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Author SHA1 Message Date
Maddie Duhon d2e49ec622 edit 2025-07-24 12:36:02 -04:00
m-qdrant 8fb93b7150 Merge pull request #1815 from qdrant/blog-vector-space-day-berlin 
adding partners
 2025-07-24 12:33:08 -04:00
Maddie Duhon 85d52d54d5 adding partners 2025-07-24 12:27:12 -04:00
Bastian Hofmann f119ed0132 Add docs for hybrid cloud and private cloud 2025-07-24 14:33:10 +02:00
Bastian Hofmann 4933677bf7 Improvements for cloud docs 
* Documentation page for the different cluster configuration options
* Add RBAC and IaC to getting started
* Docs for automatic shard rebalancing in cloud
* Docs for restart policy in cloud
 2025-07-24 14:19:36 +02:00
Maddie Duhon 0aea10a4bd create-blog 2025-07-24 08:01:14 -04:00
Evgeniya Sukhodolskaya ab7c57131a tiny fixes 2025-07-23 19:09:54 +02:00
Evgeniya Sukhodolskaya 3d894c9cd0 text fix according to review 2025-07-23 18:57:04 +02:00
Evgeniya Sukhodolskaya 46fac27939 cover image 2025-07-23 18:54:50 +02:00
Evgeniya Sukhodolskaya c2d0586b87 text of the case study 2025-07-23 18:54:50 +02:00
daniel-azoulai 9a44267941 Merge pull request #1812 from qdrant/blog-qdrant-cloud-inference 
Update qdrant-cloud-inference-launch.md
 2025-07-23 09:00:00 -07:00
daniel-azoulai 43015159a0 Update qdrant-cloud-inference-launch.md 2025-07-23 08:56:07 -07:00
Luis Cossío 4a4ba25911 fix latex formulas and put them in a table (#1810) 2025-07-22 11:36:28 -04:00
Andy a36a3d408d Update quickstart.md (#1802) 2025-07-20 19:32:05 +02:00
generall 01eed91222 Update GitHub Stars 2025-07-20 17:01:53 +00:00
m-qdrant 492085a311 Merge pull request #1807 from qdrant/blog-vector-space-day-berlin 
adding-early-bird-pricing
 2025-07-18 13:04:34 -04:00
Maddie Duhon 36d05326a3 copy 2025-07-18 12:59:35 -04:00
Maddie Duhon 913f04d000 adding-early-bird-pricing 2025-07-18 12:46:37 -04:00
Derrick MwitiLuis CossíoKacper ŁukawskiLuis Cossíogenerall
 		3fc789869f Qdrant 1.15 release blog (#1769) 
* Qdrant 1.15 release blog

* Update qdrant-landing/content/blog/qdrant-1.15-release.md

Co-authored-by: Luis Cossío <luis.cossio@qdrant.com>

* Update qdrant-landing/content/blog/qdrant-1.15-release.md

Co-authored-by: Luis Cossío <luis.cossio@qdrant.com>

* Update qdrant-landing/content/blog/qdrant-1.15-release.md

Co-authored-by: Luis Cossío <luis.cossio@qdrant.com>

* Update qdrant-landing/content/blog/qdrant-1.15-release.md

Co-authored-by: Luis Cossío <luis.cossio@qdrant.com>

* Add images

* Add images

* update text index section

* update release blog

* update release blog

* update release blog

* add text index snippets

* update multilingual tokenization

* update stopwords section

* update stemmers section

* update stemmers section

* update gridstore section

* Add space crew images

* update space crew images

* Add tag

* Add tag

* update intro

* update intro

* update blog

* update blog

* update blog

* update blog

* update blog

* update blog

* update blog

* update blog

* update blog

* update blog

* update blog

* Update qdrant-landing/content/blog/qdrant-1.15.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/blog/qdrant-1.15.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/blog/qdrant-1.15.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Unbold headers

