# Latest **URL:** https://forum.rasa.com/latest.md [Latest](https://forum.rasa.com/latest.md) · [Categories](https://forum.rasa.com/categories.md) · [Tags](https://forum.rasa.com/tags.md) --- ## [How to ask a great question](https://forum.rasa.com/t/how-to-ask-a-great-question/15009)
**Author:** [@Emma](https://forum.rasa.com/u/Emma)\ **Replies:** 0\ **Last updated:** [August 30, 2019, 9:00am UTC](https://forum.rasa.com/t/how-to-ask-a-great-question/15009 "2019-08-30T09:00:00Z")
Hey everyone, We really want to get to your question, and we would love to help you out. So to speed up the process, here are 5 tips to better questions: 1. Write a good title. Tip: Sometimes writing the title after th… --- ## [Introduce yourself!](https://forum.rasa.com/t/introduce-yourself/25)
**Author:** [@Juste](https://forum.rasa.com/u/Juste)\ **Replies:** 577\ **Last updated:** [April 6, 2026, 4:07pm UTC](https://forum.rasa.com/t/introduce-yourself/25 "2026-04-06T16:07:20Z")
Come to say hi and tell a little bit about yourself. We would love to know you better! Who are you? What do you do? What do you care about? Where did you hear about Rasa? What are you building or would like to build? F… --- ## [How Much Should SaaS Companies Invest in Bottom-of-the-Funnel SEO?](https://forum.rasa.com/t/how-much-should-saas-companies-invest-in-bottom-of-the-funnel-seo/68977)
**Author:** [@Demoratics](https://forum.rasa.com/u/Demoratics)\ **Replies:** 0\ **Last updated:** [September 11, 2026, 10:30am UTC](https://forum.rasa.com/t/how-much-should-saas-companies-invest-in-bottom-of-the-funnel-seo/68977 "2026-09-11T10:30:49Z")
Blog traffic can build awareness, but comparison pages, alternatives, integrations, and use-case content often sit much closer to an actual purchase decision. How much of a SaaS SEO budget would you dedicate to BOFU cont… --- ## [How Much Does Frame Thickness Matter When Buying a Trampoline?](https://forum.rasa.com/t/how-much-does-frame-thickness-matter-when-buying-a-trampoline/68971)
**Author:** [@Demoratics](https://forum.rasa.com/u/Demoratics)\ **Replies:** 0\ **Last updated:** [September 9, 2026, 6:41pm UTC](https://forum.rasa.com/t/how-much-does-frame-thickness-matter-when-buying-a-trampoline/68971 "2026-09-09T18:41:21Z")
Two trampolines can be roughly the same size but use noticeably different steel specifications. How much attention should buyers pay to frame thickness compared with things like spring count, padding, and overall constru… --- ## [Trusted Garage Door Repair Services In Centennial- Co | M&A Garage Doors](https://forum.rasa.com/t/trusted-garage-door-repair-services-in-centennial-co-m-a-garage-doors/60899)
**Author:** [@magaragedoors](https://forum.rasa.com/u/magaragedoors)\ **Replies:** 5\ **Last updated:** [September 17, 2026, 10:36am UTC](https://forum.rasa.com/t/trusted-garage-door-repair-services-in-centennial-co-m-a-garage-doors/60899 "2026-09-17T10:36:43Z")
At M&A Garage Doors, we are experienced in providing garage door repairs and garage door installation services. We also provide regular24 hour emergency garage door repair services in centennial and their Surrounding are… --- ## [Which Indoor Plants Are Best for Someone Who Travels Often?](https://forum.rasa.com/t/which-indoor-plants-are-best-for-someone-who-travels-often/68953)
**Author:** [@Demoratics](https://forum.rasa.com/u/Demoratics)\ **Replies:** 1\ **Last updated:** [September 2, 2026, 10:41am UTC](https://forum.rasa.com/t/which-indoor-plants-are-best-for-someone-who-travels-often/68953 "2026-09-02T10:41:30Z")
I like having greenery around the house, but I’m sometimes away for several days at a time. Which indoor plants have you found genuinely forgiving when watering isn’t perfectly consistent? --- ## [Suggestion for a new Feature/Change to the Flows](https://forum.rasa.com/t/suggestion-for-a-new-feature-change-to-the-flows/68943)
