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Title: RedStack | Microservices, Cloud Native and AI

Open Graph Title: RedStack

Description: Microservices, Cloud Native and AI

Open Graph Description: Microservices, Cloud Native and AI

Opengraph URL: https://redstack.dev/

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Domain: redstack.dev

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og:site_nameRedStack
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RedStackhttps://redstack.dev/
https://redstack.dev/
Skip to contenthttps://redstack.dev#content
Homehttps://redstack.wordpress.com/
Abouthttps://redstack.dev/about/
Old contenthttps://redstack.dev/old-content/
BPMhttps://redstack.dev/bpm/
BPM 10ghttps://redstack.dev/bpm/bpm-10g/
BPM 11ghttps://redstack.dev/bpm/bpm-11g/
DevOpshttps://redstack.dev/continuous-integration/
SOA SDLChttps://redstack.dev/old-content/soa/
Worklisthttps://redstack.dev/old-content/worklist/
in .Nethttps://redstack.dev/old-content/worklist/in-net/
← Older postshttps://redstack.dev/page/2/
Using Reflection to Help LLMs Write Better SQLhttps://redstack.dev/2025/11/12/using-reflection-to-help-llms-write-better-sql/
November 12, 2025https://redstack.dev/2025/11/12/using-reflection-to-help-llms-write-better-sql/
Mark Nelsonhttps://redstack.dev/author/markxnelson/
Uncategorizedhttps://redstack.dev/category/uncategorized/
Leave a commenthttps://redstack.dev/2025/11/12/using-reflection-to-help-llms-write-better-sql/#respond
Using Multiple Datasources with Spring Boot and Spring Data JPAhttps://redstack.dev/2025/10/30/using-multiple-datasources-with-spring-boot-and-spring-data-jpa/
October 30, 2025https://redstack.dev/2025/10/30/using-multiple-datasources-with-spring-boot-and-spring-data-jpa/
Mark Nelsonhttps://redstack.dev/author/markxnelson/
https://github.com/markxnelson/spring-multiple-jpa-datasourceshttps://github.com/markxnelson/spring-multiple-jpa-datasources
https://github.com/markxnelson/spring-multiple-jpa-datasourceshttps://github.com/markxnelson/spring-multiple-jpa-datasources
Uncategorizedhttps://redstack.dev/category/uncategorized/
cloudhttps://redstack.dev/tag/cloud/
data-sourcehttps://redstack.dev/tag/data-source/
Javahttps://redstack.dev/tag/java/
spring-boothttps://redstack.dev/tag/spring-boot/
technologyhttps://redstack.dev/tag/technology/
tutorialhttps://redstack.dev/tag/tutorial/
UCPhttps://redstack.dev/tag/ucp/
Leave a commenthttps://redstack.dev/2025/10/30/using-multiple-datasources-with-spring-boot-and-spring-data-jpa/#respond
Custom vector distance functions in Oracle (using JavaScript)https://redstack.dev/2025/10/20/custom-vector-distance-functions-and-hybrid-vector-search-in-oracle-using-javascript/
October 20, 2025https://redstack.dev/2025/10/20/custom-vector-distance-functions-and-hybrid-vector-search-in-oracle-using-javascript/
Mark Nelsonhttps://redstack.dev/author/markxnelson/
Oracle Database 26ai was announced last week at Oracle AI Worldhttps://www.oracle.com/news/announcement/ai-world-database-26ai-powers-the-ai-for-data-revolution-2025-10-14/
this LinkedIn post from Anders Swansonhttps://www.linkedin.com/posts/anders-swanson_new-in-oracle-database-238-custom-distance-activity-7331715978537422848-U4ES
https://redstack.dev/wp-content/uploads/2025/10/image-5.png
https://redstack.dev/wp-content/uploads/2025/10/image-7.png
Oracle SQL Developer for VS Codehttps://www.oracle.com/database/sqldeveloper/vscode/
Visual Studio Codehttps://code.visualstudio.com/
Pythonhttps://marketplace.visualstudio.com/items?itemName=ms-python.python
Jupyterhttps://marketplace.visualstudio.com/items?itemName=ms-toolsai.jupyter
https://redstack.dev/wp-content/uploads/2025/10/image-8.png