* update section headings

* update snowball stemmer

* update create collection screenshot

* update create collection screenshot

* update binary quantization image

* update blog

* update blog

* update blog

* update blog

* update blog

* update blog

* update blog

* update blog

* update image

* Update text index section

* Update text index section

* Update text index section

* Update text index section

* Update text index section

* Update text index section

* Update quantization image

* update to `candidates_limit`

* Update qdrant-landing/content/blog/qdrant-1.15.md

Co-authored-by: Luis Cossío <luis.cossio@qdrant.com>

* Update qdrant-landing/content/blog/qdrant-1.15.md

Co-authored-by: Luis Cossío <luis.cossio@qdrant.com>

* [WIP] update images

* rename file

* update blog

* review

* swap mmr images and add caption

* upd description

* feature

* add benchmark results for quantization

* fix typo

* add missing images

* Update qdrant-landing/content/blog/qdrant-1.15.x.md

---------

Co-authored-by: Luis Cossío <luis.cossio@qdrant.com>
Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>
Co-authored-by: Luis Cossío <luis.cossio@outlook.com>
Co-authored-by: generall <andrey@vasnetsov.com>
 2025-07-18 15:18:40 +02:00
m-qdrant 3e3ebbc99f Merge pull request #1806 from qdrant/blog-vector-space-day-berlin 
added-social-preview-image
 2025-07-18 08:15:33 -04:00
Maddie Duhon 1f6bdaa499 added-social-preview-image 2025-07-18 07:59:10 -04:00
Luis CossíoandAnush 33c9c18f9a [v1.15.0] MMR docs (#1754) 
* add mmr to hybrid queries section

* update to new interface

* proofread

* update for renaming `lambda` into `diversity`

* update for `candidates_limit`

* add formula

* fix rust snippet

* docs: Simplified go.md

* docs: Simplify csharp.md

* docs: Simplified java.md

* output is regular scores

---------

Co-authored-by: Anush <anushshetty90@gmail.com>
 2025-07-18 13:24:16 +02:00
Luis CossíoAnush008Andrey Vasnetsov
 		ef31a4afe0 [v1.15.0] Text index documentation (#1698) 
* phrase matching documentation

* mention incompatibility with prefix tokenizer

* nvm, it works well

* fix rust snippet

* fix python snippet

* Update qdrant-landing/content/documentation/headless/snippets/create-payload-index/simple-full-text/csharp.md

* [1.15] Text Index Documentation (#1796)

* wip

* add snippets for simple text index creation and phrase index separatelly

* add some stopwords snippets + stopwords description

* add stemmer snippets

* docs: Stemmer, stop words Go snippets

Signed-off-by: Anush008 <anushshetty90@gmail.com>

* docs: Stemmer, stop words Java snippets

Signed-off-by: Anush008 <anushshetty90@gmail.com>

* docs: Stemmer, stop words C# snippets

Signed-off-by: Anush008 <anushshetty90@gmail.com>

* fix: http, TS stemmer snippets

Signed-off-by: Anush008 <anushshetty90@gmail.com>

* docs: Nit fixes indexing.md

Signed-off-by: Anush008 <anushshetty90@gmail.com>

* lowercase stemmer is intended for consistency

---------

Signed-off-by: Anush008 <anushshetty90@gmail.com>
Co-authored-by: Anush008 <anushshetty90@gmail.com>

---------

Signed-off-by: Anush008 <anushshetty90@gmail.com>
Co-authored-by: Anush <anushshetty90@gmail.com>
Co-authored-by: Andrey Vasnetsov <andrey@vasnetsov.com>
 2025-07-18 13:24:00 +02:00
Ivan PleshkovCopilotAnushAndrey Vasnetsov
 		fe7a45a4ad [1.15] New BQ methods docs (#1798) 
* bq-new-methods-1-15

* fix snippets path

* fix snippets

* update 2bit description

* Update qdrant-landing/content/documentation/headless/snippets/create-collection/with-binary-quantization-and-query-encoding/go.md

