Update README.md

Updates - added and changed information

Author: uschwinn

data-platform/core-converged-db/oracle-text/README.md

@@ -4,7 +4,7 @@ Oracle Text is a full-text search that is fully integrated into the Oracle Datab
 
 Oracle Text can perform linguistic analysis on documents, mining capabilities, classification, clustering, etc.
 
-Reviewed Date: 21.01.2025
+Reviewed Date: 22.08.2025
 
 # Useful Links
 
@@ -15,36 +15,35 @@ Reviewed Date: 21.01.2025
 - [Text Reference 19c](https://docs.oracle.com/en/database/oracle/oracle-database/19/ccref/index.html)
 - [Text Application Developer's Guide 23ai](https://docs.oracle.com/en/database/oracle/oracle-database/23/ccapp/index.html)
 - [Text Reference 23ai](https://docs.oracle.com/en/database/oracle/oracle-database/23/ccref/index.html)
+- [Using Oracle Autonomous Database Serverless - Oracle Text](https://docs.oracle.com/en/cloud/paas/autonomous-database/serverless/adbsb/autonomous-oracle-text.html)
 - [A New User's Guide to Oracle Text in Oracle Database (White paper)](https://www.oracle.com/a/otn/docs/newusersguidetooracletext.pdf) 
 - [Oracle AI Vector Search User's Guide](https://docs.oracle.com/en/database/oracle/oracle-database/23/vecse/index.html)
 - [Github AI Vector Search](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/core-converged-db/ai-vector-search)
+- [Github APEX Text demo](github.com/chipbaber/apex_textdemo)
 
 ## Blogs
 
 - [Indexing Text in Object Storage](https://blogs.oracle.com/datawarehousing/post/indexing-text-object-storage)
-- [Using JSON documents and don’t know what you’re looking for? 23c Search Indexes to the rescue](https://blogs.oracle.com/database/post/23c-search-index)
+- [Using JSON documents and don’t know what you’re looking for? Search Indexes in Oracle Database 23ai to the rescue](https://blogs.oracle.com/database/post/23c-search-index)
 - [Learn about Oracle Text](https://blogs.oracle.com/database/post/learn-about-oracle-text)
+- [New full-text search in 23ai: Ubiquitous Database Search](https://blogs.oracle.com/coretec/post/ubiquitous-database-search-in-23c)
+- [Easy Database Search with APEX in 23ai](https://blogs.oracle.com/coretec/post/easy-database-search-with-apex-in-23c)
+- [Text Index with Automatic Maintenance](https://blogs.oracle.com/coretec/post/text-index-with-automatic-maintenance)
+- [Hybrid Vector Index - a combination of AI Vector Search with Text Search](https://blogs.oracle.com/coretec/post/hybrid-vector-index-the-combination-of-full-text-and-semantic-vector-search)
+- [More Examples on Hybrid Vector Search](https://blogs.oracle.com/coretec/post/more-examples-on-hybrid-vector-search)
+- [Oracle Text Search in Autonomous Database](https://blogs.oracle.com/coretec/post/oracle-text-search-in-autonomous-database)
 
 ## LiveLabs Workshops
 
 - [Full-Text Search in Oracle Database](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/view-workshop?wid=3286&clear=RR,180&session=108664404207439)
 - [Index Files in the OCI Object Store with Oracle Text](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/view-workshop?wid=3537&clear=RR,180&session=113661389345021)
-- [Low code development with Advanced textual analysis in ATP](https://apexapps.oracle.com/pls/apex/f?p=133:100:113661389345021::::SEARCH:Oracle+Text)
-- [Easy Text Search over Multiple Tables and Views with DBMS_SEARCH in 23c](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/view-workshop?wid=3721&clear=RR,180&session=10138919379439)
+- [Easy Text Search over Multiple Tables and Views with DBMS_SEARCH in Oracle Database 23ai](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/view-workshop?wid=3721&clear=RR,180&session=10138919379439)
 
 ## Oracle Live SQL
 
 - [Oracle Text Quickstart Tutorial](https://livesql.oracle.com/apex/livesql/file/tutorial_IHF3DMUBR01852DBZFYKUZF3Q.html)
-- [all Oracle Text scripts from the Code Library](https://livesql.oracle.com/apex/f?p=590:49::::RP,49:P49_SEARCH:Oracle%20text)
-
-# Team Publications
+- [Oracle Text scripts from the Code Library](https://livesql.oracle.com/apex/f?p=590:49::::RP,49:P49_SEARCH:Oracle%20text)
 
-## Blogs
-
-- [New full-text search in 23ai: Ubiquitous Database Search](https://blogs.oracle.com/coretec/post/ubiquitous-database-search-in-23c)
-- [Easy Database Search with APEX in 23ai](https://blogs.oracle.com/coretec/post/easy-database-search-with-apex-in-23c)
-- [Text Index with Automatic Maintenance](https://blogs.oracle.com/coretec/post/text-index-with-automatic-maintenance)
-- [Hybrid Vector Index - a combination of AI Vector Search with Text Search](https://blogs.oracle.com/coretec/post/hybrid-vector-index-the-combination-of-full-text-and-semantic-vector-search)
 
 ## Videos