Tag Archives: memory

Exploring Helidon AI: trace the recipe assistant with OpenTelemetry and Jaeger

Key Takeaways In the first article in this follow-on series, the Helidon Eats app learned how to answer a recipe question with OpenAI, LangChain4j, Oracle AI Database vector search, and the same recipe data from the published Helidon Eats demo. … Continue reading

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Exploring Helidon AI: give the recipe assistant memory

Key Takeaways In the last article, the Helidon Eats application learned how to answer a recipe question. The route embedded the question with OpenAI, searched recipe chunks in Oracle AI Database, built a grounded prompt, and called OpenAI through LangChain4j. … Continue reading

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Give a Java agent durable memory with LangChain4j and Oracle AI Database

Key Takeaways I like agent memory demos that make one thing obvious: where did the memory actually go? A lot of examples keep memory in a list, a chat window, or a local object. That is fine for learning how … Continue reading

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Add real business actions to your Spring AI app with Oracle (part 3 of 4)

By the end of Episode 2, the assistant could answer policy questions from Oracle Vector Store and remember conversations across requests. That combination already felt more like a real application than a bare LLM wrapper. But it still could not … Continue reading

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Add persistent chat memory to your Spring AI chatbot with Oracle (part 2 of 4)

The first version of this application could already answer support questions against real policy data. Oracle Vector Store was retrieving the right documents before generation, and the responses were grounded in what was actually in the database rather than in … Continue reading

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Build a stateless RAG chatbot with Spring AI and Oracle (part 1 of 4)

Hi everyone! I just posted the first video in this series about building AI assistance with memory and agency. In this video, we built a simple customer support assistant using Spring Boot, Spring AI, and Oracle Database. It answers policy … Continue reading

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Exploring Oracle’s new AI Agent Memory Python Library with OpenAI

Hi everyone! In this post, I want to show you a small but useful demo application that uses Oracle AI Agent Memory from Python. The complete code for this example is in the agent-memory repository. You can learn more about … Continue reading

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Be aware of JDK 1.6.0_30 with BPM or SOA on Windows Server

Have not done extensive testing of this, but I have noticed on a few BPM 11.1.1.6 installs on Windows Server 2008 R2 and also on Windows 7 – both 64-bit – that BPM is very unstable with JDK 1.6.0_30 (64-bit).  … Continue reading

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Memory problems with BPM or SOA 11g, especially after multiple composite deployments

Update: There is now a bundle patch available that contains all the recommended patches on top of BPM 11.1.1.3 – the patch number is 9958661 and this patch should be installed in preference to the individual patches listed below. A number … Continue reading

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Installing BPM for Developers

If you are going to be doing development for Oracle BPM Suite 11g, you may want to install a copy of BPM on your own machine so that you can do some unit testing as you build components and composites. … Continue reading

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