# Latest **URL:** https://forum.weaviate.io/latest.md [Latest](https://forum.weaviate.io/latest.md) · [Categories](https://forum.weaviate.io/categories.md) · [Tags](https://forum.weaviate.io/tags.md) --- ## [Deterministic citation attribution & conformal eval bounds for Weaviate RAG pipelines (groundkit + certain)](https://forum.weaviate.io/t/deterministic-citation-attribution-conformal-eval-bounds-for-weaviate-rag-pipelines-groundkit-certain/22637)
**Author:** [@Satyawansingh](https://forum.weaviate.io/u/Satyawansingh)\ **Replies:** 0\ **Last updated:** [September 21, 2026, 1:37pm UTC](https://forum.weaviate.io/t/deterministic-citation-attribution-conformal-eval-bounds-for-weaviate-rag-pipelines-groundkit-certain/22637 "2026-09-21T13:37:14Z")
Hi everyone, When building production RAG pipelines with Weaviate in regulated domains (finance, legal, compliance), two common failure modes occur: LLMs hallucinating facts or misinterpreting retrieved context chunk… --- ## [Best way of using DINOv2 image similarity in Weavite](https://forum.weaviate.io/t/best-way-of-using-dinov2-image-similarity-in-weavite/22228)
**Author:** [@rjalex](https://forum.weaviate.io/u/rjalex)\ **Replies:** 4\ **Last updated:** [September 19, 2026, 12:59pm UTC](https://forum.weaviate.io/t/best-way-of-using-dinov2-image-similarity-in-weavite/22228 "2026-09-19T12:59:04Z")
Hello Weaviate gurus. Long time no see :frowning: How boring when I-m not using Weaviate :wink: I started investigating the wonderful world of multimodal similarity hoping to get some work from a nice historical archive… --- ## [Handling vector drift and gRPC timeouts when indexing real-time script behaviors?](https://forum.weaviate.io/t/handling-vector-drift-and-grpc-timeouts-when-indexing-real-time-script-behaviors/22249)
**Author:** [@viv889](https://forum.weaviate.io/u/viv889)\ **Replies:** 3\ **Last updated:** [September 19, 2026, 12:57pm UTC](https://forum.weaviate.io/t/handling-vector-drift-and-grpc-timeouts-when-indexing-real-time-script-behaviors/22249 "2026-09-19T12:57:45Z")
Hey everyone, I’ve been running into a bit of a frustrating issue with my local Weaviate setup (v1.27.x) and I’m hoping someone here has navigated something similar. I’m currently building a small monitoring tool that v… --- ## [Issue with Duplicate UUID Handling in Weaviate Batch Import vs. Insert Method](https://forum.weaviate.io/t/issue-with-duplicate-uuid-handling-in-weaviate-batch-import-vs-insert-method/21214)
**Author:** [@Rohini\_vaidya](https://forum.weaviate.io/u/Rohini_vaidya)\ **Replies:** 4\ **Last updated:** [September 19, 2026, 12:53pm UTC](https://forum.weaviate.io/t/issue-with-duplicate-uuid-handling-in-weaviate-batch-import-vs-insert-method/21214 "2026-09-19T12:53:35Z")
I’m experiencing an issue with duplicate UUID handling in Weaviate when using batch import. In my batch import code, I generate a deterministic UUID using generate\_uuid5(guid) for each object. This ensures that the same… --- ## [Batch ingesting into multi-tenant collection](https://forum.weaviate.io/t/batch-ingesting-into-multi-tenant-collection/22625)
**Author:** [@bahtman](https://forum.weaviate.io/u/bahtman)\ **Replies:** 2\ **Last updated:** [September 16, 2026, 7:14am UTC](https://forum.weaviate.io/t/batch-ingesting-into-multi-tenant-collection/22625 "2026-09-16T07:14:35Z")
Description We are having issues ingesting our big initial load of objects to the Weaviate instance. Our collection is configured with a dynamic index (10\_000 threshold) and auto creation/activation We have 57 million … --- ## [Best Practice for Multi-Tenant Architecture with Shared and User-Specific Documents](https://forum.weaviate.io/t/best-practice-for-multi-tenant-architecture-with-shared-and-user-specific-documents/21859)
