# Rasa Open Source **URL:** https://forum.rasa.com/c/rasa/8.md [Latest](https://forum.rasa.com/latest.md) · [Categories](https://forum.rasa.com/categories.md) · [Tags](https://forum.rasa.com/tags.md) --- ## [Bots in production](https://forum.rasa.com/t/bots-in-production/520)
**Author:** [@Juste](https://forum.rasa.com/u/Juste)\ **Replies:** 108\ **Last updated:** [August 17, 2024, 1:33pm UTC](https://forum.rasa.com/t/bots-in-production/520 "2024-08-17T13:33:27Z")
Have you built a chatbot with Rasa that is now running in production? We would love to know more about it! Share with us what have you built, what were the biggest challenges when deploying it in production, what feedbac… --- ## [Ideas](https://forum.rasa.com/t/ideas/23)
**Author:** [@Juste](https://forum.rasa.com/u/Juste)\ **Replies:** 35\ **Last updated:** [February 11, 2024, 9:04am UTC](https://forum.rasa.com/t/ideas/23 "2024-02-11T09:04:51Z")
Share your ideas for projects or improvements for Rasa Stack! Do you have an interesting idea for a chatbot, a new Rasa Stack feature or a Conversational AI field as a whole? This is the best place to share them and dis… --- ## [Projects](https://forum.rasa.com/t/projects/24)
**Author:** [@Juste](https://forum.rasa.com/u/Juste)\ **Replies:** 26\ **Last updated:** [October 31, 2024, 9:09pm UTC](https://forum.rasa.com/t/projects/24 "2024-10-31T21:09:30Z")
Share the projects you are working on and find collaborators. We would love to hear what you are working on and what project ideas you have. This topic is also a perfect place to share the roadblocks you are facing and … --- ## [About the Rasa Open Source category](https://forum.rasa.com/t/about-the-rasa-open-source-category/17)
**Author:** [@Juste](https://forum.rasa.com/u/Juste)\ **Replies:** 0\ **Last updated:** [July 24, 2018, 8:12am UTC](https://forum.rasa.com/t/about-the-rasa-open-source-category/17 "2018-07-24T08:12:45Z")
Ask questions, join discussions and share your feedback on Rasa Open Source! --- ## [What actually makes a Rasa chatbot helpful (vs just answering)? Curious how you all think about this](https://forum.rasa.com/t/what-actually-makes-a-rasa-chatbot-helpful-vs-just-answering-curious-how-you-all-think-about-this/68731)
**Author:** [@ElGreggo](https://forum.rasa.com/u/ElGreggo)\ **Replies:** 0\ **Last updated:** [May 21, 2026, 11:23am UTC](https://forum.rasa.com/t/what-actually-makes-a-rasa-chatbot-helpful-vs-just-answering-curious-how-you-all-think-about-this/68731 "2026-05-21T11:23:44Z")
Hi everyone :waving\_hand: Quick disclosure first: I work on a small SDK called Autoplay. We just published a Rasa tutorial, and I’d love feedback from this community on it - but more than that, I’m trying to understand … --- ## [Problems of inputting user data to mysql](https://forum.rasa.com/t/problems-of-inputting-user-data-to-mysql/68568)
**Author:** [@haydn04](https://forum.rasa.com/u/haydn04)\ **Replies:** 1\ **Last updated:** [March 6, 2026, 4:10pm UTC](https://forum.rasa.com/t/problems-of-inputting-user-data-to-mysql/68568 "2026-03-06T16:10:26Z")
First of all, sorry for my poor English. For my project, I want to let the user input their name and password to store their data. I am now planning to use forms to do the check slots. My problems here is the data valid… --- ## [Integrating Rasa Open Source with external LLM / RAG](https://forum.rasa.com/t/integrating-rasa-open-source-with-external-llm-rag/68543)
**Author:** [@annisatfrn](https://forum.rasa.com/u/annisatfrn)\ **Replies:** 1\ **Last updated:** [February 28, 2026, 12:37am UTC](https://forum.rasa.com/t/integrating-rasa-open-source-with-external-llm-rag/68543 "2026-02-28T00:37:57Z")
Hi all, I’m a student currently learning Rasa and exploring how Rasa Open Source can be integrated with external LLM or RAG-based systems. I understand that Rasa Pro already provides built-in support for RAG. However, … --- ## [I want to integrate STT into rasa open source chatbot](https://forum.rasa.com/t/i-want-to-integrate-stt-into-rasa-open-source-chatbot/68510)