**Author:** [@Kamil](https://forum.rasa.com/u/Kamil)\ **Replies:** 0\ **Last updated:** [August 27, 2026, 10:23am UTC](https://forum.rasa.com/t/suggestion-for-a-new-feature-change-to-the-flows/68943 "2026-08-27T10:23:00Z")
Hi, I’m developing a bot with Rasa and would like to suggest a change to the flow configuration. My idea is: In a link step, allow us to use slot values as the name for the flow. Example: - link: slots.FlowName This c… --- ## [VPN recommendations](https://forum.rasa.com/t/vpn-recommendations/60928)
**Author:** [@Gal](https://forum.rasa.com/u/Gal)\ **Replies:** 2\ **Last updated:** [August 13, 2026, 7:16am UTC](https://forum.rasa.com/t/vpn-recommendations/60928 "2026-08-13T07:16:37Z")
Hey folks, hope I’m in the right spot. Really need a solid VPN that works in the US for my IT stuff. Tired of trying out different ones and wasting money. Anyone got any recommendations for something they actually use a… --- ## [Twilio Alternatives](https://forum.rasa.com/t/twilio-alternatives/66699)
**Author:** [@rohanparekh2](https://forum.rasa.com/u/rohanparekh2)\ **Replies:** 1\ **Last updated:** [July 10, 2026, 3:53pm UTC](https://forum.rasa.com/t/twilio-alternatives/66699 "2026-07-10T15:53:06Z")
Hi, I’m currently using the Twilio connector with my Rasa chatbot and leveraging webhooks to proactively send chatbot instances to users. However, the Twilio phone number approval process is taking much longer than expec… --- ## [Rasa Learning Center is live!](https://forum.rasa.com/t/rasa-learning-center-is-live/48106)
**Author:** [@Juste](https://forum.rasa.com/u/Juste)\ **Replies:** 15\ **Last updated:** [July 8, 2026, 5:54pm UTC](https://forum.rasa.com/t/rasa-learning-center-is-live/48106 "2026-07-08T17:54:02Z")
Hello @community! We are extremely excited to announce the release of the Rasa Learning Center. The Learning Center is a place dedicated to developer education on the Rasa framework. Here, you can easily navigate thr… --- ## [Rasa University: New Learning Pathway for your Rasa Developer Certificate](https://forum.rasa.com/t/rasa-university-new-learning-pathway-for-your-rasa-developer-certificate/68850)
**Author:** [@Lauren-Goerz](https://forum.rasa.com/u/Lauren-Goerz)\ **Replies:** 0\ **Last updated:** [July 8, 2026, 5:49pm UTC](https://forum.rasa.com/t/rasa-university-new-learning-pathway-for-your-rasa-developer-certificate/68850 "2026-07-08T17:49:30Z")
Hi everyone, If you’ve tried to learn Rasa from tutorials lately, you’ve probably hit the problem: most of what’s out there was written for versions from years ago, and the platform has changed a lot since. Today we’re … --- ## [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 … --- ## [Telegram / Request and handle location](https://forum.rasa.com/t/telegram-request-and-handle-location/6169)
**Author:** [@maland](https://forum.rasa.com/u/maland)\ **Replies:** 5\ **Last updated:** [April 10, 2026, 12:12pm UTC](https://forum.rasa.com/t/telegram-request-and-handle-location/6169 "2026-04-10T12:12:24Z")
Hi all, Based on Telegram Bot API documentation Telegram Bot API I created an action where I want to request a user location. But unfortunately I don’t get anything on a user side after this action call. from rasa\_core… --- ## [Not able to activate the license in RASA Studio](https://forum.rasa.com/t/not-able-to-activate-the-license-in-rasa-studio/68611)
**Author:** [@srinivas.jamma](https://forum.rasa.com/u/srinivas.jamma)\ **Replies:** 1\ **Last updated:** [April 3, 2026, 1:23pm UTC](https://forum.rasa.com/t/not-able-to-activate-the-license-in-rasa-studio/68611 "2026-04-03T13:23:19Z")
I am setting up Rasa Studio by following the official documentation. After logging into the Studio, I am prompted to upload a license file. However, I did not receive any license file from Rasa—only an activation key via… --- ## [3.16 Launched 🚀](https://forum.rasa.com/t/3-16-launched/68637)