**Author:** [@Paul\_Indsoft](https://forum.weaviate.io/u/Paul_Indsoft)\ **Replies:** 4\ **Last updated:** [September 10, 2026, 9:00am UTC](https://forum.weaviate.io/t/best-practice-for-multi-tenant-architecture-with-shared-and-user-specific-documents/21859 "2026-09-10T09:00:32Z")
Hi Weaviate community, I’m designing a production system where I need to handle two types of documents: Common documents - Shared across all clients/users User-uploaded documents - Specific to each client/user I… --- ## [Getting Unable to parse hex string to integer error at delete\_many function](https://forum.weaviate.io/t/getting-unable-to-parse-hex-string-to-integer-error-at-delete-many-function/22195)
**Author:** [@Dharanish](https://forum.weaviate.io/u/Dharanish)\ **Replies:** 6\ **Last updated:** [August 31, 2026, 1:00pm UTC](https://forum.weaviate.io/t/getting-unable-to-parse-hex-string-to-integer-error-at-delete-many-function/22195 "2026-08-31T13:00:32Z")
Description Deleting objects based on property of string type with verbose set to True return WeaviateDeleteManyError tenant.data.delete\_many( where=Filter.by\_property(name="document\_id").equal("Document\_12345"), dr… --- ## [Use of authentication.oidc.groups\_claim ? RBAC rules based on external group membership?](https://forum.weaviate.io/t/use-of-authentication-oidc-groups-claim-rbac-rules-based-on-external-group-membership/21569)
**Author:** [@tpanza](https://forum.weaviate.io/u/tpanza)\ **Replies:** 7\ **Last updated:** [August 24, 2026, 5:33pm UTC](https://forum.weaviate.io/t/use-of-authentication-oidc-groups-claim-rbac-rules-based-on-external-group-membership/21569 "2026-08-24T17:33:35Z")
Description Running a self-hosted Weaviate on an on-prem k8s cluster in a corporate environment. I am trying to understand options for configuring RBAC in Weaviate. I currently have authentication via OIDC working, usi… --- ## [Weaviate v1.39.0 Release Announcement](https://forum.weaviate.io/t/weaviate-v1-39-0-release-announcement/22614)
**Author:** [@DudaNogueira](https://forum.weaviate.io/u/DudaNogueira)\ **Replies:** 0\ **Last updated:** [August 24, 2026, 2:35pm UTC](https://forum.weaviate.io/t/weaviate-v1-39-0-release-announcement/22614 "2026-08-24T14:35:18Z")
We’re excited to announce the release of Weaviate v1.39.0! This release brings a big batch of new capabilities and refinements: new ways to query Weaviate, a new quantization method, more control over your schema at run… --- ## [ Weavit UI — a cross-platform Weaviate desktop client](https://forum.weaviate.io/t/weavit-ui-a-cross-platform-weaviate-desktop-client/22595)
**Author:** [@srnathanx](https://forum.weaviate.io/u/srnathanx)\ **Replies:** 1\ **Last updated:** [August 9, 2026, 8:01am UTC](https://forum.weaviate.io/t/weavit-ui-a-cross-platform-weaviate-desktop-client/22595 "2026-08-09T08:01:13Z")
Hi everyone :waving\_hand: I’ve been building Weavit UI, a free and open-source desktop GUI for Weaviate, and just cut the first public release. Think MongoDB-Compass-style tooling, but for your Weaviate instances — co… --- ## [Agentic medical diagnosis system with layered vector retrieval powered by Weaviate](https://forum.weaviate.io/t/agentic-medical-diagnosis-system-with-layered-vector-retrieval-powered-by-weaviate/22597)
**Author:** [@varun500](https://forum.weaviate.io/u/varun500)\ **Replies:** 0\ **Last updated:** [August 5, 2026, 9:15am UTC](https://forum.weaviate.io/t/agentic-medical-diagnosis-system-with-layered-vector-retrieval-powered-by-weaviate/22597 "2026-08-05T09:15:50Z")
Agentic medical diagnosis system with layered vector retrieval powered by Weaviate I’ve built Agentic GraphRAG for Medical Diagnosis (GitHub - avnlp/agentic-med-diag: Agentic Graph RAG for Medical diagnosis and Clinical… --- ## [Named Vectors + Multi-Tenancy: Storage behavior for null/unpopulated vectors](https://forum.weaviate.io/t/named-vectors-multi-tenancy-storage-behavior-for-null-unpopulated-vectors/22574)
