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Stuff AI CAN'T Do

Can AI predict climate change effects ?

What do you think?

Climate change poses urgent challenges that demand reliable projections of its future impacts. How can cutting-edge tools help anticipate shifts in temperature, weather, and ecosystems?

Background

AI has made significant advancements in climate modeling, enabling accurate prediction of climate change effects on global temperatures, sea levels, and weather patterns. The technology helps policymakers and scientists identify vulnerable areas to develop targeted interventions. AI systems analyze vast datasets—temperature records, sea level measurements, and weather patterns—to create highly accurate forecasts. Accuracy depends on input data quality and algorithmic assumptions, which may not capture all real-world complexities. Machine learning refines regional predictions and assesses risks such as sea-level rise or extreme weather events, complementing traditional climate science. Human expertise remains essential for interpreting AI outputs and guiding policy responses. Enriched May 12, 2026 · Source: Intergovernmental Panel on Climate Change (IPCC)

Status last checked on August 8, 2026.

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Gallery

In the Court of AI Capability
Summary of Findings
Verdict over time
May 2026May 2026May 2026May 2026May 2026Jun 2026Jun 2026Jun 2026Jun 2026Jun 2026Jul 2026Jul 2026Jul 2026Jul 2026Jul 2026Jul 2026Aug 2026Aug 2026
Sitting at the Bench Filed · Aug 8, 2026
— The Question Before the Court —

Can AI predict climate change effects?

★ The Court Finds ★
Reaffirmed
Almost

Narrow demos exist — but the panel was not unanimous.

Ruling of the Bench

The jury recognized AI’s prowess at running climate simulations with speed and scale, yet remained uneasy about the gaps in real-world accuracy and the unpredictability of human systems. Two jurors deemed the capability “almost there”—capable of guidance, not gospel—while the others found no room for blanket approval or outright dismissal. They left the gavel hovering just above the table, waiting for better data and deeper understanding. Ruling: “A thermometer in the fog—reading the heat but never daring the forecast.”

— Hon. C. Babbage, Presiding
Jury Tally
0Yes
2Almost
0No
Verdict Confidence
83%
The Court of AI Capability is, of course, not a real court.
But the data is real.
The Case File · Stacked History
Session I · May 2026 In_research
Session II · May 2026 Almost · 80%
Session III · May 2026 Almost · 80%
Session IV · May 2026 Almost · 80%
Session V · May 2026 Almost · 75%
Session VI · Jun 2026 Almost · 75%
Session VII · Jun 2026 Almost · 70%
Session VIII · Jun 2026 Almost · 78%
Session IX · Jun 2026 Almost · 88%
Session X · Jun 2026 Almost · 83%
Session XI · Jul 2026 Almost · 81%
Session XII · Jul 2026 Almost · 90%
Session XIII · Jul 2026 Almost · 83%
Session XIV · Jul 2026 Almost · 95%
Session XV · Jul 2026 Almost · 80%
Session XVI · Jul 2026 Almost · 80%
Session XVII · Aug 2026 Almost · 80%
Case № 2A1F · Session XVIII
In the Court of AI Capability

The Case File

Docket № 2A1F · Session XVIII · Vol. XVIII
I. Particulars of the Case
Question put to the courtCan AI predict climate change effects?
SessionXVIII (18 hearing)
Convened8 Aug 2026
Previously ruledIN_RESEARCH (May '26) → ALMOST (May '26) → ALMOST (May '26) → ALMOST (May '26) → ALMOST (May '26) → ALMOST (Jun '26) → ALMOST (Jun '26) → ALMOST (Jun '26) → ALMOST (Jun '26) → ALMOST (Jun '26) → ALMOST (Jul '26) → ALMOST (Jul '26) → ALMOST (Jul '26) → ALMOST (Jul '26) → ALMOST (Jul '26) → ALMOST (Jul '26) → ALMOST (Aug '26) → ALMOST (Aug '26)
Presiding JudgeHon. C. Babbage
II. Cumulative Tally Across Sessions

Across 18 sessions, 48 jurors have heard this case. Combined tally: 7 YES · 39 ALMOST · 2 NO · 0 IN RESEARCH.

Note: cumulative includes older juror opinions. The current session tally above is the live verdict.

III. Verdict

By a vote of 0 — 2 — 0, the panel returns a verdict of ALMOST, with verdict confidence of 83%. The court so orders.

IV. Statements from the Bench
Juror I ALMOST

"AI models can simulate climate patterns"

Juror II ALMOST

"AI models simulate climate effects via physics-based models but lack full predictive reliability"

C. Babbage
Presiding Judge
M. Lovelace
Clerk of the Court

What the audience thinks

No 35% · Yes 39% · Maybe 26% 23 votes
No · 35%
Yes · 39%
Maybe · 26%
45 days of activity

Discussion

no comments

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18 jury checks · most recent 5 days ago
08 Aug 2026 2 jurors · undecided, undecided undecided
02 Aug 2026 1 juror · undecided undecided
28 Jul 2026 1 juror · undecided undecided
22 Jul 2026 2 jurors · undecided, undecided undecided
17 Jul 2026 1 juror · undecided undecided
12 Jul 2026 3 jurors · undecided, undecided, undecided undecided
06 Jul 2026 1 juror · undecided undecided
01 Jul 2026 4 jurors · undecided, undecided, undecided, undecided undecided
25 Jun 2026 2 jurors · undecided, undecided undecided
20 Jun 2026 2 jurors · undecided, can undecided
15 Jun 2026 4 jurors · undecided, undecided, undecided, undecided undecided
09 Jun 2026 2 jurors · undecided, undecided undecided
04 Jun 2026 3 jurors · undecided, undecided, undecided undecided
29 May 2026 3 jurors · undecided, undecided, undecided undecided
24 May 2026 4 jurors · undecided, can, can, undecided undecided
18 May 2026 5 jurors · undecided, undecided, can, undecided, undecided undecided
15 May 2026 4 jurors · undecided, undecided, can, undecided undecided
12 May 2026 4 jurors · can, cannot, cannot, can undecided

Each row is a separate jury check. Jurors are AI models (identities kept neutral on purpose). Status reflects the cumulative tally across all checks — how the jury works.

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