**Author:** [@tbektenov](https://forum.rasa.com/u/tbektenov)\ **Replies:** 0\ **Last updated:** [January 30, 2026, 5:58am UTC](https://forum.rasa.com/t/i-want-to-integrate-stt-into-rasa-open-source-chatbot/68510 "2026-01-30T05:58:42Z")
I need to integrate STT for several languages into my chatbot and would be glad if someone could assist, as I have checked for now - the only available option for me is to write some sort of CustomComponent for this, isn… --- ## [Stuck in fallback case when answering](https://forum.rasa.com/t/stuck-in-fallback-case-when-answering/68466)
**Author:** [@sbilgil](https://forum.rasa.com/u/sbilgil)\ **Replies:** 0\ **Last updated:** [January 14, 2026, 9:45am UTC](https://forum.rasa.com/t/stuck-in-fallback-case-when-answering/68466 "2026-01-14T09:45:40Z")
I am using Rasa 2.8 (it is old project) And i have 258 intents, 322 Entities, 50000 examples. and 589 stories. Customer delete some stories and add some few other stories. Then trained the model. And now whenever they as… --- ## [I'm having issues with contradiction in my code](https://forum.rasa.com/t/im-having-issues-with-contradiction-in-my-code/68462)
**Author:** [@Traedwgeorge](https://forum.rasa.com/u/Traedwgeorge)\ **Replies:** 0\ **Last updated:** [January 12, 2026, 8:04pm UTC](https://forum.rasa.com/t/im-having-issues-with-contradiction-in-my-code/68462 "2026-01-12T20:04:55Z")
\- rule: ask about previous improvements default steps: - intent: ask\_about\_previous\_improvements - slot\_was\_set: - update: true - action: utter\_affirm\_response - action: utter\_previous\_improveme… --- ## [Jsgshsg](https://forum.rasa.com/t/jsgshsg/68443)
**Author:** [@noman579](https://forum.rasa.com/u/noman579)\ **Replies:** 0\ **Last updated:** [January 8, 2026, 9:29pm UTC](https://forum.rasa.com/t/jsgshsg/68443 "2026-01-08T21:29:19Z")
Sgsgsgsggs --- ## [Is the project dead?](https://forum.rasa.com/t/is-the-project-dead/68344)
**Author:** [@trueal82](https://forum.rasa.com/u/trueal82)\ **Replies:** 3\ **Last updated:** [December 18, 2025, 2:42pm UTC](https://forum.rasa.com/t/is-the-project-dead/68344 "2025-12-18T14:42:41Z")
Hi there, I was thinking of building a PoC with Rasa OS, since also the MS Bot Framework is going to be deprecated soon. But it feels like the OS part is dead? Not working with recent Python versions, month old jira issu… --- ## [Using ReAct sub-agents without MCP](https://forum.rasa.com/t/using-react-sub-agents-without-mcp/68314)
**Author:** [@cike-dev](https://forum.rasa.com/u/cike-dev)\ **Replies:** 2\ **Last updated:** [January 21, 2026, 7:41am UTC](https://forum.rasa.com/t/using-react-sub-agents-without-mcp/68314 "2026-01-21T07:41:12Z")
I am testing out the sub-agents feature with my final year project on career counselling. Is there a way to use the internal ReAct sub-agents with a custom tool, without configuring an MCP? Initially i configured dummy v… --- ## [Rasa Actions Startup and Shutdown Code](https://forum.rasa.com/t/rasa-actions-startup-and-shutdown-code/68216)
**Author:** [@a.moizpasha](https://forum.rasa.com/u/a.moizpasha)\ **Replies:** 0\ **Last updated:** [November 14, 2025, 9:56pm UTC](https://forum.rasa.com/t/rasa-actions-startup-and-shutdown-code/68216 "2025-11-14T21:56:29Z")
So, I got stuck on where to write the startup and shutdown code for rasa actions server. Here’s the code and instruction so no one else gets stuck. Create a directory called rasa\_sdk\_plugins inside the root directory not… --- ## [Rasa model not loading on Azure](https://forum.rasa.com/t/rasa-model-not-loading-on-azure/68185)
**Author:** [@Nibaj](https://forum.rasa.com/u/Nibaj)\ **Replies:** 1\ **Last updated:** [November 23, 2025, 7:07am UTC](https://forum.rasa.com/t/rasa-model-not-loading-on-azure/68185 "2025-11-23T07:07:58Z")
Good day, I am working on creating a chatbot, with actions, tts, etc. That is then deployed as a web app. I have a fully working version on localhost without any issues. However, when I try to deploy the nlu on Azure, … --- ## [Rasa /license endpoint](https://forum.rasa.com/t/rasa-license-endpoint/68169)
