GPT-5.6 Terra

OpenAI·Jul 9, 2026·5 reasoning variants

GPT-5.6 Terra is the middle tier model of the GPT-5.6 family averaging 2.3% on Public and 0.80% on ARC-AGI-3 Semi-Private. Notably, more reasoning effort does not help it: `xhigh` performed worse than `max` reasoning, signaling that its ceiling is a comprehension/planning limitation rather than a budget one.

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

ARC-AGI 3 leaderboard

GPT-5.6 Terra

Verified scores

Variant	ARC-AGI-1	ARC-AGI-2	ARC-AGI-3
Max	96.5%	83.9%	0.8%
Extra High	94.0%	74.2%	0.7%
High	92.0%	67.1%	0.5%
Medium	77.0%	37.5%	0.1%
Low	60.2%	18.8%	0.0%

Tasks & environments

Pass/fail per reasoning level across each benchmark. Hardest tasks (fewest levels solving) are listed first.

ARC-AGI-3 Public Demo

25 environments


FT09	28%	5%	5%	0%	0%
AR25	7%	0%	0%	0%	0%
S5I5	7%	1%	0%	0%	0%
SC25	5%	0%	0%	0%	0%
SP80	5%	5%	2%	0%	0%
LP85	3%	2%	2%	2%	3%
KA59	2%	0%	0%	0%	0%
RE86	1%	0%	0%	1%	0%
M0R0	1%	0%	1%	0%	0%
CN04	0%	0%	0%	0%	0%
BP35	0%	0%	0%	0%	0%
CD82	0%	0%	0%	0%	0%
DC22	0%	0%	0%	0%	0%
G50T	0%	0%	0%	0%	0%
SU15	0%	0%	0%	0%	0%
TR87	0%	0%	0%	0%	0%
TU93	0%	0%	0%	0%	0%
VC33	0%	0%	0%	0%	0%
WA30	0%	0%	0%	0%	0%
LF52	0%	0%	0%	0%	0%
SK48	0%	0%	0%	0%	0%
SB26	0%	0%	0%	0%	0%
TN36	0%	0%	0%	0%	0%
LS20	0%	2%	0%	0%	0%
R11L	0%	4%	0%	0%	0%

