Alaa Al Khourdajie
@dralaaclimate.bsky.social
#Climate #Energy #Scenarios | Research Fellow @ImperialCollege | Lead Author @IPCC AR7, @WCRP HIETPs & @UNEP GEO7 | WP4 Lead @DIAMOND | Guest Scholar @IIASA | Dad
https://sites.google.com/site/akhourdajie/
https://sites.google.com/site/akhourdajie/
🔬 New paper alert: "The role of artificial intelligence in climate change scientific assessments" @plosclimate.org
As #AI adoption accelerates, should @ipcc.bsky.social integrate these tools? Can LLMs (chatbots) communicate findings while maintaining scientific rigour?
doi.org/10.1371/jour...
1/9
As #AI adoption accelerates, should @ipcc.bsky.social integrate these tools? Can LLMs (chatbots) communicate findings while maintaining scientific rigour?
doi.org/10.1371/jour...
1/9
The role of artificial intelligence in climate change scientific assessments
Climate change scientific assessments prepared by the Intergovernmental Panel on Climate Change (IPCC) face interconnected dual challenges: the exponential growth of literature, hindering synthesis ef...
doi.org
October 9, 2025 at 9:43 PM
www.swp-berlin.org
September 29, 2025 at 11:43 AM
Ultimately, the IPCC should develop an AI policy robust to multiple futures. As a model institution, its choices will shape how other fields approach scientific assessment in the AI age.
13/13
Working paper: www.swp-berlin.org/publications...
13/13
Working paper: www.swp-berlin.org/publications...
www.swp-berlin.org
September 29, 2025 at 11:36 AM
Ultimately, the IPCC should develop an AI policy robust to multiple futures. As a model institution, its choices will shape how other fields approach scientific assessment in the AI age.
13/13
Working paper: www.swp-berlin.org/publications...
13/13
Working paper: www.swp-berlin.org/publications...
Options for the IPCC: A thoughtful middle path. Leverage AI to enhance equity (e.g., overcoming language barriers) whilst carefully weighing risks of official AI tools that could undermine the stable, shared foundation of facts needed for international cooperation.
11/13
11/13
September 29, 2025 at 11:36 AM
Options for the IPCC: A thoughtful middle path. Leverage AI to enhance equity (e.g., overcoming language barriers) whilst carefully weighing risks of official AI tools that could undermine the stable, shared foundation of facts needed for international cooperation.
11/13
11/13
3) Anticipatory resistance: Scientific communities adopt precautionary approach; restrictive AI policies risk perpetuating epistemic inequities
4) Public backlash: AI adoption becomes stigmatised; any AI use threatens IPCC legitimacy
10/13
4) Public backlash: AI adoption becomes stigmatised; any AI use threatens IPCC legitimacy
10/13
September 29, 2025 at 11:36 AM
3) Anticipatory resistance: Scientific communities adopt precautionary approach; restrictive AI policies risk perpetuating epistemic inequities
4) Public backlash: AI adoption becomes stigmatised; any AI use threatens IPCC legitimacy
10/13
4) Public backlash: AI adoption becomes stigmatised; any AI use threatens IPCC legitimacy
10/13
1) Rise of the agents: Widespread agentic AI transforms workflows; IPCC must optimise outputs for both human and AI readers
2) Superior truth machine: AI viewed by some as more objective than humans; IPCC faces competing AI-generated assessments
9/13
2) Superior truth machine: AI viewed by some as more objective than humans; IPCC faces competing AI-generated assessments
9/13
September 29, 2025 at 11:36 AM
1) Rise of the agents: Widespread agentic AI transforms workflows; IPCC must optimise outputs for both human and AI readers
2) Superior truth machine: AI viewed by some as more objective than humans; IPCC faces competing AI-generated assessments
9/13
2) Superior truth machine: AI viewed by some as more objective than humans; IPCC faces competing AI-generated assessments
9/13
Four plausible futures (thought experiments):
We explore scenarios informed by two axes: societal/scientific acceptance (trusted ↔️ taboo) and degree of automation in knowledge processing (human-driven ↔️ AI-driven).
8/13
We explore scenarios informed by two axes: societal/scientific acceptance (trusted ↔️ taboo) and degree of automation in knowledge processing (human-driven ↔️ AI-driven).
8/13
September 29, 2025 at 11:36 AM
Four plausible futures (thought experiments):
We explore scenarios informed by two axes: societal/scientific acceptance (trusted ↔️ taboo) and degree of automation in knowledge processing (human-driven ↔️ AI-driven).
8/13
We explore scenarios informed by two axes: societal/scientific acceptance (trusted ↔️ taboo) and degree of automation in knowledge processing (human-driven ↔️ AI-driven).
8/13
💬 Communication: Should the IPCC create an official chatbot to pre-empt third-party interpretations that fragment carefully built consensus?
7/13
7/13
September 29, 2025 at 11:36 AM
💬 Communication: Should the IPCC create an official chatbot to pre-empt third-party interpretations that fragment carefully built consensus?
7/13
7/13
✍️ Literature assessment: How do we maintain human deliberative consensus when AI-generated 'shadow assessments' could contest IPCC findings using the same literature?
6/13
6/13
September 29, 2025 at 11:36 AM
✍️ Literature assessment: How do we maintain human deliberative consensus when AI-generated 'shadow assessments' could contest IPCC findings using the same literature?
6/13
6/13
Three functions, multiple challenges:
📚 Literature identification: Can AI agents comprehensively scan tens of thousands of papers whilst preserving inclusion of grey literature and Indigenous Knowledge?
5/13
📚 Literature identification: Can AI agents comprehensively scan tens of thousands of papers whilst preserving inclusion of grey literature and Indigenous Knowledge?
5/13
September 29, 2025 at 11:36 AM
Three functions, multiple challenges:
📚 Literature identification: Can AI agents comprehensively scan tens of thousands of papers whilst preserving inclusion of grey literature and Indigenous Knowledge?
5/13
📚 Literature identification: Can AI agents comprehensively scan tens of thousands of papers whilst preserving inclusion of grey literature and Indigenous Knowledge?
5/13
AI disrupts not just report-writing workflows, but this deeper social function of building consensus, both scientific and political, around climate reality.
4/13
4/13
September 29, 2025 at 11:36 AM
AI disrupts not just report-writing workflows, but this deeper social function of building consensus, both scientific and political, around climate reality.
4/13
4/13
Why this matters: The IPCC isn't merely a literature synthesis machine. It creates a scientifically authoritative but politically legitimised consensus that functions as 'de facto governance', shaping research priorities and policy options.
3/13
3/13
September 29, 2025 at 11:36 AM
Why this matters: The IPCC isn't merely a literature synthesis machine. It creates a scientifically authoritative but politically legitimised consensus that functions as 'de facto governance', shaping research priorities and policy options.
3/13
3/13
The context: The seventh IPCC assessment cycle (AR7, ending 2029/30) will be the first conducted in an era of widespread generative #AI. This raises critical questions beyond technical efficiency.
2/13
2/13
September 29, 2025 at 11:36 AM
The context: The seventh IPCC assessment cycle (AR7, ending 2029/30) will be the first conducted in an era of widespread generative #AI. This raises critical questions beyond technical efficiency.
2/13
2/13