@@ -41,9 +41,10 @@ Java 17 or higher (recommended: [GraalVM](https://www.graalvm.org/downloads))
4141
4242### Running Examples
4343
44- Each example class contains instructions on how to run it from the IDE. Most examples are throttled, so you can see the
45- console output and observe what is happening. Some examples deliberately throw ` RuntimeException ` to show recovery
46- behavior.
44+ Each example class contains instructions on how to run it from the IDE. Most examples are throttled and provide a
45+ verbose log,
46+ by searching the log you see what is happening. Some examples deliberately throw ` RuntimeException ` eg to show recovery
47+ behaviour.
4748
4849## Examples Overview
4950
@@ -53,7 +54,7 @@ Some larger examples:
5354* [ Apache Kafka WordCount] ( #apache-kafka-wordcount )
5455* [ HL7 V2 over TCP via Kafka to Websockets] ( #hl7-v2-over-tcp-via-kafka-to-websockets )
5556* [ Analyse Wikipedia edits live stream] ( #analyse-wikipedia-edits-live-stream )
56- * [ Movie subtitle translation via OpenAI API ] ( #movie-subtitle-translation-via-openai-api )
57+ * [ Movie subtitle translation via LLMs ] ( #movie-subtitle-translation-via-llms )
5758
5859Many examples deal with shared state management. While most Pekko
5960Streams [ operators] ( https://pekko.apache.org/docs/pekko/current/stream/operators/index.html ) are
@@ -80,7 +81,9 @@ Examples of integrating AWS services with Pekko Connectors:
8081* [ SqsEcho] ( src/main/scala/alpakka/sqs/SqsEcho.scala )
8182* [ S3Echo] ( src/main/scala/alpakka/s3/S3Echo.scala )
8283
83- Run them via the corresponding IT test classes locally in localstack/minio or against your AWS account.
84+ Run them via the corresponding IT test classes locally
85+ in [ localstack] ( https://github.com/localstack/localstack ) /[ minio] ( https://github.com/minio/minio ) or against your AWS
86+ account.
8487
8588### Other example resources
8689
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