ARC-AGI-2 Public Eval

120 tasks

Task	Max	Extra High	High	Medium	Low
21897d95	✗	✗	✗	✗	✗
446ef5d2	✗	✗	✗	✗	✗
88e364bc	✗	✗	✗	✗	✗
8b7bacbf	✗	✗	✗	✗	✗
9bbf930d	✗	✗	✗	✗	✗
abc82100	✗	✗	✗	✗	✗
d35bdbdc	✗	✗	✗	✗	✗
da515329	✗	✗	✗	✗	✗
e12f9a14	✗	✗	✗	✗	✗
e3721c99	✗	✗	✗	✗	✗
faa9f03d	✗	✗	✗	✗	✗
13e47133	✓	✗	✗	✗	✗
247ef758	✓	✗	✗	✗	✗
2d0172a1	✓	✗	✗	✗	✗
5545f144	✓	✗	✗	✗	✗
6e453dd6	✓	✗	✗	✗	✗
7b80bb43	✓	✗	✗	✗	✗
800d221b	✗	✓	✗	✗	✗
9385bd28	✗	✓	✗	✗	✗
dbff022c	✓	✗	✗	✗	✗
dd6b8c4b	✓	✗	✗	✗	✗
e87109e9	✗	✓	✗	✗	✗
16b78196	✓	✓	✗	✗	✗
195c6913	✓	✗	✓	✗	✗
221dfab4	✓	✓	✗	✗	✗
269e22fb	✓	✓	✗	✗	✗
2b83f449	✓	✓	✗	✗	✗
3a25b0d8	✓	✓	✗	✗	✗
409aa875	✗	✓	✓	✗	✗
4c3d4a41	✓	✗	✗	✓	✗
4c7dc4dd	✓	✓	✗	✗	✗
4e34c42c	✓	✗	✓	✗	✗
581f7754	✓	✓	✗	✗	✗
62593bfd	✓	✓	✗	✗	✗
6ffbe589	✓	✗	✓	✗	✗
78332cb0	✓	✓	✗	✗	✗
7b3084d4	✓	✓	✗	✗	✗
8698868d	✓	✓	✗	✗	✗
88bcf3b4	✓	✓	✗	✗	✗
a25697e4	✓	✗	✓	✗	✗
a32d8b75	✓	✓	✗	✗	✗
b9e38dc0	✓	✓	✗	✗	✗
dfadab01	✓	✓	✗	✗	✗
e376de54	✓	✗	✓	✗	✗
f931b4a8	✓	✓	✗	✗	✗
135a2760	✓	✓	✓	✗	✗
16de56c4	✓	✓	✓	✗	✗
20270e3b	✓	✓	✓	✗	✗
20a9e565	✓	✓	✓	✗	✗
271d71e2	✓	✓	✓	✗	✗
28a6681f	✓	✓	✓	✗	✗
2c181942	✓	✓	✓	✗	✗
35ab12c3	✓	✓	✓	✗	✗
36a08778	✓	✓	✓	✗	✗
3dc255db	✓	✗	✓	✓	✗
4a21e3da	✓	✓	✓	✗	✗
4c416de3	✓	✓	✓	✗	✗
5dbc8537	✓	✓	✓	✗	✗
67e490f4	✓	✓	✓	✗	✗
6e4f6532	✓	✓	✓	✗	✗
71e489b6	✓	✓	✓	✗	✗
7491f3cf	✓	✓	✓	✗	✗
7666fa5d	✓	✓	✓	✗	✗
7b0280bc	✓	✓	✓	✗	✗
7b5033c1	✓	✓	✓	✗	✗
80a900e0	✓	✓	✓	✗	✗
89565ca0	✓	✗	✓	✓	✗
898e7135	✓	✓	✓	✗	✗
8e5c0c38	✓	✓	✓	✗	✗
8f215267	✓	✓	✓	✗	✗
97d7923e	✓	✗	✓	✗	✓
aa4ec2a5	✓	✓	✓	✗	✗
b0039139	✓	✓	✗	✓	✗
b5ca7ac4	✓	✓	✓	✗	✗
b6f77b65	✗	✓	✓	✓	✗
c7f57c3e	✓	✓	✓	✗	✗
cb2d8a2c	✓	✓	✗	✓	✗
cbebaa4b	✓	✓	✓	✗	✗
db0c5428	✓	✓	✓	✗	✗
db695cfb	✓	✓	✓	✗	✗
de809cff	✓	✓	✓	✗	✗
f560132c	✓	✓	✓	✗	✗
fc7cae8d	✓	✓	✓	✗	✗
0934a4d8	✓	✓	✓	✓	✗
136b0064	✓	✓	✓	✓	✗
142ca369	✓	✓	✓	✓	✗
1818057f	✓	✓	✓	✗	✓
291dc1e1	✓	✓	✓	✗	✓
332f06d7	✓	✓	✓	✓	✗
3e6067c3	✓	✓	✓	✓	✗
45a5af55	✓	✓	✓	✓	✗
58f5dbd5	✓	✓	✓	✓	✗
5961cc34	✓	✓	✓	✓	✗
64efde09	✓	✓	✓	✓	✗
65b59efc	✓	✓	✓	✓	✗
7c66cb00	✓	✓	✓	✓	✗
7ed72f31	✓	✓	✓	✓	✗
8b9c3697	✓	✓	✓	✓	✗
8f3a5a89	✓	✓	✓	✓	✗
a251c730	✓	✓	✓	✓	✗
a395ee82	✓	✓	✓	✓	✗
a47bf94d	✓	✓	✓	✓	✗
a6f40cea	✓	✓	✓	✓	✗
b10624e5	✓	✓	✓	✓	✗
b99e7126	✓	✓	✓	✓	✗
d59b0160	✓	✓	✓	✓	✗
d8e07eb2	✓	✓	✓	✓	✗
edb79dae	✓	✓	✓	✓	✗
eee78d87	✓	✓	✓	✓	✗
1ae2feb7	✓	✓	✓	✓	✓
2ba387bc	✓	✓	✓	✓	✓
31f7f899	✓	✓	✓	✓	✓
38007db0	✓	✓	✓	✓	✓
53fb4810	✓	✓	✓	✓	✓
58490d8a	✓	✓	✓	✓	✓
981571dc	✓	✓	✓	✓	✓
9aaea919	✓	✓	✓	✓	✓
bf45cf4b	✓	✓	✓	✓	✓
c4d067a0	✓	✓	✓	✓	✓
e8686506	✓	✓	✓	✓	✓

