Observatory

YOUPOL / Explore
Overview

The whole observatory in one panel

The week in brief, the records to read, the themes month by month, the public figures named, the arguments and the removals, for the whole corpus or one country; then each tool, to go further.

89
tracked channels
48.7k
tracked videos
22.8k
transcribed videos
3.6M
classified sentences
12.6M
comments
2.3k
vanished videos preserved
Seven days of content on YouTube and TikTok · 29 September to 5 October 2026

Political YouTube and TikTok, the last week in brief

The whole observatory condensed. The synthesis of the last seven days, the records to read, the themes, the public figures named, the arguments and the removals. Each cell has its country. The switch below sets the whole panel.

258
videos published
202
transcribed
5
records
54
hours of speech
85.8M
views
The synthesis of the week
United States · 29 September – 5 October 2026
The synthesis proposed by our local model · last 7 days

Ro Khanna's AI Bill and Donald Trump's Political Rallies

The channel Breaking Points reports that Representative Ro Khanna is proposing legislation to ban recursive self-improvement in AI. According to this report, the lawmaker advocates for the creation of an independent security agency to counter the influence of tech billionaires. He also deplores the use of AI in healthcare to maximize profits at the expense of patients.

Breaking Points mentions a voluntary AI safety agreement reached between Donald Trump and industry leaders. The video creator criticizes this internal monitoring system, while Elon Musk specifies that the agreement includes joint monitoring and special committees. Additionally, Bill Gates asserts that market incentives are insufficient to regulate the existential risks of AI.

Donald Trump organizes rallies in safe states to stay in his comfort zone according to Breaking Points. The channel also analyzes a September 2026 employment report with figures lower than expected. Some contributors suggest that this economic weakness could push the Federal Reserve to limit rate hikes.

Meetings between the company Anthropic and religious experts aim to establish morality in the Claude model, reports Breaking Points. The video creator specifies that co-founder Mr. Ola maintains that AI could possess personhood. One contributor asserts that these steps prove the creators no longer control their technology.

The synthesis in full and the daily syntheses

The records to readAll the videos

The most viewed videos of the week, in each country, whose content synthesis is produced by our local model; each opens in a side panel.

United States258 videos
The themes, month by month Since 2016

Coming soon. The theme classifiers are trained on French. Their English counterparts will soon be trained and deployed. Meanwhile, this country’s channels are transcribed and summarised.

The public figures most named The ranking
September – October 2026 · transcribed sentences naming them
List
  1. Donald Trump 1,997
  2. Jeffrey Epstein 136
  3. Joe Biden 112
  4. Benjamin Netanyahu 70
  5. Barack Obama 52
  6. Vladimir Putin 51

Number of transcribed sentences naming them. The bar gives the channel orientation, the line the last twelve months. Closed list of public figures. The full ranking

The arguments of the moment By theme
the first arguments of each theme, drawn from the sentences of the last seven days and read again every day
  1. Some political actors seek to establish authoritarian control over the army and administrationAuthority · Last 7 days

Arguments drawn by our local model from a sample of each theme’s political sentences, then checked against the sentences. All the arguments, by theme

Gone from the platforms… All

No recent removal observed.

Latest transcripts7 h ago
Updated every hour; the last seven days, recomputed every day. The collection figures are in the counter, bottom left.
Project paper