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Uncategorizedhttps://redstack.dev/category/uncategorized/
aihttps://redstack.dev/tag/ai/
artificial-intelligencehttps://redstack.dev/tag/artificial-intelligence/
jaccardhttps://redstack.dev/tag/jaccard/
javascripthttps://redstack.dev/tag/javascript/
llmhttps://redstack.dev/tag/llm/
mlehttps://redstack.dev/tag/mle/
oraclehttps://redstack.dev/tag/oracle/
raghttps://redstack.dev/tag/rag/
technologyhttps://redstack.dev/tag/technology/
vector-searchhttps://redstack.dev/tag/vector-search/
Leave a commenthttps://redstack.dev/2025/10/20/custom-vector-distance-functions-and-hybrid-vector-search-in-oracle-using-javascript/#respond
Let’s make a simple MCP tool for Oracle AI Vector Searchhttps://redstack.dev/2025/10/08/lets-make-a-simple-mcp-tool-for-oracle-ai-vector-search/
October 8, 2025https://redstack.dev/2025/10/08/lets-make-a-simple-mcp-tool-for-oracle-ai-vector-search/
Mark Nelsonhttps://redstack.dev/author/markxnelson/
this earlier posthttps://redstack.dev/2025/05/23/basic-retrieval-augmented-generation-with-oracle-vector-store-in-langchain/
herehttps://modelcontextprotocol.io/docs/tools/inspector
https://redstack.dev/wp-content/uploads/2025/10/image-1.png
https://redstack.dev/wp-content/uploads/2025/10/image-2.png
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Uncategorizedhttps://redstack.dev/category/uncategorized/
aihttps://redstack.dev/tag/ai/
artificial-intelligencehttps://redstack.dev/tag/artificial-intelligence/
llmhttps://redstack.dev/tag/llm/
mcphttps://redstack.dev/tag/mcp/
raghttps://redstack.dev/tag/rag/
technologyhttps://redstack.dev/tag/technology/
1 Commenthttps://redstack.dev/2025/10/08/lets-make-a-simple-mcp-tool-for-oracle-ai-vector-search/#comments
Exploring securing vector similarity searches with Real Application Securityhttps://redstack.dev/2025/10/08/exploring-securing-vector-similarity-searches-with-real-application-security/
October 8, 2025https://redstack.dev/2025/10/08/exploring-securing-vector-similarity-searches-with-real-application-security/
Mark Nelsonhttps://redstack.dev/author/markxnelson/
Real Application Securityhttps://docs.oracle.com/en/database/oracle/oracle-database/23/dbfsg/indroducing-oracle-database-real-application-security.html
the last posthttps://redstack.dev/2025/05/23/basic-retrieval-augmented-generation-with-oracle-vector-store-in-langchain/
Uncategorizedhttps://redstack.dev/category/uncategorized/
aihttps://redstack.dev/tag/ai/
artificial-intelligencehttps://redstack.dev/tag/artificial-intelligence/
raghttps://redstack.dev/tag/rag/
rashttps://redstack.dev/tag/ras/
securityhttps://redstack.dev/tag/security/
technologyhttps://redstack.dev/tag/technology/
Leave a commenthttps://redstack.dev/2025/10/08/exploring-securing-vector-similarity-searches-with-real-application-security/#respond
Basic Retrieval Augmented Generation with Oracle Vector Store in LangChainhttps://redstack.dev/2025/05/23/basic-retrieval-augmented-generation-with-oracle-vector-store-in-langchain/
May 23, 2025https://redstack.dev/2025/05/23/basic-retrieval-augmented-generation-with-oracle-vector-store-in-langchain/
Mark Nelsonhttps://redstack.dev/author/markxnelson/
this earlier posthttps://redstack.dev/2025/05/16/getting-started-with-oracle-vector-store-support-in-langchain/
Retrieval-Augmented Generation for Knowledge-Intensive NLP Taskshttps://arxiv.org/abs/2005.11401
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https://redstack.dev/wp-content/uploads/2025/05/image-3.png
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the previous posthttps://redstack.dev/2025/05/16/getting-started-with-oracle-vector-store-support-in-langchain/
https://www.gutenberg.org/cache/epub/2701/pg2701.txthttps://www.gutenberg.org/cache/epub/2701/pg2701.txt
