GPT-5.6 Sol

GPT-5.6 Sol is the standout model of the GPT-5.6 family. Sol at max reasoning effort is the only performant model (as of July 2026) averaging 13.33% on Public and 7.78% on Semi-Private. It is the first model to win an ARC-AGI-3 public game (ft09, 87%). Sol is able to read an unfamiliar scene correctly and in the game's own vocabulary. It treats a failed hypothesis as a reason to re-plan rather than thrash. Most agent failures are upstream of the code they write or the action they take. Sol is able to perform on ARC-AGI not because it executes better, but because it correctly orients itself in a new environment first.

Related models: GPT-5.6 Terra, GPT-5.6 Luna

ARC-AGI 3 leaderboard

Verified scores

Tasks & environments

Pass/fail per reasoning level across each benchmark.

ARC-AGI-3 Public Demo

25 environments

Game⇅	Max⇅	XHigh⇅	High⇅	Medium⇅	Low⇅
FT09	87.1%	47.6%	47.6%	14.3%	4.8%
LP85	39.4%	37.9%	16.7%	0.1%	2.8%
AR25	38.8%	8.3%	5.5%	8.3%	0.9%
CN04	31.7%	4.8%	4.8%	0.0%	0.0%
SP80	28.6%	28.6%	14.3%	4.8%	4.8%
VC33	21.4%	11.5%	16.4%	0.0%	0.0%
SC25	17.8%	5.5%	2.0%	0.0%	0.3%
RE86	16.7%	8.3%	2.8%	2.4%	0.0%
R11L	14.3%	2.6%	0.2%	0.0%	0.2%
DC22	14.3%	1.5%	2.9%	0.0%	0.0%
CD82	4.8%	3.6%	0.0%	0.0%	0.0%
LS20	3.6%	3.6%	1.4%	0.0%	0.0%
KA59	3.6%	3.6%	0.6%	3.6%	0.7%
TN36	3.6%	2.1%	3.1%	2.4%	3.6%
WA30	2.9%	2.2%	1.9%	0.0%	0.0%
LF52	1.8%	1.8%	0.0%	0.1%	0.0%
TU93	1.3%	1.2%	1.6%	0.0%	0.0%
M0R0	1.3%	4.8%	4.8%	1.3%	3.9%
TR87	0.2%	0.0%	0.0%	0.0%	0.0%
SB26	0.2%	0.0%	0.4%	0.0%	0.0%
BP35	0.0%	0.0%	0.0%	0.0%	0.0%
G50T	0.0%	0.0%	0.0%	0.0%	0.0%
SU15	0.0%	0.0%	0.0%	0.0%	0.0%
S5I5	0.0%	0.0%	0.0%	0.8%	0.0%
SK48	0.0%	1.2%	2.8%	0.0%	0.0%

ARC-AGI-2 Public Eval

120 tasks

Task	Max ✓✗	XHigh ✓✗	High ✓✗	Medium ✓✗	Low ✓✗
0934a4d8	✓	✓	✓	✓	✓
135a2760	✓	✓	✓	✓	✗
136b0064	✓	✓	✓	✓	✓
13e47133	✗	✓	✗	✗	✗
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35ab12c3	✗	✓	✓	✓	✗
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fc7cae8d	✓	✓	✓	✓	✗

ARC-AGI-1 Public Eval

400 tasks

Task	Max ✓✗	XHigh ✓✗	High ✓✗	Medium ✓✗	Low ✓✗
00576224	✓	✓	✓	✓	✓
009d5c81	✓	✓	✓	✓	✓
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