**Author:** [@youssef\_ajlani](https://forum.weaviate.io/u/youssef_ajlani)\ **Replies:** 2\ **Last updated:** [July 21, 2026, 3:37pm UTC](https://forum.weaviate.io/t/named-vectors-multi-tenancy-storage-behavior-for-null-unpopulated-vectors/22574 "2026-07-21T15:37:02Z")
Hi Weaviate team, I have a multi-tenant collection with multiple named vectors and I have a question about storage behavior: Context: I have a collection with multiple named vectors Each tenant may not use all the de… --- ## [VORTEXRAG: a 7-layer RAG framework that fights semantic drift & context poisoning — built on Weaviate](https://forum.weaviate.io/t/vortexrag-a-7-layer-rag-framework-that-fights-semantic-drift-context-poisoning-built-on-weaviate/22554)
**Author:** [@varnesh](https://forum.weaviate.io/u/varnesh)\ **Replies:** 1\ **Last updated:** [July 9, 2026, 12:11pm UTC](https://forum.weaviate.io/t/vortexrag-a-7-layer-rag-framework-that-fights-semantic-drift-context-poisoning-built-on-weaviate/22554 "2026-07-09T12:11:33Z")
Hi Weaviate community :waving\_hand: I built VORTEXRAG, an open-source RAG framework that tackles two failure modes I kept hitting in production RAG: semantic drift (retrieved chunks slowly wander off-topic) and context … --- ## [insertMany currently timing out. Is there a system status page?](https://forum.weaviate.io/t/insertmany-currently-timing-out-is-there-a-system-status-page/22559)
**Author:** [@PocketColin](https://forum.weaviate.io/u/PocketColin)\ **Replies:** 2\ **Last updated:** [July 9, 2026, 7:42am UTC](https://forum.weaviate.io/t/insertmany-currently-timing-out-is-there-a-system-status-page/22559 "2026-07-09T07:42:50Z")
Description The insertMany batch function from the NodeJS package has suddenly started timing out. Nothing has changed in the code. My hunch is that there’s a system degradation affecting it, but I can’t find a Weaviate … --- ## [Check whether deterministic proxy to drop stale Weaviate context (Cuts token burn by ~50%). Stress-testing it this week](https://forum.weaviate.io/t/check-whether-deterministic-proxy-to-drop-stale-weaviate-context-cuts-token-burn-by-50-stress-testing-it-this-week/22558)
**Author:** [@VLSiddarth](https://forum.weaviate.io/u/VLSiddarth)\ **Replies:** 1\ **Last updated:** [July 8, 2026, 10:11am UTC](https://forum.weaviate.io/t/check-whether-deterministic-proxy-to-drop-stale-weaviate-context-cuts-token-burn-by-50-stress-testing-it-this-week/22558 "2026-07-08T10:11:32Z")
Hey everyone, I’ve been researching why enterprise RAG pipelines fail when vector databases scale. The silent killer is ‘Context Rot’, Weaviate retrieves a document that is semantically perfect (high cosine similarity) … --- ## [Knowledge Universe API — populate Weaviate with scored, multi-source knowledge in one call](https://forum.weaviate.io/t/knowledge-universe-api-populate-weaviate-with-scored-multi-source-knowledge-in-one-call/22257)
**Author:** [@VLSiddarth](https://forum.weaviate.io/u/VLSiddarth)\ **Replies:** 4\ **Last updated:** [July 3, 2026, 7:21am UTC](https://forum.weaviate.io/t/knowledge-universe-api-populate-weaviate-with-scored-multi-source-knowledge-in-one-call/22257 "2026-07-03T07:21:42Z")
Title: Knowledge Universe API — populate Weaviate with scored, multi-source knowledge in one call Hey Weaviate community, I built Knowledge Universe API and wanted to share a pattern that might be useful for anyone bui… --- ## [Hybrid Search + Cohere Rerank Tutorial Using Weaviate Cloud](https://forum.weaviate.io/t/hybrid-search-cohere-rerank-tutorial-using-weaviate-cloud/22533)
**Author:** [@Mayank\_Chugh](https://forum.weaviate.io/u/Mayank_Chugh)\ **Replies:** 3\ **Last updated:** [July 1, 2026, 4:01am UTC](https://forum.weaviate.io/t/hybrid-search-cohere-rerank-tutorial-using-weaviate-cloud/22533 "2026-07-01T04:01:54Z")
I created a step-by-step tutorial showing how to build a hybrid RAG pipeline with Weaviate Cloud. The setup includes: BM25 + semantic search via Weaviate Alpha-based retrieval balancing Cohere reranking Qwen3-8B gener… --- ## [\[Architecture\] Preventing RAG "Context Rot" – A Deterministic Temporal Decay Layer for Vector Payloads](https://forum.weaviate.io/t/architecture-preventing-rag-context-rot-a-deterministic-temporal-decay-layer-for-vector-payloads/22341)