**Author:** [@xxxwarrior](https://forum.rasa.com/u/xxxwarrior)\ **Replies:** 1\ **Last updated:** [November 17, 2025, 7:16pm UTC](https://forum.rasa.com/t/rasa-license-endpoint/68169 "2025-11-17T19:16:52Z")
Hello! Can somebody tell me what’s the best way to turn off the /license endpoint on my rasa bot? And yeah, I want to turn it off because personally I NEVER use it or find it in any way helpful, I think there’ should b… --- ## [\[BUG?\] rasa train -\> TypeError: argument of type 'int' is not iterable](https://forum.rasa.com/t/bug-rasa-train-typeerror-argument-of-type-int-is-not-iterable/68059)
**Author:** [@andrealorenzon](https://forum.rasa.com/u/andrealorenzon)\ **Replies:** 1\ **Last updated:** [October 11, 2025, 2:09pm UTC](https://forum.rasa.com/t/bug-rasa-train-typeerror-argument-of-type-int-is-not-iterable/68059 "2025-10-11T14:09:42Z")
I built a container with this Dockerfile: FROM nvidia/cuda:12.0.0-cudnn8-runtime-ubuntu22.04 ENV DEBIAN\_FRONTEND=noninteractive RUN rm /bin/sh && ln -s /bin/bash /bin/sh RUN apt-get update && \\ apt-get install -y softw… --- ## [Rasa pricing inquiries](https://forum.rasa.com/t/rasa-pricing-inquiries/68035)
**Author:** [@Aiden](https://forum.rasa.com/u/Aiden)\ **Replies:** 1\ **Last updated:** [October 2, 2025, 6:52pm UTC](https://forum.rasa.com/t/rasa-pricing-inquiries/68035 "2025-10-02T18:52:28Z")
Hello rasa community, I intend to develop a chatbot using rasa open source framework, but I have a few questions with regards to rasa’s usage. If I were to use rasa’s open source framework to develop chatbots and deplo… --- ## [After latest Bitnami archivings how are you deploying Rasa Open Source in k8s using helm?](https://forum.rasa.com/t/after-latest-bitnami-archivings-how-are-you-deploying-rasa-open-source-in-k8s-using-helm/67908)
**Author:** [@white-shadow](https://forum.rasa.com/u/white-shadow)\ **Replies:** 0\ **Last updated:** [September 3, 2025, 4:19am UTC](https://forum.rasa.com/t/after-latest-bitnami-archivings-how-are-you-deploying-rasa-open-source-in-k8s-using-helm/67908 "2025-09-03T04:19:32Z")
As Bitnami is now archiving its registry of images including redis, rabbitmq, etc – that are used by Rasa Open Source helm charts, how are you planning to deploy on k8s using helm? For reference: Rasa Helm Charts: hel… --- ## [Rasa Developer Edition Licence](https://forum.rasa.com/t/rasa-developer-edition-licence/67887)
**Author:** [@msvinova](https://forum.rasa.com/u/msvinova)\ **Replies:** 1\ **Last updated:** [September 15, 2025, 7:40pm UTC](https://forum.rasa.com/t/rasa-developer-edition-licence/67887 "2025-09-15T19:40:50Z")
Hi All, I’m quite new to Rasa and had a quick question regarding the Developer Edition Licence. I noticed in the terms that “each licence key is provided for a licence term of 12 months.” Does anyone know what happens … --- ## [I want Advice on Integrating Rasa Chatbot with Existing Web App](https://forum.rasa.com/t/i-want-advice-on-integrating-rasa-chatbot-with-existing-web-app/67751)
**Author:** [@Valentina](https://forum.rasa.com/u/Valentina)\ **Replies:** 1\ **Last updated:** [August 19, 2025, 7:42am UTC](https://forum.rasa.com/t/i-want-advice-on-integrating-rasa-chatbot-with-existing-web-app/67751 "2025-08-19T07:42:54Z")
Hey All, I am working on a project where I want to integrate a Rasa chatbot into an existing web application but I am confused about the best approach My app is already built with ReactJS on the front end & Python on t… --- ## [Rasa Open Source - Python version compatibility](https://forum.rasa.com/t/rasa-open-source-python-version-compatibility/67715)
**Author:** [@rasanewbie55](https://forum.rasa.com/u/rasanewbie55)\ **Replies:** 1\ **Last updated:** [August 22, 2025, 3:58pm UTC](https://forum.rasa.com/t/rasa-open-source-python-version-compatibility/67715 "2025-08-22T15:58:20Z")
Hi, I am using Rasa open source version 3.6.21 and Python 3.10. I want to upgrade to Python 3.10.18. Is that compatible? Thanks in advance! --- ## [Tips for deploying Rasa chatbot for Indian languages?](https://forum.rasa.com/t/tips-for-deploying-rasa-chatbot-for-indian-languages/67697)
**Author:** [@aJAYU7TGDCX65](https://forum.rasa.com/u/aJAYU7TGDCX65)\ **Replies:** 0\ **Last updated:** [August 8, 2025, 4:26pm UTC](https://forum.rasa.com/t/tips-for-deploying-rasa-chatbot-for-indian-languages/67697 "2025-08-08T16:26:26Z")
Hi everyone, I’m Ajay Hinduja from India exploring Rasa chatbot development. Can you share your tips for deploying Rasa chatbots that effectively support Indian languages? Looking forward to your suggestions! --- ## [How to enable Huawei Ascend 910B support in Rasa NLU pipelines?](https://forum.rasa.com/t/how-to-enable-huawei-ascend-910b-support-in-rasa-nlu-pipelines/67687)