* Update qdrant-landing/content/documentation/guides/quantization.md

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update go.md

* review text and update some snippets

* simplify query encoding for rust

* upd rust snippets

* Update quantization.md

---------

Co-authored-by: Anush <anushshetty90@gmail.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Andrey Vasnetsov <andrey@vasnetsov.com>
 2025-07-18 13:23:30 +02:00
trean 1af478e8c7 stars page updated (#1801) 2025-07-16 21:59:55 +02:00
m-qdrant 702fdf3537 Merge pull request #1800 from qdrant/ai-agent-aws-marketplace 
slug
 2025-07-16 13:16:49 -04:00
Maddie Duhon cb29ea9edc copy 2025-07-16 13:09:28 -04:00
Maddie Duhon 882ab788ff slug 2025-07-16 13:04:58 -04:00
m-qdrant a13eb06c61 Merge pull request #1795 from qdrant/ai-agent-aws-marketplace 
Create ai-agents-aws-marketplace.md
 2025-07-16 13:01:05 -04:00
Andrey Vasnetsov e0b96a2a1a fix preview 2025-07-16 17:58:09 +02:00
Andrey Vasnetsov baecbf1895 fix images 2025-07-16 17:54:03 +02:00
Maddie Duhon 13394fa228 copy 2025-07-16 11:22:09 -04:00
Maddie Duhon 8df0e670ff amid-copy-edits 2025-07-16 11:09:43 -04:00
Andrey Vasnetsov c6b25b90c9 Update how-to-choose-an-embedding-model.md 2025-07-16 17:09:40 +02:00
trean 8ee8d89a99 update brand resources page (#1799) 2025-07-16 16:11:20 +02:00
daniel-azoulai 4e12331639 Update ai-agents-aws-marketplace.md 2025-07-15 14:10:14 -07:00
daniel-azoulai 1f449865c7 aws-update 2025-07-15 14:06:45 -07:00
daniel-azoulai 127c9c2364 Update ai-agents-aws-marketplace.md 2025-07-15 12:52:15 -07:00
daniel-azoulai 5f40c2d326 Create ai-agents-aws-marketplace.md 2025-07-15 12:48:14 -07:00
daniel-azoulai 16f6682bda Update case-study-and-ai.md 2025-07-15 11:40:59 -07:00
daniel-azoulai d2146f3911 Update case-study-and-ai.md 2025-07-15 10:50:28 -07:00
daniel-azoulai 7bb42a5d5e Update case-study-and-ai.md 2025-07-15 10:44:21 -07:00
daniel-azoulai 53f1dea1b9 case-study-and-ai 2025-07-15 10:38:10 -07:00
Andrey Vasnetsov c18d871cba Update inference.md 2025-07-15 14:13:27 +02:00
Derrick MwitiBastian HofmannKacper Łukawski
 		5eff7dfc24 Cloud inference example (#1768) 
* Cloud inference example

* Cloud inference example

* update URL

* Update qdrant-landing/content/documentation/examples/cloud-inference-hybrid-search.md

Co-authored-by: Bastian Hofmann <mail@bastianhofmann.de>

* Update qdrant-landing/content/documentation/examples/cloud-inference-hybrid-search.md

Co-authored-by: Bastian Hofmann <mail@bastianhofmann.de>

* Update qdrant-landing/content/documentation/examples/cloud-inference-hybrid-search.md

Co-authored-by: Bastian Hofmann <mail@bastianhofmann.de>

* Update qdrant-landing/content/documentation/examples/cloud-inference-hybrid-search.md

Co-authored-by: Bastian Hofmann <mail@bastianhofmann.de>

* Update qdrant-landing/content/documentation/examples/cloud-inference-hybrid-search.md

Co-authored-by: Bastian Hofmann <mail@bastianhofmann.de>

* Update qdrant-landing/content/documentation/examples/cloud-inference-hybrid-search.md

Co-authored-by: Bastian Hofmann <mail@bastianhofmann.de>

* Update qdrant-landing/content/documentation/examples/cloud-inference-hybrid-search.md

Co-authored-by: Bastian Hofmann <mail@bastianhofmann.de>

* Update qdrant-landing/content/documentation/examples/cloud-inference-hybrid-search.md

Co-authored-by: Bastian Hofmann <mail@bastianhofmann.de>

* Update qdrant-landing/content/documentation/examples/cloud-inference-hybrid-search.md

Co-authored-by: Bastian Hofmann <mail@bastianhofmann.de>

* Move cloud inference tutorial

* move below support

* rename folder

* update cloud example

* update cloud example

* update cloud example

* update cloud example

* update cloud example

* update cloud example

* update cloud example

* update cloud example

* Link inference docs

* Link inference docs

* Create collection snippet

* Create snippets

* Create snippets

* Create snippets

* Create snippets

* Create snippets

* Create snippets

* Create snippets

* Create snippets

* Update qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/upload-data/python.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/documentation/tutorials-and-examples/cloud-inference-hybrid-search.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/documentation/tutorials-and-examples/_index.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/upload-data/python.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/documentation/tutorials-and-examples/cloud-inference-hybrid-search.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/run-vector-search/python.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/documentation/tutorials-and-examples/cloud-inference-hybrid-search.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/initialize-client/_description.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/run-vector-search/_description.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/create-sample-query/python.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/create-collection/python.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/documentation/tutorials-and-examples/cloud-inference-hybrid-search.md

