HI thereā¦
SO This is BIG, A lot is happening all over the world behind the scenes..
Thanks to [email protected]
Hi @everyone, I wanted to share a demo I set up for the community!
Itās an Ask AI assistant built on the:
The idea is to make it a bit easier to navigate all the available resources and self-serve answers to more complex technical questions when building with XIAO boards.
Feel free to give it a try here: Seeed Studio docs - stock kapa widget
Would love to hear some feedback if you get a chance to try it out!
![]()
My secret has been reviled⦠![]()
So instead of making there own model, they figured out a middle level ![]()
Using a Generic reasoning model (chat-GPT, Claud..)more or less, they donāt make a recipe or have to train it, only add a scrape of data from the platforms and let the search use reasoning to guide you to an answer. Itās built on kapa.ai, which uses an architecture called RAG (Retrieval-Augmented Generation)
Cheat code
Instead of retraining or fine-tuning the modelās weights, the AI uses an existing foundation model (like GPT-4 or Claude) as an intelligent reasoning engine and connects it to a live search system.
the steps actually are simpleā¦
1. Data Ingestion & Syncing
2. Parsing & Chunking
3. Vector Embedding & Indexing
4. Retrieval at Query Time
5. Prompt Augmentation & Generation
This RAG approach prevents model hallucinations, avoids the high cost of model training, and updates instantly whenever Seeed modifies a wiki page or code commit
Amazing they got it packaged, I have it the hard way in a post on here way more time consuming the traditional model weights ,etc. way. Not anymore ![]()
Try it out , and give some feedback. They will be adding the Forum data Iām sure its a wealth of knowledge in one place and does help EVERYONE regardless, lets keep it that way.
Note: RANT -ON
Use the tools and donāt fall for the hype, Itās not the AI that could hurt mankind, itās the Idiots in charge and there effect on planning & implementing it. Biggest danger believe it or not is to the Natural resources it consumes. THAT should be the concern. It Needs real management.
āsoapbox offā
Someone has to say itā¦
![]()
GL
PJ ![]()