**Author:** [@Lauren-Goerz](https://forum.rasa.com/u/Lauren-Goerz)\ **Replies:** 0\ **Last updated:** [April 1, 2026, 5:49am UTC](https://forum.rasa.com/t/3-16-launched/68637 "2026-04-01T05:49:50Z")
Hey everyone, The Rasa 3.16 Release is here. This one covers a lot of ground: new IDE tooling, faster, more accurate models with updated command generator prompts, and a built-in CSAT pattern. Here’s what’s new in 3.16: … --- ## [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, … --- ## [Playing audio clips as RASA response](https://forum.rasa.com/t/playing-audio-clips-as-rasa-response/32417)
**Author:** [@athenasaurav](https://forum.rasa.com/u/athenasaurav)\ **Replies:** 12\ **Last updated:** [February 26, 2026, 8:32am UTC](https://forum.rasa.com/t/playing-audio-clips-as-rasa-response/32417 "2026-02-26T08:32:10Z")
Hello Everyone, I want to play an audio file as a response to rasa chatbot used in an audio chatbot connected to a phone bot. Is it possible to autoplay an audio or video file. I know how to play a video link in rasa ch… --- ## [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… --- ## [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… --- ## [LLM mapping as fallback for slot mappings](https://forum.rasa.com/t/llm-mapping-as-fallback-for-slot-mappings/68476)
**Author:** [@GrigoriPerelmann](https://forum.rasa.com/u/GrigoriPerelmann)\ **Replies:** 0\ **Last updated:** [January 20, 2026, 3:51pm UTC](https://forum.rasa.com/t/llm-mapping-as-fallback-for-slot-mappings/68476 "2026-01-20T15:51:49Z")
So I use Rasa CALM 3.15.6. I wanted to make response times faster for my bot. I have multiple yes/no questions in the bot. I wanted to let their slots be filled with the from\_intent mapping instead of from\_llm. I have … --- ## [Microsoft Agents](https://forum.rasa.com/t/microsoft-agents/68471)
**Author:** [@echo](https://forum.rasa.com/u/echo)\ **Replies:** 0\ **Last updated:** [January 16, 2026, 6:00pm UTC](https://forum.rasa.com/t/microsoft-agents/68471 "2026-01-16T18:00:11Z")
The Microsoft integration mentioned here Microsoft Bot Framework | Rasa Documentation is now deprecated with the repo being archived on Jan 6, 2026 The Bot Framework SDK is being retired with final long term support en… --- ## [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 --- ## [3.15 Launched 🚀](https://forum.rasa.com/t/3-15-launched/68440)
**Author:** [@Lauren-Goerz](https://forum.rasa.com/u/Lauren-Goerz)\ **Replies:** 0\ **Last updated:** [January 7, 2026, 8:43am UTC](https://forum.rasa.com/t/3-15-launched/68440 "2026-01-07T08:43:42Z")
Rasa 3.15 is here: Observability, Voice, and Testing Power-ups! Hey everyone, We’re back with Rasa 3.15! We’ve focused on three core pillars: giving you better visibility into LLM behavior, making voice interactions fee… --- ## [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… --- ## [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… --- ## [Using internal ReAct sub-agents without MCP](https://forum.rasa.com/t/using-internal-react-sub-agents-without-mcp/68315)
**Author:** [@cike-dev](https://forum.rasa.com/u/cike-dev)\ **Replies:** 0\ **Last updated:** [December 5, 2025, 2:58pm UTC](https://forum.rasa.com/t/using-internal-react-sub-agents-without-mcp/68315 "2025-12-05T14:58:12Z")
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… --- ## [Source (rasa-plus): Authorization error accessing https://europe-west3-python.pkg.dev/rasa-releases/rasa-plus-py/simple/rasa-plus/](https://forum.rasa.com/t/source-rasa-plus-authorization-error-accessing-https-europe-west3-python-pkg-dev-rasa-releases-rasa-plus-py-simple-rasa-plus/68274)
**Author:** [@AdrianMweetwa](https://forum.rasa.com/u/AdrianMweetwa)\ **Replies:** 0\ **Last updated:** [November 25, 2025, 12:24am UTC](https://forum.rasa.com/t/source-rasa-plus-authorization-error-accessing-https-europe-west3-python-pkg-dev-rasa-releases-rasa-plus-py-simple-rasa-plus/68274 "2025-11-25T00:24:12Z")
Am getting the following error when am trying to deploy my bot on Render 2025-11-25T00:00:38.936089496Z Updating dependencies 2025-11-25T00:00:38.93631855Z Resolving dependencies… 2025-11-25T00:00:40.3900558Z Source… [Next page](https://forum.rasa.com/latest.md?page=1)