---------

Co-authored-by: Bastian Hofmann <mail@bastianhofmann.de>
Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>
 2025-07-15 14:08:37 +03:00
m-qdrant b40514678f Merge pull request #1791 from qdrant/maddie-qdrant-patch-5 
Update top-banner.md
 2025-07-15 07:00:30 -04:00
m-qdrant 898b9234d9 Update top-banner.md 
cloud inferecning
 2025-07-15 06:58:12 -04:00
nastyapash 19ee9f3b05 Added Cloud inference page (#1779) 
* Added Cloud inference page

* Menu updated

* Updated menu and footer
 2025-07-15 12:57:21 +02:00
m-qdrant cd95c1146e Merge pull request #1785 from qdrant/blog-qdrant-cloud-inference 
Blog qdrant cloud inference
 2025-07-15 06:56:47 -04:00
+23
Kacper ŁukawskiAndrey VasnetsovTim ViséeDerrick MwitiDerrick MwitiAnushCopilotRobert-StamMaddie Duhondaniel-azoulaiqdrantThierry DamibatreanLuis CossíoSebastiaan van SteenisgenerallBastian HofmannRishab Mallickjasonbryant84Andrey Vasnetsovpakpoom S.Robert-StamJohn IrunguMaximilian WerkManuel MeyerЕвгения СуходольскаяnastyapashunknownGeorgeJennyЕвгения СуходольскаяEvgeniya SukhodolskayaAndre Zayarni
 		2150dccb5a Article: How to choose an embedding model (#1632) 
* update migration guide

* update article

* Update qdrant-landing/content/documentation/advanced-tutorials/using-multivector-representations.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/documentation/advanced-tutorials/using-multivector-representations.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/documentation/advanced-tutorials/using-multivector-representations.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Update qdrant-landing/content/documentation/advanced-tutorials/using-multivector-representations.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Rename vectors

* Adjust the image style

* update guide

* Update qdrant-landing/content/documentation/guides/migration.md

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Add reference to the migration guide

* update-title-date

* copy-edit

* convosearch-case-study

* Update case-study-convosearch.md

* soc-2-type-II-HIPAA-blog

* Update soc-2-type-II-hipaa.md

* legal-tech-builders-guide

* legal-tech-builders-update

* Update legal-tech-builders-guide.md

* legal-tech-builders-v3

* Update qdrant-landing/content/documentation/guides/migration.md

Co-authored-by: Anush  <anushshetty90@gmail.com>

* Update qdrant-landing/content/documentation/guides/migration.md

Co-authored-by: Anush  <anushshetty90@gmail.com>

* update blog preview images

* date

* move migration guide

* update index

* case-study-lawme

* lawme-update

* Update case-study-lawme.md

* Update case-study-lawme.md

* update blog preview images

* update blog preview images

* Update legal-tech-builders-guide.md

* update urls

* replaced the stars hero image (#1700)

* update best_score formula (#1699)

* Revert checkbox (#1701)

* Revert "Added script to hide checkbox in form (#1657)"

This reverts commit e6e50491f8.

* style fix

* Modify Cloud RBAC permissions descriptions

* privacy policy update (#1704)

* legaltech-builders-update

* Update GitHub Stars

* date-change

* update blog preview images

* tutorial-link

* Update dspy.md

* Update qdrant-landing/content/documentation/frameworks/dspy.md

Co-authored-by: Anush  <anushshetty90@gmail.com>

* Update qdrant-landing/content/documentation/frameworks/dspy.md

Co-authored-by: Anush  <anushshetty90@gmail.com>

* Fix service annoations link for LBs in Hybrid and Private cloud

* case-study-lettria-v2

* Update case-study-lettria-v2.md

* Update case-study-lettria-v2.md

* Update case-study-lettria-v2.md

* Update case-study-lettria-v2.md

* Update ingestion-tracking-mechanism.png

* update blog preview images

* Update case-study-lettria-v2.md

* Update case-study-lettria-v2.md

* Qdrant-DSPy-medicalbot

* Qdrant-DSPy-medicalbot

* Qdrant-DSPy-medicalbot

* code formatting

* code formatting

* case-study-soc-2-type-2-v2

* soc-2-v3

* update blog preview images

* Blog_Update-title

* move article to build

* privacy policy fix (#1718)

