?","1 day"
"Which type of storage duration is associated with the ""signals-sdk-user-id""?","1 year"
"What is the type and maximum storage duration of the cookie named ""luma.native-referrer""?","HTTP Cookie, Session"
"What is the maximum storage duration for the `g2tracking` data type?","Persistent"
"Which type of storage is used for the **YtIdbMeta#databases** to track user interaction with embedded YouTube content?","IndexedDB"
"What is the maximum storage duration for the **VISITOR_INFO1_LIVE** HTTP Cookie?","180 days"
"What entity last updated the cookie declaration on 3/25/25 according to the document?","Cookiebot"
"What kind of search engine is Weaviate designed to be and what does it store?","Vector search engine; stores objects and vectors."
"What is the maximum storage duration for the cookie named ""VISITOR_INFO1_LIVE""?","180 days"
"Which type of storage is used for tracking user interaction with embedded content in the ""ytidb::LAST_RESULT_ENTRY_KEY""?","HTML Local Storage"
"What type of cookie is used by LinkedIn to detect spam and improve website security with a maximum storage duration of 1 year?","bcookie"
"Which cookie used by Hubspot is responsible for setting a unique session ID to obtain data on visitor behavior for statistical purposes, with a maximum storage duration of 180 days?","__hstc"
"Which Python client version is required for compatibility with Weaviate server version 1.23.7 or higher?","Python client v4"
"What environment platforms support Embedded Weaviate?","Linux, macOS"
"What enables Weaviate to perform both vector and scalar searches efficiently in a single query?","Weaviate allows for efficient combined vector and scalar searches by storing both objects and vectors and ensuring their efficient retrieval."
"What is the new syntax for adding a multi-target reference in Weaviate version 4.4b7?","Use `ReferenceToMulti` for multi-target references."
"What parameter should be used to request the vector in the returned data when working with Weaviate version 4.4b7?","include_vector"
"What class is used in Weaviate version 4 for OIDC authentication with the Client Credentials flow?","AuthClientCredentials"
"Which Weaviate client class version supports asynchronous operations with asyncio?","WeaviateAsyncClient"
"What type of data storage method is used for `ytidb::LAST_RESULT_ENTRY_KEY` and is it session-based or persistent?","Persistent"
"Which provider collects data on user behavior and interaction specifically for optimizing website advertisements and enhancing their relevance?","LinkedIn"
"How can setting the `CLUSTER_HOSTNAME` environment variable help in a single-node Weaviate deployment?","Ensures consistent hostname to prevent issues."
"What subnet IP range should be used if a Weaviate pod deployment encounters an error due to a missing private IP address?","10.0.0.0/8"
"What is the maximum storage duration for the HTTP cookie used to estimate users' bandwidth on pages with integrated YouTube videos?","180 days"
"Which storage type is used for tracking visitors across multiple websites for advertising purposes?","HTTP Cookie"
"What is the maximum storage duration for the **PXeBumDLwe_pxtiming** storage type?","Persistent"
"Which type of storage has a maximum storage duration of 1 year in the context of ko_id?","HTTP Cookie"
"What type of data storage method is used for the `signals-sdk-session-id` identifier, and what is its maximum storage duration?","HTTP Cookie, 1 day"
"What is the type and maximum storage duration of the `pxsid` identifier?","Session, HTML Local Storage"
"What is the maximum storage duration for the HTTP Cookie used to track a user's interaction with embedded content labeled as ""LAST_RESULT_ENTRY_KEY""?","Session"
"What is the type and maximum storage duration of the ""remote_sid"" used for YouTube video content functionality?","HTTP Cookie, Session"
"What type of storage is used for the **ytidb::LAST_RESULT_ENTRY_KEY** and what is its maximum storage duration?","HTML Local Storage, Persistent"
"Which domain mentioned uses both HTML Local Storage and HTTP Cookies for data persistence?","cdn.getkoala.com4"
"Which domains mentioned store data persistently using HTML Local Storage?","cdn.getkoala.com4, embeds.beehiiv.com6, tracking-api.g2.com1, weaviate.io2"
"What is the maximum storage duration for the **ko_id** cookie from cdn.getkoala.com, and what is its type?","1 year, HTTP Cookie"
"How can query results be grouped by a property in Weaviate, and what attributes organize these results?","Objects and groups."
"What syntax is used to include object vectors in a query response in the Weaviate API documentation?","include_vector=True"
"What function in Weaviate is used to establish a reference between collections, specifically linking authors to articles in the current Weaviate version?","client.collections.update_references"
"What property is used to configure a text vectorizer when creating a collection in Weaviate with Cohere integration?","vectorizer_config=wvcc.Configure.Vectorizer.text2vec_cohere()"
"Which Weaviate core version corresponds with Python client version 3.22.x?","1.21.x"
"What is the initial release date for the Weaviate core version 1.27.x?","2024-10-16"
"How can setting the `CLUSTER_HOSTNAME` environment variable help in a single-node Weaviate deployment when the hostname changes over time?","Setting the `CLUSTER_HOSTNAME` environment variable helps ensure consistency by explicitly defining the hostname, preventing issues when it changes."
"Which type of data storage is used for the ""LogsDatabaseV2:V#||LogsRequestsStore"" and what is its maximum storage duration?","IndexedDB, Persistent"
"What Weaviate functionality is introduced to unify different types of filters in the GraphQL API?","filters.WhereFilter"
"What is the maximum storage duration for the HTTP Cookie `ko_sid` issued by cdn.getkoala.com?","1 day"
"Which type of storage is used to register data on visitor interactions with advertisements, according to the document?","HTML Local Storage"
"Which storage type is used for `PXeBumDLwe_px_hvd` in embeds.beehiiv.com?","HTML Local Storage"
"What is the maximum storage duration for the `signals-sdk-user-id` according to the reference document?","1 year"
"What is the maximum storage duration for the HTTP Cookie used to estimate users' bandwidth on pages with integrated YouTube videos?","180 days"
"Which type of storage is used to register a unique ID for keeping statistics of YouTube videos a user has seen?","YSC"
"What is the maximum storage duration for the cookie associated with ""cdn.getkoala.com""?","1 year"
"What type of storage is used for ""docusaurus.announcement.dismiss"" and what is its maximum storage duration?","HTML Local Storage; Persistent"
"What feature of Weaviate allows for the combination of vector search with structured filtering and ensures efficient retrieval of both objects and vectors?","Combine vector and scalar search."
"Which programming language is Weaviate built from scratch in, supporting various media types and low-latency operations?","Go"
"What are the three types of Weaviate Agents mentioned in the reference?","Query Agent, Transformation Agent, Personalization Agent"
"What type of deployment options does Weaviate offer according to the provided details?","Serverless Cloud, Enterprise Cloud, Bring Your Own Cloud"
"What is the primary purpose of the `__tld__` HTTP cookie according to the reference?","Used to track visitors on multiple websites to present relevant advertisements based on the visitor's preferences."
"What type of storage is primarily used for persisting the data related to video player preferences on YouTube's embedded videos?","HTML Local Storage"
"What is the maximum storage duration for the VISITOR_INFO1_LIVE cookie used to estimate users' bandwidth on pages with integrated YouTube videos?","180 days"
"Which cookie stores a unique ID to keep statistics of YouTube videos a user has seen?","YSC"