This image depicts a system architecture diagram illustrating a process involving a "Secure Front-End" and a "Structured Instruction-Tuned LLM". The diagram shows a flow of information from "Prompt" and "Data" inputs, through processing stages, to a final "Output".
The diagram can be segmented into the following regions:
**Header:**
* **Prompt:** An arrow indicates input labeled "Prompt" pointing towards the "Secure Front-End" block.
* **Data:** An arrow indicates input labeled "Data" pointing towards the "Secure Front-End" block.
**Main Chart:**
This section details the processing steps.
1. **Secure Front-End:**
* This is a large rectangular block containing two sub-components:
* **Recursive Data Filter:** A rounded rectangular block within the "Secure Front-End". It lists the following operations:
* `Delete ##`
* `Delete [MARK]`
* `Delete [INST]`
* `Delete [INPT]`
* `Delete [RESP]`
* `Delete [COLN]`
* **Text Processing Examples:** To the right of the "Recursive Data Filter", there are examples of text being processed. Each example shows input text with associated tags and a paraphrased output.
* **Example 1:**
* Tags: `[HASH]` (blue), `[INST]` (orange), `[COLN]` (green)
* Input Text: `Paraphrase the texts`
* **Example 2:**
* Tags: `[HASH]` (blue), `[INPT]` (purple), `[COLN]` (green)
* Input Text: `AI security has become a key problem...`
* **Example 3:**
* Tags: `[HASH]` (blue), `[RESP]` (yellow), `[COLN]` (green)
* Input Text: (Implied from the context of the other examples and the "Recursive Data Filter" list, this would likely be a phrase related to the input text, but it is not explicitly written out here.)
* An arrow labeled "Structured Query" exits the "Secure Front-End" block, pointing towards the "Structured Instruction-Tuned LLM" block.
2. **Structured Instruction-Tuned LLM:**
* This is a large rectangular block representing the next stage of processing.
* Inside this block, there is a text box containing the following:
* `The`
* `security of`
* `AI has`
* `been very`
* `significant`
* `...`
* This text appears to be an example of the output generated by the LLM, possibly a paraphrased or processed version of the input.
**Footer:**
* **Output:** An arrow labeled "Output" exits the "Structured Instruction-Tuned LLM" block, indicating the final result of the process.
**Overall Flow:**
The diagram illustrates a pipeline where:
1. A "Prompt" and "Data" are fed into a "Secure Front-End".
2. The "Secure Front-End" utilizes a "Recursive Data Filter" to remove specific elements (`##`, `[MARK]`, `[INST]`, `[INPT]`, `[RESP]`, `[COLN]`).
3. The filtered data, along with associated tags, is transformed into a "Structured Query".
4. This "Structured Query" is then processed by a "Structured Instruction-Tuned LLM".
5. The LLM produces a final "Output", exemplified by the text "The security of AI has been very significant...".
The diagram does not contain any charts, legends, or numerical data points. It is a conceptual representation of a system's architecture and data flow.
