Method
This poster is an educational summary. Its goal is to be accurate without pretending to be comprehensive. The method below describes how claims were chosen, how uncertainty was handled, and what constraints were applied.
1) Source selection
- Institutional credibility: Preference for IEA, UNEP, FAO, MIT and peer-reviewed journals.
- Empirical grounding: Preference for measurement, estimation methods, and well-documented analyses.
- Direct relevance: Only sources that support specific poster claims were included.
2) Claim shaping
Claims were written to avoid false precision. When a quantity varies widely across model size, hardware, or location, the language reflects that variability (e.g., “can consume significant electricity” rather than “always consumes X”).
Where possible, the poster uses broad, widely cited estimates (for example, the share of global electricity used by data centers) and avoids values that depend on proprietary model details unless the uncertainty is explicit.
3) What “rigorous” means here
- Every numeric claim should be traceable to a source.
- No citation number should appear without a matching entry in Sources.
- No source should be listed if it supports no claim.
- The poster should present both costs and potential benefits without collapsing into advocacy.
4) Limitations
AI infrastructure changes quickly. Electricity mixes change, hardware efficiency improves, and reported values depend on definitions (what counts as “AI workload,” what counts as “data center energy,” what boundaries are used for “water footprint,” and so on).
This site is designed to be updateable. If sources change or better measurements become available, the Changelog should record updates.
5) How to verify
- Identify a claim on the poster.
- Find its bracketed reference number(s), e.g., [1][3].
- Open the matching entry in Sources.
- Cross-check the claim against the primary document.
Archival Transcript
This site was developed through an extended dialogue between a human steward and an artificial intelligence system. The conversation itself is part of the method. It documents how claims were evaluated, corrected, and made traceable.
The full archival transcript is available here:
View the complete HTML transcript of the dialogue
This transcript preserves the structural development of the poster, the verification chain, and the creation of this site. It exists as a permanent record of methodological transparency.