ARC-AGI-1 Public Eval

400 tasks

Task	Max	Extra High	High	Medium	Low
0d87d2a6	✗	✗	✗	✗	✗
50f325b5	✗	✗	✗	✗	✗
da515329	✗	✗	✗	✗	✗
f3b10344	✗	✗	✗	✗	✗
1acc24af	✓	✗	✗	✗	✗
79fb03f4	✗	✗	✓	✗	✗
e88171ec	✓	✗	✗	✗	✗
09c534e7	✓	✓	✗	✗	✗
16b78196	✓	✗	✓	✗	✗
212895b5	✓	✗	✗	✓	✗
31adaf00	✗	✓	✓	✗	✗
3ed85e70	✗	✓	✓	✗	✗
73ccf9c2	✓	✗	✗	✗	✓
891232d6	✓	✓	✗	✗	✗
8b28cd80	✓	✗	✓	✗	✗
a3f84088	✓	✗	✗	✗	✓
aee291af	✓	✓	✗	✗	✗
b7999b51	✓	✗	✓	✗	✗
08573cc6	✓	✗	✓	✓	✗
0934a4d8	✓	✓	✓	✗	✗
14754a24	✓	✓	✓	✗	✗
15663ba9	✓	✓	✓	✗	✗
18419cfa	✓	✓	✓	✗	✗
1c56ad9f	✓	✓	✓	✗	✗
256b0a75	✓	✓	✓	✗	✗
3490cc26	✓	✓	✓	✗	✗
47996f11	✓	✓	✓	✗	✗
4acc7107	✓	✓	✓	✗	✗
4b6b68e5	✓	✓	✓	✗	✗
4e45f183	✓	✓	✓	✗	✗
50aad11f	✓	✓	✓	✗	✗
58e15b12	✓	✓	✓	✗	✗
5b692c0f	✓	✓	✓	✗	✗
79369cc6	✓	✓	✓	✗	✗
7d419a02	✓	✓	✓	✗	✗
85b81ff1	✓	✓	✓	✗	✗
90347967	✓	✓	✓	✗	✗
929ab4e9	✓	✓	✓	✗	✗
92e50de0	✓	✓	✓	✗	✗
9356391f	✗	✗	✓	✓	✓
93c31fbe	✓	✓	✓	✗	✗
94133066	✓	✓	✓	✗	✗
a680ac02	✓	✓	✗	✓	✗
aa4ec2a5	✓	✓	✓	✗	✗
ac0c5833	✓	✓	✓	✗	✗
b15fca0b	✓	✓	✗	✓	✗
b457fec5	✓	✓	✓	✗	✗
b7cb93ac	✓	✗	✓	✓	✗
b9630600	✓	✓	✓	✗	✗
c35c1b4c	✓	✓	✓	✗	✗
c92b942c	✓	✓	✓	✗	✗
d19f7514	✓	✓	✓	✗	✗
d304284e	✓	✓	✓	✗	✗
d5c634a2	✓	✓	✓	✗	✗
d931c21c	✓	✓	✓	✗	✗
dc2aa30b	✓	✓	✓	✗	✗
dc2e9a9d	✓	✓	✓	✗	✗
e41c6fd3	✓	✓	✓	✗	✗
e681b708	✓	✓	✓	✗	✗
f0afb749	✓	✓	✓	✗	✗
f8be4b64	✓	✓	✓	✗	✗
f9d67f8b	✓	✓	✓	✗	✗
fd096ab6	✓	✓	✓	✗	✗
05a7bcf2	✓	✓	✓	✓	✗
0a2355a6	✓	✓	✓	✓	✗
12eac192	✓	✓	✓	✓	✗
136b0064	✓	✓	✓	✓	✗
22a4bbc2	✓	✓	✓	✓	✗
2697da3f	✓	✓	✓	✓	✗
2c0b0aff	✓	✓	✓	✓	✗
319f2597	✓	✓	✓	✓	✗
3391f8c0	✓	✓	✓	✓	✗
37d3e8b2	✓	✓	✓	✓	✗
414297c0	✓	✓	✓	✓	✗
42a15761	✓	✓	✓	✓	✗
456873bc	✓	✓	✓	✗	✓
477d2879	✓	✓	✓	✓	✗
4ff4c9da	✓	✓	✓	✗	✓
551d5bf1	✓	✓	✓	✗	✓
55783887	✓	✓	✓	✓	✗
5d2a5c43	✓	✓	✓	✗	✓
5ffb2104	✓	✓	✓	✓	✗
626c0bcc	✓	✓	✓	✓	✗
62ab2642	✓	✓	✓	✓	✗
639f5a19	✓	✓	✓	✓	✗
712bf12e	✓	✓	✓	✓	✗
73c3b0d8	✓	✓	✓	✓	✗
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817e6c09	✓	✓	✓	✓	✗
8719f442	✓	✓	✓	✓	✗
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896d5239	✓	✓	✓	✓	✗
8a371977	✓	✓	✓	✓	✗
8cb8642d	✓	✓	✓	✓	✗
