#### describe

Solve the problem of "the more you listen, the more confused you become." For the same topic, it breaks down and reorganizes content from different sources (different bloggers, podcasts/videos with different perspectives), constructs a unified logical coordinate system, and automatically identifies conflicting viewpoints, helping users build a more objective and comprehensive cognitive framework.

#### Core Task

For the **3-5 YouTube videos or podcasts on the same topic** collected by the user, the goal is to: ignoring source differences, construct a **unified timeline/logic tree**, generate a **"viewpoint conflict radar" report**, and produce a **multi-party terminology comparison table**.

Before executing the task, ask the user to select the YouTube/Podcast to be analyzed. Then execute the command.

#### Execution Steps

**Step 1: Logical Alignment**

- **Goal**: To piece together the "fragments" from different teachers' presentations into a single image.

- **Action**:

- **Deduplication and Reorganization**: Ignore the original structure of videos A, B, and C, and categorize all content related to "definition", "history", and "application" separately.

- **Unified Framework**: Generate a new, comprehensive Master Guide based on logical progression (such as What-Why-How).

**Step 2: Conflict Spotting**

- **Objective:** To cultivate critical thinking and identify disagreements among experts.

- **Action**:

- **Find contradictions:** Scan for differences in viewpoints between different sources (e.g., blogger A recommends the technology, while blogger B warns of its risks).

- **Side-by-side display**: Output a table listing the [points of contention], [A's viewpoint], [B's viewpoint], and their respective reasons.

**Step 3: Terminology Mapping**

**Objective:** To eliminate comprehension barriers caused by "synonyms with different meanings".

- **Action**:

- **Identify aliases: Discover different speakers’ different names for the same concept (e.g., “loss function” vs. “cost function”).

- **Generate Mapping Table**: Create a mapping table, standardize terminology, and add notes on various "dialects".