**Author:** [@VLSiddarth](https://forum.weaviate.io/u/VLSiddarth)\ **Replies:** 7\ **Last updated:** [June 16, 2026, 10:51am UTC](https://forum.weaviate.io/t/architecture-preventing-rag-context-rot-a-deterministic-temporal-decay-layer-for-vector-payloads/22341 "2026-06-16T10:51:43Z")
The Problem: Semantic Similarity vs. Temporal Reality We are all building highly optimized RAG pipelines, but I’ve been running into a persistent bottleneck when deploying agents in regulated or high-velocity domains (li… --- ## [UI bug on weaviate.io](https://forum.weaviate.io/t/ui-bug-on-weaviate-io/22526)
**Author:** [@IgorKasianenko](https://forum.weaviate.io/u/IgorKasianenko)\ **Replies:** 1\ **Last updated:** [June 9, 2026, 1:05pm UTC](https://forum.weaviate.io/t/ui-bug-on-weaviate-io/22526 "2026-06-09T13:05:03Z")
Description official website broken layout, see the attached video and it is fixed after rescale and not coming back after reshaping width even less than original --- ## [Weaviate v1.38.0 Release Announcement](https://forum.weaviate.io/t/weaviate-v1-38-0-release-announcement/22525)
**Author:** [@DudaNogueira](https://forum.weaviate.io/u/DudaNogueira)\ **Replies:** 0\ **Last updated:** [June 9, 2026, 11:29am UTC](https://forum.weaviate.io/t/weaviate-v1-38-0-release-announcement/22525 "2026-06-09T11:29:11Z")
We’re excited to announce the release of Weaviate v1.38.0! This update is packed with new features! It brings some significant enhancements and new features aimed at improving your data management experience and overall… --- ## [Where to submit a vulnerability report?](https://forum.weaviate.io/t/where-to-submit-a-vulnerability-report/22379)
**Author:** [@linkyang](https://forum.weaviate.io/u/linkyang)\ **Replies:** 2\ **Last updated:** [May 27, 2026, 1:11pm UTC](https://forum.weaviate.io/t/where-to-submit-a-vulnerability-report/22379 "2026-05-27T13:11:06Z")
Good morning guys, I recently encounter a vulnerability in a repo from Weaviate, but I cannot a find a suitable place to report the vuln. The advisory in GitHub repo is not yet enabled. On the other hand, I mostly don’… --- ## [Proposing OrcaRouter Native Integration for Verba (OpenAI-compatible LLM gateway)](https://forum.weaviate.io/t/proposing-orcarouter-native-integration-for-verba-openai-compatible-llm-gateway/22460)
**Author:** [@Song\_Jinhao](https://forum.weaviate.io/u/Song_Jinhao)\ **Replies:** 0\ **Last updated:** [May 27, 2026, 1:08pm UTC](https://forum.weaviate.io/t/proposing-orcarouter-native-integration-for-verba-openai-compatible-llm-gateway/22460 "2026-05-27T13:08:52Z")
Hi Weaviate & Verba team, I’ve opened a PR adding OrcaRouter as a native LLM provider in Verba: https://github.com/weaviate/Verba/pull/470 About OrcaRouter OrcaRouter is an OpenAI-compatible API gateway that fronts 160… --- ## [RAM Not Freed After Deleting ~600K Objects – Is Restarting Weaviate the Only Option?](https://forum.weaviate.io/t/ram-not-freed-after-deleting-600k-objects-is-restarting-weaviate-the-only-option/21400)
**Author:** [@akhilsharma](https://forum.weaviate.io/u/akhilsharma)\ **Replies:** 8\ **Last updated:** [May 18, 2026, 5:57pm UTC](https://forum.weaviate.io/t/ram-not-freed-after-deleting-600k-objects-is-restarting-weaviate-the-only-option/21400 "2026-05-18T17:57:30Z")
Description Hi everyone, We’re running a Weaviate cluster on Kubernetes and recently deleted ~600K stale objects from our internal accounts to free up space. Here’s a comparison before and after the deletion: Volume B… --- ## [Feature discussion: parent-document retrieval and scoring across chunked objects](https://forum.weaviate.io/t/feature-discussion-parent-document-retrieval-and-scoring-across-chunked-objects/22356)
**Author:** [@luis\_143](https://forum.weaviate.io/u/luis_143)\ **Replies:** 0\ **Last updated:** [May 11, 2026, 8:09am UTC](https://forum.weaviate.io/t/feature-discussion-parent-document-retrieval-and-scoring-across-chunked-objects/22356 "2026-05-11T08:09:55Z")
Feature discussion: parent-document retrieval and scoring across chunked objects Description I would like to open a discussion around parent-document retrieval and scoring over chunked objects. A common pattern when usi… --- ## [Hybrid Search Date Filter Ignored When No Matching Data in Range?](https://forum.weaviate.io/t/hybrid-search-date-filter-ignored-when-no-matching-data-in-range/20769)