* chore: fixes typos in fastembed-colbert page (#1712)

* introducing isFirstPageView property in Page event and in new identity call for Marketing traffic source attribution (#1719)

* Improve Send Data to Qdrant Page

This includes a reference to our new migration tool

* Update qdrant-landing/content/documentation/send-data/_index.md

Co-authored-by: Tim Visée <tim@visee.me>

* Update monitoring.md

* Update qdrant-landing/content/documentation/send-data/_index.md

Co-authored-by: Tim Visée <tim@visee.me>

* Update hybrid-search-fastembed.md (#1721)

* Update hybrid-search-fastembed.md

Fix bug

add
```
using="dense" and
using="sparse"
```

to `search` method in `HybridSearcher` class

* Update qdrant-landing/content/documentation/beginner-tutorials/hybrid-search-fastembed.md

* Update qdrant-landing/content/documentation/beginner-tutorials/hybrid-search-fastembed.md

---------

Co-authored-by: Andrey Vasnetsov <vasnetsov93@gmail.com>

* Update GitHub Stars

* Hybrid cloud connection is from Agent to `grpc.cloud.qdrant.io`.

* Some more updates

* improve a bunch of images with new midjourney (#1722)

* improve a bunch of images with new midjourney

* more images

* more images

* change immutable data structures preview

* adding firstVisitAttribution to postMessage playlooad for product site (#1730)

* Set the batch size for points upload (#1731)

* add FAQs

* add FAQs

* A collection snapshot does not include collection aliases

* Remove trailing space

* Simplify sentence

* Update ingestion-tracking-mechanism.png

* Fix typo in vector search section: #the-representation-revolution

* add tripadvisor to the customers page (#1737)

* update FAQs

* doc: added jina v4 model (#1738)

* update FAQs

* Fix hybrid cloud endpoint list

* Update GitHub Stars

* remove chatgpt plugin

* redirect removed article to OpenAI agents

* change CROSS_SITE_URL_PARAM_KEY to 'qdrant_tech_ajs_anonymous_id' (#1735)

* move static embeddings

* move static embeddings

* move static embeddings

* Update-top-banner_graphrag-webinar.md

add graphrag webinar from july 7 - july 23

* Add llms-full.txt for extended LLM discoverability (#1750)

This adds a more detailed version of `llms.txt` as `llms-full.txt`, which will be publicly served at `https://qdrant.tech/llms-full.txt`. It includes extended links, documentation references, and long-form metadata to aid LLM agents and retrieval tools.

* Add llms.txt for LLM discoverability (#1749)

* docs: Updated descriptions n8n.md (#1751)

* Create [Shared with FAZ] - FAZ and Qdrant Case Study.md

* FAZ update

* Update case-study-faz.md

* Update case-study-faz.md

* Update case-study-faz.md

* Update case-study-faz.md

* minicoil tutorial

* add example image

* adding hubspotutk to properties for pageview (#1759)

* Update GitHub Stars

* Updated Use Cases menu (#1762)

* Updated Use Cases menu

* Small fix

* correct spelling from shapshot to snapshot in the documentation

* Clarify dimension limit in Qdrant

Increasing the limit is only possible with a code change and compiling Qdrant itself

* Update qdrant-landing/content/documentation/faq/qdrant-fundamentals.md

Co-authored-by: Tim Visée <tim@visee.me>

* corrected snapshot spelling in snapshot.md as well as code snippets

* case-study-alhena

* nit: add space

* Update go.md

* fix logo in small footer (#1770)

* blog draft

* added images

* Update Alhena Case Study - External.md

* case-study-alhena-update

* case-study-gooddate

* Update case-study-gooddata.md

* Update case-study-gooddata.md

* Update case-study-gooddata.md

* Update case-study-gooddata.md

* added sep images

* Update qdrant-landing/content/documentation/database-tutorials/static-embeddings.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Remove blog images

* Remove blog images

* case-study-gooddata-update

* Update case-study-gooddata.md

* Update case-study-gooddata.md

* case-study-alhena-update

* Update publication date

* fix typo

* Update case-study-alhena.md

* Improve clarity and precision in embedding model selection section

* Update publication date and improve video embed styling

* Add image illustrating vector creation for accented and non-accented letters

* Enhance discussion on embedding model deployment challenges

* Connect the sentence with the image

* Update case-study-alhena.md

* Create-vector-space-day-blog

* Update vector-space-day-2025.md

* copy-edits

* Update vector-space-day-2025.md

* after-party

* copy

trying out different headers

* call-for-proposals-date

* hero

* image

* Update GitHub Stars

* Refine the tokenization section and remove the video embed for clarity

* Toggling form legel disclamers (#1717)

