GPT-6.1 Sol

OpenAI·Sep 29, 2026·10 harness configurations

GPT-6.1 Sol's best Semi-Private scores are 98.5% on v1 at xhigh reasoning and 94.2% on v2 at max reasoning. On v3, it reaches 52.7% with the Standard harness at max reasoning and 96.4% with the Provider Adapter harness at xhigh reasoning.

ARC-AGI 3 leaderboard

GPT-6.1 SolGPT-6.1 Sol - Provider Adapter

Verified scores

Variant	ARC-AGI-1	ARC-AGI-2	ARC-AGI-3(Standard harness)	ARC-AGI-3(Provider Adapter harness)
Max	96.5%	94.2%	52.73%	96.18%
XHigh	98.5%	91.7%	39.93%	96.37%
High	98.5%	91.7%	26.72%	94.99%
Medium	95.5%	86.7%	10.57%	91.02%
Low	93.5%	76.7%	3.92%	82.79%

Tasks & environments

Pass/fail per reasoning level across each benchmark.

ARC-AGI-3 Public Demo - Standard harness

25 environments


AR25	100.0%	100.0%	100.0%	100.0%	23.5%
CN04	100.0%	92.9%	58.5%	38.1%	1.2%
DC22	100.0%	47.6%	47.6%	39.2%	47.6%
FT09	100.0%	100.0%	100.0%	96.5%	64.0%
LP85	100.0%	100.0%	100.0%	83.6%	57.5%
R11L	100.0%	100.0%	59.9%	5.7%	1.0%
S5I5	100.0%	100.0%	100.0%	97.0%	16.7%
SB26	100.0%	100.0%	100.0%	58.8%	2.8%
SP80	100.0%	94.5%	60.9%	14.3%	14.3%
TR87	100.0%	100.0%	100.0%	4.8%	0.0%
RE86	77.8%	77.8%	69.8%	58.3%	35.2%
KA59	75.0%	45.1%	40.0%	9.2%	18.9%
TN36	75.0%	75.0%	28.0%	16.9%	3.6%
M0R0	71.4%	28.6%	14.3%	14.3%	14.3%
CD82	62.6%	50.9%	7.2%	0.0%	0.0%
WA30	62.2%	76.4%	38.6%	13.3%	6.7%
VC33	54.4%	51.5%	21.4%	17.9%	16.2%
SC25	42.0%	37.7%	23.2%	6.7%	4.8%
LS20	35.7%	35.7%	19.1%	3.6%	3.6%
SU15	22.2%	19.6%	7.0%	1.2%	1.3%
SK48	18.9%	6.9%	6.8%	2.0%	2.8%
LF52	5.5%	2.3%	1.8%	3.9%	1.8%
TU93	2.2%	2.2%	2.0%	0.1%	2.2%
BP35	1.7%	1.4%	0.0%	0.7%	1.0%
G50T	0.0%	0.3%	0.0%	0.0%	0.0%

ARC-AGI-3 Public Demo - Provider Adapter harness

25 environments


AR25	100.0%	100.0%	100.0%	100.0%	100.0%
BP35	100.0%	100.0%	99.1%	45.9%	44.2%
CD82	100.0%	100.0%	100.0%	100.0%	100.0%
CN04	100.0%	100.0%	100.0%	100.0%	100.0%
DC22	100.0%	100.0%	100.0%	100.0%	100.0%
FT09	100.0%	100.0%	100.0%	100.0%	100.0%
G50T	100.0%	100.0%	100.0%	100.0%	95.8%
KA59	100.0%	100.0%	100.0%	100.0%	100.0%
LF52	100.0%	100.0%	100.0%	100.0%	100.0%
LP85	100.0%	100.0%	100.0%	100.0%	100.0%
LS20	100.0%	100.0%	100.0%	100.0%	100.0%
M0R0	100.0%	100.0%	100.0%	100.0%	100.0%
R11L	100.0%	100.0%	100.0%	100.0%	100.0%
RE86	100.0%	100.0%	100.0%	100.0%	98.7%
S5I5	100.0%	100.0%	100.0%	100.0%	100.0%
SB26	100.0%	100.0%	100.0%	100.0%	100.0%
SC25	100.0%	100.0%	100.0%	98.2%	100.0%
SK48	100.0%	100.0%	100.0%	100.0%	100.0%
SP80	100.0%	98.8%	100.0%	98.3%	100.0%
SU15	100.0%	100.0%	100.0%	100.0%	100.0%
TN36	100.0%	100.0%	100.0%	53.6%	100.0%
TR87	100.0%	100.0%	100.0%	100.0%	100.0%
TU93	100.0%	100.0%	100.0%	100.0%	97.4%
VC33	100.0%	100.0%	100.0%	100.0%	84.1%
WA30	100.0%	100.0%	100.0%	100.0%	100.0%

ARC-AGI-2 Public Eval

120 tasks

Task	Max	XHigh	High	Medium	Low
0934a4d8	✓	✓	✓	✓	✓
135a2760	✓	✓	✓	✓	✓
136b0064	✓	✓	✓	✓	✓
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142ca369	✓	✓	✓	✓	✓
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195c6913	✓	✓	✓	✓	✗
1ae2feb7	✓	✓	✓	✓	✓
20270e3b	✓	✓	✓	✓	✓
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21897d95	✓	✓	✓	✓	✓
221dfab4	✓	✓	✓	✓	✗
247ef758	✓	✓	✓	✓	✓
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fc7cae8d	✓	✓	✓	✓	✓

ARC-AGI-1 Public Eval

400 tasks

Task	Max	XHigh	High	Medium	Low
00576224	✓	✓	✓	✓	✓
009d5c81	✓	✓	✓	✓	✓
00dbd492	✓	✓	✓	✓	✓
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GPT-6.1 Sol

ARC-AGI 3 leaderboard

Verified scores

Tasks & environments

ARC-AGI-3 Public Demo - Standard harnessStandard harness enables a model to carry forward notes it chooses to keep with it throughout the environment.

ARC-AGI-3 Public Demo - Provider Adapter harnessThe Provider Adapter harness preserves opaque reasoning state between requests and uses compaction for longer conversations, allowing the model to reuse prior work.

ARC-AGI-2 Public Eval

ARC-AGI-1 Public Eval

ARC Prize 2026

ARC Prize: Newsletter

ARC-AGI-3 Public Demo - Standard harness

ARC-AGI-3 Public Demo - Provider Adapter harness