**Author:** [@Philipp](https://forum.weaviate.io/u/Philipp)\ **Replies:** 3\ **Last updated:** [May 9, 2026, 11:01am UTC](https://forum.weaviate.io/t/hybrid-search-date-filter-ignored-when-no-matching-data-in-range/20769 "2026-05-09T11:01:11Z")
Hi, i’m running into unexpected behavior when combining hybrid search with a date-range filter. When I filter for a range in which no objects exist, the filter seems to be silently dropped and I get back all results—as i… --- ## [Sorting by CreationTime extremely slow](https://forum.weaviate.io/t/sorting-by-creationtime-extremely-slow/2372)
**Author:** [@msj242](https://forum.weaviate.io/u/msj242)\ **Replies:** 5\ **Last updated:** [May 9, 2026, 10:59am UTC](https://forum.weaviate.io/t/sorting-by-creationtime-extremely-slow/2372 "2026-05-09T10:59:34Z")
Description This call below takes such a long time that it timesout. Even with long timeouts. I think this should be extremely fast seeing as though there is not even a hybrid search - this is just trying to get the last… --- ## [\[Question\] How to use BOYC for Weaviate deploy](https://forum.weaviate.io/t/question-how-to-use-boyc-for-weaviate-deploy/22348)
**Author:** [@PeterHanks](https://forum.weaviate.io/u/PeterHanks)\ **Replies:** 1\ **Last updated:** [May 6, 2026, 12:39pm UTC](https://forum.weaviate.io/t/question-how-to-use-boyc-for-weaviate-deploy/22348 "2026-05-06T12:39:57Z")
Hi everyone, I need to use Weaviate cloud but want it to be deployed within the VPC of my GCP account. Does Weaviate support this option and if it does, how to do it? Note I don’t wish to use Kubernetes. Thank you. --- ## [Beever Atlas: an open-source LLM Wiki on Weaviate (3-tier schema for chat memory)](https://forum.weaviate.io/t/beever-atlas-an-open-source-llm-wiki-on-weaviate-3-tier-schema-for-chat-memory/22339)
**Author:** [@jhkchan](https://forum.weaviate.io/u/jhkchan)\ **Replies:** 0\ **Last updated:** [April 27, 2026, 5:24am UTC](https://forum.weaviate.io/t/beever-atlas-an-open-source-llm-wiki-on-weaviate-3-tier-schema-for-chat-memory/22339 "2026-04-27T05:24:17Z")
Hey everyone :waving\_hand: We just open-sourced Beever Atlas — an LLM Wiki for team chat that distills Slack / Discord / Microsoft Teams / Mattermost / Telegram conversations into a structured, browsable wiki backed by … --- ## [WeavyAdmin, A Desktop Admin App for WeaviateDB Clusters](https://forum.weaviate.io/t/weavyadmin-a-desktop-admin-app-for-weaviatedb-clusters/22331)
**Author:** [@Shahin](https://forum.weaviate.io/u/Shahin)\ **Replies:** 5\ **Last updated:** [April 23, 2026, 1:00pm UTC](https://forum.weaviate.io/t/weavyadmin-a-desktop-admin-app-for-weaviatedb-clusters/22331 "2026-04-23T13:00:48Z")
Hey everyone :waving\_hand: I built WeavyAdmin a native desktop app for managing Weaviate clusters. It’s the kind of tool I kept wishing existed GitHub - Shah91n/WeavyAdmin: Desktop admin console for Weaviate vec… --- ## [The docker version of weaviate does not provide a GUI and is only accessed through the client tool?](https://forum.weaviate.io/t/the-docker-version-of-weaviate-does-not-provide-a-gui-and-is-only-accessed-through-the-client-tool/2787)
**Author:** [@lynkd](https://forum.weaviate.io/u/lynkd)\ **Replies:** 3\ **Last updated:** [April 23, 2026, 6:44am UTC](https://forum.weaviate.io/t/the-docker-version-of-weaviate-does-not-provide-a-gui-and-is-only-accessed-through-the-client-tool/2787 "2026-04-23T06:44:42Z")
Description The weaviate cloud provides a GUI, or console, but the docker version does not appear to have one. Is there no web access in the weaviate docker, but only through the client library? Server Setup Information … [Next page](https://forum.weaviate.io/latest.md?page=1)