**Author:** [@changfeng](https://forum.rasa.com/u/changfeng)\ **Replies:** 0\ **Last updated:** [August 7, 2025, 10:40am UTC](https://forum.rasa.com/t/how-to-enable-huawei-ascend-910b-support-in-rasa-nlu-pipelines/67687 "2025-08-07T10:40:30Z")
Question​​: When deploying Rasa (version 3.x) on a system with Huawei Ascend 910B NPUs, the NLP components (like transformers/DietClassifier) default to CPU execution despite hardware availability. What’s the proper way… --- ## [Model Loading Error in Rasa 3.6.21 on Windows 10 – \[WinError 123\]](https://forum.rasa.com/t/model-loading-error-in-rasa-3-6-21-on-windows-10-winerror-123/67685)
**Author:** [@hamidsadeghi68](https://forum.rasa.com/u/hamidsadeghi68)\ **Replies:** 4\ **Last updated:** [December 9, 2025, 9:39am UTC](https://forum.rasa.com/t/model-loading-error-in-rasa-3-6-21-on-windows-10-winerror-123/67685 "2025-12-09T09:39:04Z")
Hi everyone, I’m encountering a persistent issue when trying to run a model with Rasa Open Source 3.6.21 on Windows 10. The error message I receive is: Could not load model due to \[WinError 123\] The filename, directory… --- ## [Pattern\_code\_change](https://forum.rasa.com/t/pattern-code-change/67566)
**Author:** [@pauljenke](https://forum.rasa.com/u/pauljenke)\ **Replies:** 1\ **Last updated:** [July 28, 2025, 6:47am UTC](https://forum.rasa.com/t/pattern-code-change/67566 "2025-07-28T06:47:52Z")
Can someone explain to me what exactly the pattern pattern\_code\_change is? I sometime have this error message when I interrupt a flow and then respond to a new one. --- ## [Related to Slot configuration](https://forum.rasa.com/t/related-to-slot-configuration/67564)
**Author:** [@Vishal-74](https://forum.rasa.com/u/Vishal-74)\ **Replies:** 0\ **Last updated:** [July 27, 2025, 6:23pm UTC](https://forum.rasa.com/t/related-to-slot-configuration/67564 "2025-07-27T18:23:31Z")
Hello everyone, I’m working on some project in which I want that based on one subject of user I can use entity like if it’s about transferring money, the entities are different that user needs to give but opening and acc… --- ## [Rasa open source with LLM](https://forum.rasa.com/t/rasa-open-source-with-llm/67523)
**Author:** [@gpe](https://forum.rasa.com/u/gpe)\ **Replies:** 1\ **Last updated:** [August 4, 2025, 5:21pm UTC](https://forum.rasa.com/t/rasa-open-source-with-llm/67523 "2025-08-04T17:21:41Z")
Can we use LLM in Rasa Open source? or that feature is only for Rasa Pro ? couldn’t find any reference in the documentation. --- ## [Has anyone here forked Rasa Open Source and continued building from it?](https://forum.rasa.com/t/has-anyone-here-forked-rasa-open-source-and-continued-building-from-it/67498)
**Author:** [@SangeMax97](https://forum.rasa.com/u/SangeMax97)\ **Replies:** 0\ **Last updated:** [July 22, 2025, 9:12am UTC](https://forum.rasa.com/t/has-anyone-here-forked-rasa-open-source-and-continued-building-from-it/67498 "2025-07-22T09:12:06Z")
Hi everyone, Has anyone here forked Rasa Open Source and continued building on top of it as a separate open source project? It feels like the discontinuation of Rasa Open Source development happened rather abruptly, wi… --- ## [Rasa init --template tutorial / would you like to speak to the trained assistant?](https://forum.rasa.com/t/rasa-init-template-tutorial-would-you-like-to-speak-to-the-trained-assistant/67488)
**Author:** [@Anti3x](https://forum.rasa.com/u/Anti3x)\ **Replies:** 1\ **Last updated:** [July 22, 2025, 5:01pm UTC](https://forum.rasa.com/t/rasa-init-template-tutorial-would-you-like-to-speak-to-the-trained-assistant/67488 "2025-07-22T17:01:39Z")
Hi Rasa devs, I’ve installed Rasa Pro in a virtualenv using python 3.10.18 on windows 11 and I’m getting a few errors after rasa init --template tutorial. It’s probably easiest if I just screen cap this page or three: … [Next page](https://forum.rasa.com/c/rasa/8.md?page=1)