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Stuff AI CAN'T Do

Can AI score in the top 1% on math contests up to amc 12 level ?

What do you think?

What does it take to rank among the very best in high-school math contests like the AMC 12? Today’s AI can tackle many problems at that level, yet matching the razor-sharp intuition and depth of human top-1-percenters remains an open question worth closer inspection.

Background

AI systems have achieved strong performance on mathematics contests up to the AMC 12, leveraging specialized models, automated chain-of-thought reasoning, and large-scale training on problem datasets. According to MIT News (May 9 2026), these systems parse and solve contest-style questions by combining algorithmic search with machine-learning pattern recognition. Still, the consensus is that breakthroughs in abstract reasoning and common-sense inference are necessary before AI can consistently rival the deepest moves made by the human 1 %-tier competitors. Contemporary reports highlight that even when scoring well, current AI lacks the flexible, insight-driven leaps frequently exhibited by top human solvers.

Status last checked on June 26, 2026.

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Gallery

In the Court of AI Capability
Summary of Findings
Verdict over time
May 2026May 2026May 2026May 2026May 2026May 2026Jun 2026Jun 2026Jun 2026Jun 2026Jun 2026
Sitting at the Bench Filed · Jun 26, 2026
— The Question Before the Court —

Can AI score in the top 1% on math contests up to amc 12 level?

★ The Court Finds ★
▼ Downgraded from Almost
In Research

The jury could not deliver a verdict on the evidence presented.

Ruling of the Bench

The jury found the evidence mixed, with one juror crediting AI’s strength in pattern-based problems but another insisting no system has yet cleared the consistency hurdle on live AMC 12 contests. In the end, the split between “almost” and “no” made unanimous agreement impossible. The scales simply didn’t tip far enough. Ruling: “AI can solve the riddle, yet still misses the medal.”

— Hon. G. Hopper, Presiding
Jury Tally
0Yes
1Almost
1No
Verdict Confidence
88%
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 In_research
Session III · May 2026 Almost · 78%
Session IV · May 2026 Almost · 80%
Session V · May 2026 Almost · 78%
Session VI · May 2026 Almost · 79%
Session VII · Jun 2026 Almost · 73%
Session VIII · Jun 2026 Almost · 75%
Session IX · Jun 2026 Almost · 77%
Session X · Jun 2026 Almost · 88%
Case № 6BBB · Session XI
In the Court of AI Capability

The Case File

Docket № 6BBB · Session XI · Vol. XI
I. Particulars of the Case
Question put to the courtCan AI score in the top 1% on math contests up to amc 12 level?
SessionXI (11 hearing)
Convened26 Jun 2026
Previously ruledIN_RESEARCH (May '26) → IN_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) → IN_RESEARCH (Jun '26)
Presiding JudgeHon. G. Hopper
II. Cumulative Tally Across Sessions

Across 11 sessions, 32 jurors have heard this case. Combined tally: 4 YES · 24 ALMOST · 4 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 — 1 — 1, the panel returns a verdict of IN RESEARCH, with verdict confidence of 88%. The court so orders. Verdict downgraded from prior session.

IV. Statements from the Bench
Juror I ALMOST

"AI excels in pattern-based math problems"

Juror II NO

"No AI system has demonstrated consistent top-1% performance on AMC 12 math contests."

G. Hopper
Presiding Judge
M. Lovelace
Clerk of the Court

What the audience thinks

No 10% · Yes 88% · Maybe 2% 48 votes
Yes · 88%
Trend needs votes from at least 2 different days.

Discussion

no comments

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11 jury checks · most recent 1 day ago
26 Jun 2026 2 jurors · undecided, cannot undecided
21 Jun 2026 2 jurors · undecided, can undecided
15 Jun 2026 2 jurors · undecided, undecided undecided
10 Jun 2026 2 jurors · undecided, undecided undecided
05 Jun 2026 2 jurors · undecided, undecided undecided
30 May 2026 4 jurors · undecided, undecided, undecided, undecided undecided
25 May 2026 4 jurors · undecided, undecided, undecided, undecided undecided
19 May 2026 3 jurors · undecided, undecided, undecided undecided
15 May 2026 5 jurors · undecided, undecided, undecided, undecided, undecided undecided
12 May 2026 3 jurors · can, cannot, can undecided
11 May 2026 3 jurors · can, cannot, cannot undecided status changed

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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