* test another legal disclaimer approach

* swapped disclaimers

* revert contact form id

* New logo and favicon (#1781)

* Add docs for inference in cloud

* Add notes about context window and vector size

* Fix typos

* Extract code examples into snippets

* hero-image

* Link the Cloud Inference docs

* Update article date and add architecture diagram for Qdrant Cloud Inference

* Create case-study-pento.md

* pento-update

* Update case-study-pento.md

* Update case-study-pento.md

* Update case-study-pento.md

* pento-image-rendering-fix

* Update case-study-pento.md

* update snippets and descpription

* add image examples and update docs

* fix snippet indent

* transparent icons (#1786)

* 16x16 and 32x32 transparent icons

* more transparent icons

* contrast logo in the mobile menu (#1790)

* Small typo, grammar and style fixes

* Update diagram with new Qdrant logo

* Initial draft of the article with lots of TODOs left

* Fill part of the missing sections

* Improve some sentences

* Add more visuals

* Simplify "Checklist of things to consider"

* Grammar fixes

* Incorporate review changes

* Adjust the image style

* Update publication date

* Improve clarity and precision in embedding model selection section

* Update publication date and improve video embed styling

* Add image illustrating vector creation for accented and non-accented letters

* Enhance discussion on embedding model deployment challenges

* Connect the sentence with the image

* Refine the tokenization section and remove the video embed for clarity

* Link the Cloud Inference docs

* Update article date and add architecture diagram for Qdrant Cloud Inference

* Update diagram with new Qdrant logo

---------

Co-authored-by: Derrick Mwiti <mwitiderrick@gmail.com>
Co-authored-by: Derrick Mwiti <10187095+mwitiderrick@users.noreply.github.com>
Co-authored-by: Anush <anushshetty90@gmail.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Robert-Stam <47088745+Robert-Stam@users.noreply.github.com>
Co-authored-by: Maddie Duhon <madelyn.duhon@qdrant.com>
Co-authored-by: daniel-azoulai <daniel.azoulai@qdrant.com>
Co-authored-by: qdrant <qdrant@users.noreply.github.com>
Co-authored-by: Thierry Damiba <thierry.damiba@qdrant.com>
Co-authored-by: trean <trean.mi@gmail.com>
Co-authored-by: Luis Cossío <luis.cossio@qdrant.com>
Co-authored-by: Sebastiaan van Steenis <mail@superseb.nl>
Co-authored-by: generall <1935623+generall@users.noreply.github.com>
Co-authored-by: Bastian Hofmann <mail@bastianhofmann.de>
Co-authored-by: Rishab Mallick <rishabmallick6@gmail.com>
Co-authored-by: jasonbryant84 <jason.bryant@qdrant.com>
Co-authored-by: Tim Visée <tim@visee.me>
Co-authored-by: Andrey Vasnetsov <andrey@vasnetsov.com>
Co-authored-by: pakpoom S. <pakpoom.singkora@gmail.com>
Co-authored-by: Andrey Vasnetsov <vasnetsov93@gmail.com>
Co-authored-by: Robert-Stam <robert.stam@qdrant.com>
Co-authored-by: John Irungu <35167093+jjoek@users.noreply.github.com>
Co-authored-by: Maximilian Werk <maximilian.werk@gmx.de>
Co-authored-by: Manuel Meyer <manuel.meyer@qdrant.com>
Co-authored-by: Евгения Суходольская <evgeniya_sukhodolskaya@MacBookPro.fritz.box>
Co-authored-by: nastyapash <38438810+nastyapash@users.noreply.github.com>
Co-authored-by: unknown <bhaleraoulhas01@gmail.com>
Co-authored-by: George <george.panchuk@qdrant.tech>
Co-authored-by: Jenny <143733659+mrscoopers@users.noreply.github.com>
Co-authored-by: Евгения Суходольская <evgeniya_sukhodolskaya@Evgenias-MacBook-Pro.fritz.box>
Co-authored-by: Evgeniya Sukhodolskaya <suxodolskaya97@gmail.com>
Co-authored-by: Andre Zayarni <andre@qdrant.com>
 2025-07-15 12:30:52 +02:00