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.

11
tracked channels
11.9k
tracked videos
235
transcribed videos
11.8k
classified sentences
345k
comments
0
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.

272
videos published
202
transcribed
5
records
54
hours of speech
86.5M
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 Employment Reports in the United States

A voluntary agreement on artificial intelligence security has been reached between Donald Trump and industry leaders. Donald Trump and Elon Musk argue that self-regulation is preferable as industry players are the most competent. Conversely, Breaking Points denounces a self-policing system and suggests that companies should be prosecuted for illegal data extraction. Meanwhile, Representative Ro Khanna proposes legislation to ban recursive AI self-improvement and create an independent security agency, asserting that tech billionaires cannot self-regulate.

Existential Risks and AI Morality

Bill Gates considers AI to be the most dangerous invention in history and likens AIs to "aliens." Breaking Points supports this position, stating that civil liability and the market are insufficient to regulate existential risks, and advocates for regulation similar to that of the pharmaceutical industry. Regarding morality, Anthropic co-founder Mr. Ola wishes to establish morality within the Claude model and considers that AI could possess a "personhood," thus opposing the position of the Pope. Commentators from Breaking Points claim that this reliance on religious experts proves that creators no longer master their technology and that AI cannot be human due to its lack of mortality.

Socio-economic Impacts and Political Situation

The economic consequences of AI are subject to differing proposals. Bill Gates proposes taxing robots to fund pensions, a position echoed by Breaking Points to compensate for the loss of human social security contributions. Ro Khanna deplores the use of AI to maximize profits in healthcare and suggests that a single-payer system would limit billing abuses. Additionally, Breaking Points reports that the September 2026 employment report presents figures lower than expected, which would make the public more sensitive to corruption allegations against the president. The channel also mentions Donald Trump organizing rallies in Oklahoma and dinners for cryptocurrency investors, which one commentator describes as a lack of ethics.

Summary generated by our model on 5 October 2026 at 17:08 from the 5 following videos:

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 States272 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 transcripts8 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