https://www.gutenberg.org/cache/epub/2701/pg2701-images.htmlhttps://www.gutenberg.org/cache/epub/2701/pg2701-images.html
LangChain model documentationhttps://python.langchain.com/docs/integrations/chat/
the previous posthttps://redstack.dev/2025/05/16/getting-started-with-oracle-vector-store-support-in-langchain/
Document Loadershttps://python.langchain.com/docs/integrations/document_loaders/
this pagehttps://python.langchain.com/docs/how_to/split_html/
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Uncategorizedhttps://redstack.dev/category/uncategorized/
aihttps://redstack.dev/tag/ai/
artificial-intelligencehttps://redstack.dev/tag/artificial-intelligence/
langchainhttps://redstack.dev/tag/langchain/
llmhttps://redstack.dev/tag/llm/
pythonhttps://redstack.dev/tag/python/
raghttps://redstack.dev/tag/rag/
technologyhttps://redstack.dev/tag/technology/
2 Commentshttps://redstack.dev/2025/05/23/basic-retrieval-augmented-generation-with-oracle-vector-store-in-langchain/#comments
Getting started with Oracle Vector Store support in LangChainhttps://redstack.dev/2025/05/16/getting-started-with-oracle-vector-store-support-in-langchain/
May 16, 2025https://redstack.dev/2025/05/16/getting-started-with-oracle-vector-store-support-in-langchain/
Mark Nelsonhttps://redstack.dev/author/markxnelson/
Visual Studio Codehttps://code.visualstudio.com/
Pythonhttps://marketplace.visualstudio.com/items?itemName=ms-python.python
Jupyterhttps://marketplace.visualstudio.com/items?itemName=ms-toolsai.jupyter
https://platform.openai.com/settings/organization/api-keyshttps://platform.openai.com/settings/organization/api-keys
https://redstack.dev/wp-content/uploads/2025/05/image.png
Uncategorizedhttps://redstack.dev/category/uncategorized/
aihttps://redstack.dev/tag/ai/
artificial-intelligencehttps://redstack.dev/tag/artificial-intelligence/
langchainhttps://redstack.dev/tag/langchain/
llmhttps://redstack.dev/tag/llm/
oraclehttps://redstack.dev/tag/oracle/
raghttps://redstack.dev/tag/rag/
semantic-searchhttps://redstack.dev/tag/semantic-search/
vector-storehttps://redstack.dev/tag/vector-store/
1 Commenthttps://redstack.dev/2025/05/16/getting-started-with-oracle-vector-store-support-in-langchain/#comments
Running Oracle Autonomous Database in a containerhttps://redstack.dev/2025/04/25/running-oracle-autonomous-database-in-a-container/
April 25, 2025https://redstack.dev/2025/04/25/running-oracle-autonomous-database-in-a-container/
Mark Nelsonhttps://redstack.dev/author/markxnelson/
this content on YouTubehttps://youtu.be/izCPuXTRVwQ
https://localhost:8443/ords/apexhttps://localhost:8443/ords/apex
https://localhost:8443/ords/sql-developerhttps://localhost:8443/ords/sql-developer
https://redstack.dev/wp-content/uploads/2025/04/image.png
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Oracle SQL Developerhttps://www.oracle.com/database/sqldeveloper/
SQLclhttps://www.oracle.com/database/sqldeveloper/technologies/sqlcl/
https://redstack.dev/wp-content/uploads/2025/04/image-3.png
Uncategorizedhttps://redstack.dev/category/uncategorized/
ADBhttps://redstack.dev/tag/adb/
autonomoushttps://redstack.dev/tag/autonomous/
containerhttps://redstack.dev/tag/container/
databasehttps://redstack.dev/tag/database/
oraclehttps://redstack.dev/tag/oracle/
oracle-databasehttps://redstack.dev/tag/oracle-database/
ORDShttps://redstack.dev/tag/ords/
sqlhttps://redstack.dev/tag/sql/
Leave a commenthttps://redstack.dev/2025/04/25/running-oracle-autonomous-database-in-a-container/#respond
How to read the content of a JMS message using PL/SQLhttps://redstack.dev/2023/05/26/how-to-read-the-content-of-a-jms-message-using-pl-sql/
May 26, 2023https://redstack.dev/2023/05/26/how-to-read-the-content-of-a-jms-message-using-pl-sql/
