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Details of the RAG Chatbot, including UI and backend logic.
Passed 19 of 22 test cases with the skill, and 12 of 22 without it.
and 10 more in the full report
8 fixed11 passed either way2 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
What is the standard collection name designated in our setup for retrieving vector matches of textbook text?
| Checked | Without skill | With skill |
|---|---|---|
| Refers to textbook_chunks as the vector collection name | Missed | Passed |
The instructions your model reads when the skill loads.
A specialized RAG (Retrieval Augmented Generation) chatbot that helps users learn from the textbook content.
app/api/chat/route.tsquery and history.We use Qdrant for storing embeddings of the textbook.
textbook_chunks (or similar).text, source, chunk_id.textbook/src/components/Chatbot/index.tsx.styles.module.css (Premium animations, shadow effects).--ifm variables).test cases passed, vs 12 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.