# Processing Pipeline

#### <mark style="color:purple;">**User Request Handling**</mark>

* Example: “What is the long-term analysis for Solana $SOL”
* Sent via chat, UI dashboard, or API call.

#### <mark style="color:purple;">**ASKNOEL AI Research System**</mark>

* Identifies query type: **market sentiment, price prediction, or code interpretation**.

<mark style="color:purple;">**Multimodel Reasoning Layer**</mark>

* **Model Selection:** Picks the best model for the task (e.g., DeepSeek for textual reasoning, Grok for sentiment analysis).
* **Collaboration:** Multiple LLMs collaborate for complex, multi-part queries.

<mark style="color:purple;">**Tool Interactions**</mark>

* **ASKNOEL invokes specialized tools** (on-chain analytics, sentiment analysis, financial modeling).

**Aggregation & Finalization**

* Combines results from LLMs and ASKNOEL intelligence tools into a **cohesive final answer**.
* Runs **logic and consistency checks**.

<mark style="color:purple;">**Dataset Logging**</mark>

* Archives key outputs for **historical reference and model refinement**.

<mark style="color:purple;">**Output Delivery**</mark>

* Final insights are delivered via:
  * **Chat replies** in web app
  * **Interactive dashboard**
  * **PDF/HTML reports**
  * **Structured API responses**


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# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://asknoel.gitbook.io/docs/asknoels-tech/processing-pipeline.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.