8fbca751	✓	✓	✓	✓	✗
96a8c0cd	✓	✓	✓	✓	✗
97239e3d	✓	✓	✓	✓	✗
9772c176	✓	✓	✓	✓	✗
981571dc	✓	✓	✓	✓	✗
9bebae7a	✓	✓	✓	✓	✗
9caba7c3	✓	✓	✓	✓	✗
9def23fe	✓	✓	✓	✓	✗
a04b2602	✓	✓	✓	✓	✗
a57f2f04	✓	✓	✓	✗	✓
a8610ef7	✓	✓	✓	✓	✗
aa300dc3	✓	✓	✓	✓	✗
ac3e2b04	✓	✓	✓	✓	✗
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b20f7c8b	✓	✓	✓	✓	✗
b942fd60	✓	✓	✓	✓	✗
ba9d41b8	✓	✓	✓	✓	✗
bf32578f	✓	✓	✗	✓	✓
c6e1b8da	✓	✓	✓	✓	✗
c97c0139	✓	✓	✗	✓	✓
d282b262	✓	✓	✓	✓	✗
d492a647	✓	✓	✓	✓	✗
d94c3b52	✓	✓	✓	✓	✗
dd2401ed	✓	✓	✗	✓	✓
e2092e0c	✓	✓	✓	✓	✗
e21a174a	✓	✓	✓	✓	✗
e619ca6e	✓	✓	✓	✓	✗
e6de6e8f	✓	✓	✓	✓	✗
e760a62e	✓	✓	✓	✓	✗
e78887d1	✓	✓	✓	✓	✗
e872b94a	✓	✓	✓	✓	✗
e9ac8c9e	✓	✗	✓	✓	✓
ecaa0ec1	✓	✓	✓	✓	✗
f0df5ff0	✓	✓	✓	✓	✗
f21745ec	✓	✗	✓	✓	✓
fd4b2b02	✓	✓	✓	✓	✗
fea12743	✓	✓	✓	✓	✗
00576224	✓	✓	✓	✓	✓
009d5c81	✓	✓	✓	✓	✓
00dbd492	✓	✓	✓	✓	✓
03560426	✓	✓	✓	✓	✓
0607ce86	✓	✓	✓	✓	✓
0692e18c	✓	✓	✓	✓	✓
070dd51e	✓	✓	✓	✓	✓
0a1d4ef5	✓	✓	✓	✓	✓
0b17323b	✓	✓	✓	✓	✓
0bb8deee	✓	✓	✓	✓	✓
0becf7df	✓	✓	✓	✓	✓
0c786b71	✓	✓	✓	✓	✓
0c9aba6e	✓	✓	✓	✓	✓
0e671a1a	✓	✓	✓	✓	✓
0f63c0b9	✓	✓	✓	✓	✓
103eff5b	✓	✓	✓	✓	✓
11e1fe23	✓	✓	✓	✓	✓
12422b43	✓	✓	✓	✓	✓
12997ef3	✓	✓	✓	✓	✓
13713586	✓	✓	✓	✓	✓
137f0df0	✓	✓	✓	✓	✓
140c817e	✓	✓	✓	✓	✓
15113be4	✓	✓	✓	✓	✓
15696249	✓	✓	✓	✓	✓
17b80ad2	✓	✓	✓	✓	✓
17cae0c1	✓	✓	✓	✓	✓
184a9768	✓	✓	✓	✓	✓
195ba7dc	✓	✓	✓	✓	✓
1990f7a8	✓	✓	✓	✓	✓
19bb5feb	✓	✓	✓	✓	✓
1a2e2828	✓	✓	✓	✓	✓
1a6449f1	✓	✓	✓	✓	✓
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1c0d0a4b	✓	✓	✓	✓	✓
1d0a4b61	✓	✓	✓	✓	✓
1d398264	✓	✓	✓	✓	✓
1da012fc	✓	✓	✓	✓	✓
1e81d6f9	✓	✓	✓	✓	✓
1e97544e	✓	✓	✓	✓	✓
2037f2c7	✓	✓	✓	✓	✓
2072aba6	✓	✓	✓	✓	✓
20818e16	✓	✓	✓	✓	✓
20981f0e	✓	✓	✓	✓	✓
21f83797	✓	✓	✓	✓	✓
25094a63	✓	✓	✓	✓	✓
2546ccf6	✓	✓	✓	✓	✓
2685904e	✓	✓	✓	✓	✓
2753e76c	✓	✓	✓	✓	✓
27a77e38	✓	✓	✓	✓	✓
27f8ce4f	✓	✓	✓	✓	✓
281123b4	✓	✓	✓	✓	✓
292dd178	✓	✓	✓	✓	✓
29700607	✓	✓	✓	✓	✓
2a5f8217	✓	✓	✓	✓	✓
2b01abd0	✓	✓	✓	✓	✓
2c737e39	✓	✓	✓	✓	✓
2f0c5170	✓	✓	✓	✓	✓
310f3251	✓	✓	✓	✓	✓
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