The assistant follows a transparent, agent-based workflow powered by Crew AI. Let me stroll you thru what occurs behind the scenes if you ask this assistant a query:
- Person Submits a Question
You kind in your query — one thing associated to AI, Machine Studying, or Information Science.
For instance:
How does backpropagation work in neural networks?
2. Categorization: Understanding the Query
Earlier than speeding to reply, the assistant first tries to grasp what sort of query you’re asking.
- Is it a easy definition you want?
- Are you asking for a proof?
- Are you searching for an in depth step-by-step breakdown of a course of?
That is the place the Classifier Agent is available in.
Its job is to analyze your query and categorize it into sorts like:
- Definition-Based mostly
- Conceptual Clarification
- Step-by-Step Course of
- Utility/Use-Case Based mostly
This step ensures that the assistant responds appropriately based mostly on your studying want — not simply based mostly on key phrases.
3. Delegating to the Proper Agent
As soon as the query is categorized, it will get handed to the proper specialist agent. Every agent is supposed to deal with a particular sort of process.
For instance:
- If it’s a definition, the Definition Agent provides you with a crisp, formal reply.
- If it’s a conceptual query, the Clarification Agent will dive deeper with analogies and intuitive explanations.
- If it’s asking a few technique or course of, the Step-by-Step Agent will break it down into logical, clear steps — nearly like a guided walkthrough.
Every agent is liable for structuring its output into clear, logical steps, making the training expertise smoother.
4. Step-by-Step Response:
- As an alternative of a single block of textual content, the assistant returns an organized collection of steps designed to construct the learner’s understanding from the bottom up.