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.

26
tracked channels
11.6k
tracked videos
6.5k
transcribed videos
700k
classified sentences
79k
comments
147
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.

208
videos published
180
transcribed
12
records
40
hours of speech
82.8M
views
The synthesis of the week
United States · 29 September – 5 October 2026
The synthesis proposed by our local model · last 7 days

AI Security Agreement and US Employment Report

A voluntary agreement on the security of "superintelligence" has been reached between Donald Trump and AI leaders. Donald Trump and Elon Musk argue that self-regulation is preferable because industry actors are the most competent. Conversely, Breaking Points denounces this self-policing system and suggests that leaders should be prosecuted for illegal data extraction. Meanwhile, Representative Ro Khanna proposes legislation to ban recursive self-improvement in AI and create an independent security agency, asserting that tech billionaires cannot self-regulate. In a debate reported by Breaking Points, Bill Gates considers AI the most dangerous invention in history and rejects the idea that market incentives are sufficient, while Ezra Klein suggests that civil liability could limit risks. Breaking Points supports the need for strict regulations comparable to those in the pharmaceutical industry.

AI Consciousness and Socio-Economic Impacts

Anthropic co-founder Mr. Ola wishes to establish morality within the Claude model and suggests that AI could possess "personhood," opposing the position of the Pope. According to Breaking Points, this recourse to religious experts proves that creators no longer master their technology and that AI cannot be human because it is not mortal, although others view this spirituality as an extension of human nature. Bill Gates also likens AIs to "aliens." Economically, Bill Gates proposes taxing robots to fund pensions, a position relayed by Breaking Points to compensate for the loss of social security contributions. Additionally, Ro Khanna deplores the use of AI to maximize profits in healthcare and suggests that a single-payer system would limit billing abuses. Finally, total automation is presented by some as a risk of cognitive degradation, according to Breaking Points.

Political and Economic Situation of Donald Trump

The September 2026 employment report shows figures lower than expected. Breaking Points analyzes the impact of these data and reports that this economic degradation would make the public more sensitive to corruption allegations targeting the president. The channel also mentions a Donald Trump rally in Oklahoma and the organization of paid dinners for cryptocurrency investors, a practice described by one speaker as a lack of ethics.

Summary generated by our model on 5 October 2026 at 18:30 from the 5 following videos:

The synthesis in full and the daily syntheses

Topics of the claims in 12 records: Technology (23%), Institutions and democracy (21%), Security and justice (15%), Economy and labour (15%).

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 States208 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 1,648
  2. Jeffrey Epstein 129
  3. Joe Biden 95
  4. Benjamin Netanyahu 69
  5. Vladimir Putin 50
  6. Pete Hegseth 48

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 transcripts10 h ago
Updated every hour; the last seven days, recomputed every day. The collection figures are in the counter, bottom left.
The tools

To go further

The week in review The synthesis, the reviews by theme, the videos that buzz, the people named and the synthesis of each day. Public figures Who is named, by whom, month after month; one record per public figure. Themes and arguments The arguments, the quotes and the periods, theme by theme. Trends Volumes, politicisation, themes, people and comments since 2016. Channels Every tracked channel, its orientation, its country, its figures. Search In the titles and the transcribed speech, by words or by meaning. Vanished videos The removals noticed, their reason and their records.
ImmigrationDemocracyAuthorityTraditionProgressEquality and inequalityEnvironmentTechnologyDistrust of the state
Project paper