Discourse monitor
How the monitored publications were assessed
Discourse valence across every scored item: what the sampled sources published and how independent models read it. It is not a measure of public opinion, not a measure of the state of the world, and article volume is not agreement.
Mean discourse valence per day · bio · last 90 days
Discourse valence, window mean
-25
Adverse
26 items · range -84 to +55
-100
-50
0
+50
+100
-25
Adverse readingFavourable reading
26 items scored in this window
- Anthropic details bad actors’ efforts to misuse its AI for bioweapons
- Chinese AI tool told researchers how to make bioweapons
- Claude users found ways around safeguards for bioweapons research
- ‘These risks are real’: the threat of AI bioweapons - video
- Could AI ‘change the stakes’ in the development of bioweapons?
- Gates says Trump inaction leaves world exposed to AI bioweapons
- ‘These risks are real’: the threat of AI bioweapons – podcast
- Anthropic says it stopped scientists potentially developing bioweapons with AI
- Anthropic blocks possible attempt to use AI to make biological weapons
- Roundtables: A Conversation With the Creator of AI-Designed Viruses
- Google figures out how to watermark AI-designed proteins
- Researchers use AI to design proteins that cut up other proteins
- Lab-grown brain organoids: time for international oversight
- Your AI doomsday questions answered: ‘What, if anything, can people like me do about it?’
- Artificial intelligence and biosecurity: capabilities, threat pathways, and defense-in-depth governance
- Single-nucleus transcriptome-wide association study of human brain disorders
- BioEVAL: A global, multi-institutional benchmark of large language and multimodal models for bioengineering
- Do Vision CIL Methods Transfer to Protein? A Diagnostic Benchmark of Frozen Protein Encoders
- Introducing SynthID Bio
- Introducing Quine: An AI research system designed for the complexity of biology
- AlphaGenome Atlas: A predictive map of every possible DNA letter change in the human genome
- How a team of AIs discovered a promising lung-cancer drug
- AI agents run this automated biology lab that sequences DNA and more
- UK to invest £100m in 'world first' AI Biosecurity Lab
- Using thousands of AI agents to uncover new leads in biological data
- Google DeepMind Maps 9 Billion Possible DNA Variants
3560
discovered, all time
984
passed triage
2574
rejected at triage
3464
model assessments
710
multi-model panels
1780
distinct claims tracked
Across the whole window
The two tables below describe every item in the last 90 days under bio. They are deliberately not narrowed by the reading filter, because a mean taken only over items already selected for their score would just restate the filter.
By topic
| Topic | Branch | Items | Mean | Position |
|---|---|---|---|---|
| Existential and catastrophic risk | risk | 568 | -42 | |
| Governance and regulation | structural | 459 | -31 | |
| Concentration of power | risk | 451 | -36 | |
| Loss of control and alignment | risk | 337 | -49 | |
| Human agency and epistemics | risk | 166 | -26 | |
| Cyber capability | risk | 165 | -44 | |
| Evaluation and measurement | structural | 159 | -19 | |
| Scaling and architecture | structural | 137 | -16 | |
| AGI and timelines | structural | 132 | -29 | |
| Synthetic media and manipulation | risk | 104 | -44 | |
| Employment and displacement | risk | 62 | -31 | |
| Medicine and health | benefit | 43 | -14 | |
| Scientific acceleration | benefit | 42 | -4 | |
| Education and access to expertise | benefit | 29 | -17 | |
| Biological and chemical uplift | risk | 26 | -25 | |
| Climate and energy | structural | 20 | -33 | |
| Compute and infrastructure | structural | 18 | -8 | |
| Productivity and growth | benefit | 6 | -3 | |
| Abundance and material wellbeing | benefit | 5 | -1 | |
| Hype and disillusionment | structural | 5 | -45 |
By source
A source's mean says how the items it published were read. It is not a rating of the source.
| Source | Kind | Tier | Items | Mean |
|---|---|---|---|---|
| The Guardian: Artificial Intelligence | news | 1 | 241 | -52 |
| arXiv cs.CY (Computers and Society) | academic | 1 | 217 | -24 |
| Financial Times: Artificial Intelligence | news | 1 | 112 | -40 |
| arXiv cs.AI | academic | 1 | 99 | -15 |
| The New York Times: Technology | news | 1 | 60 | -36 |
| Ars Technica: AI | news | 1 | 59 | -51 |
| MIT Technology Review: AI | news | 1 | 34 | -42 |
| Nature | academic | 1 | 31 | -25 |
| BBC News: Technology | news | 1 | 29 | -35 |
| OpenAI | lab | 1 | 24 | -8 |
| arXiv cs.LG (Machine Learning) | academic | 1 | 24 | -16 |
| IEEE Spectrum: AI | news | 1 | 19 | -19 |
| The Economist: Science and Technology | news | 1 | 10 | -37 |
| CSET, Georgetown | government | 1 | 9 | -37 |
| Microsoft Research | lab | 1 | 8 | 0 |
| Google DeepMind | lab | 1 | 6 | -4 |
| Google AI Blog | lab | 1 | 2 | -9 |