Mark Nelsonhttps://redstack.dev/author/markxnelson/
this posthttp://rwijk.blogspot.com/2009/02/whats-in-my-jms-queue.html
Uncategorizedhttps://redstack.dev/category/uncategorized/
JMShttps://redstack.dev/tag/jms/
oraclehttps://redstack.dev/tag/oracle/
springboothttps://redstack.dev/tag/springboot/
TEQhttps://redstack.dev/tag/teq/
txeventqhttps://redstack.dev/tag/txeventq/
Leave a commenthttps://redstack.dev/2023/05/26/how-to-read-the-content-of-a-jms-message-using-pl-sql/#respond
Vote for my session at VMWare Explore (Spring track)!https://redstack.dev/2023/05/16/vote-for-my-session-at-vmware-explore-spring-track/
May 16, 2023https://redstack.dev/2023/05/16/vote-for-my-session-at-vmware-explore-spring-track/
Mark Nelsonhttps://redstack.dev/author/markxnelson/
#SpringBoothttps://www.linkedin.com/feed/hashtag/?keywords=springboot&highlightedUpdateUrns=urn%3Ali%3Aactivity%3A7064215586200801280
#VMwareExplorehttps://www.linkedin.com/feed/hashtag/?keywords=vmwareexplore&highlightedUpdateUrns=urn%3Ali%3Aactivity%3A7064215586200801280
https://lnkd.in/eiRi-YF7https://lnkd.in/eiRi-YF7
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herehttps://www.vmware.com/explore/us.html?src=so_f86geqw9zknh7&cid=7012H000000wtgQQAQ
herehttps://oracle.github.io/microservices-datadriven/spring/
Uncategorizedhttps://redstack.dev/category/uncategorized/
Springhttps://redstack.dev/tag/spring/
springboothttps://redstack.dev/tag/springboot/
vmwareexplorehttps://redstack.dev/tag/vmwareexplore/
Leave a commenthttps://redstack.dev/2023/05/16/vote-for-my-session-at-vmware-explore-spring-track/#respond
← Older postshttps://redstack.dev/page/2/
Installing Oracle REST Data Services (standalone)https://redstack.dev/2022/05/17/installing-oracle-rest-data-services/
Getting started with the new observability exporter for Oracle databasehttps://redstack.dev/2022/09/27/getting-started-with-the-new-observability-exporter-for-oracle-database/
Development environment setup for Spring Boot with Oraclehttps://redstack.dev/2022/12/08/development-environment-setup-for-spring-boot-with-oracle/
Using JMS in .Net Applicationshttps://redstack.dev/2009/12/22/using-jms-in-net-applications/
Running Oracle Autonomous Database in a containerhttps://redstack.dev/2025/04/25/running-oracle-autonomous-database-in-a-container/
Installing Oracle XE database on 64-bit Ubuntuhttps://redstack.dev/2010/06/09/installing-oracle-xe-database-on-64-bit-ubuntu/
Worklisthttps://redstack.dev/old-content/worklist/
Log rotation for WebLogic Server (and friends)https://redstack.dev/2013/02/27/log-rotation-for-weblogic-server-and-friends/
How to tell if the SOA Platform is runninghttps://redstack.dev/2014/01/16/how-to-tell-if-the-soa-platform-is-running/
Click here to subscribe using RSShttps://redstack.dev/feed
Building a Custom BPM Worklisthttps://redstack.files.wordpress.com/2011/08/building-a-custom-worklist.pdf
Performance Tuning for Oracle Business Process Management Suite 10ghttp://www.oracle.com/technetwork/middleware/bpm/learnmore/bpm10gperformancetuning-476208.pdf
Performance Tuning for Oracle Business Process Management Suite 11ghttp://www.oracle.com/technetwork/middleware/bpm/learnmore/bpm11gperftuning-1912340.pdf
http://www.packtpub.com/oracle-advanced-business-process-management-suite-11g/book
Fusion Middleware 12.1.2: Developing Applications with Continuous Integrationhttp://docs.oracle.com/middleware/1212/core/MAVEN/introduction.htm#MAVEN8755
Fusion Middleware 12.1.3: Developing Applications with Continuous Integrationhttp://docs.oracle.com/middleware/1213/core/MAVEN/introduction.htm#MAVEN8755
Continuous Deliveryhttp://goo.gl/q8cwgP
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