GPT-5.6 Terra

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

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	28.0%	4.8%	4.8%	0.0%	0.0%
AR25	6.7%	0.0%	0.0%	0.0%	0.0%
S5I5	6.6%	1.2%	0.0%	0.0%	0.0%
SC25	4.8%	0.3%	0.0%	0.0%	0.0%
SP80	4.8%	4.8%	1.5%	0.3%	0.0%
LP85	2.8%	1.5%	1.8%	1.8%	2.8%
KA59	2.1%	0.0%	0.0%	0.0%	0.0%
RE86	0.9%	0.4%	0.0%	0.5%	0.0%
M0R0	0.8%	0.0%	0.5%	0.0%	0.0%
CN04	0.4%	0.0%	0.0%	0.0%	0.0%
BP35	0.0%	0.0%	0.0%	0.0%	0.0%
CD82	0.0%	0.0%	0.0%	0.0%	0.0%
DC22	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%
TR87	0.0%	0.0%	0.0%	0.0%	0.0%
TU93	0.0%	0.0%	0.0%	0.0%	0.0%
VC33	0.0%	0.0%	0.0%	0.0%	0.0%
WA30	0.0%	0.0%	0.0%	0.0%	0.0%
LF52	0.0%	0.0%	0.0%	0.0%	0.2%
SK48	0.0%	0.2%	0.0%	0.0%	0.0%
SB26	0.0%	0.4%	0.4%	0.0%	0.0%
TN36	0.0%	0.5%	0.4%	0.0%	0.0%
LS20	0.0%	1.7%	0.0%	0.0%	0.0%
R11L	0.0%	4.4%	0.0%	0.0%	0.0%

ARC-AGI-2 Public Eval

120 tasks

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

ARC-AGI-1 Public Eval

400 tasks

Task	Max ✓✗	XHigh ✓✗	High ✓✗	Medium ✓✗	Low ✓✗
00576224	✓	✓	✓	✓	✓
009d5c81	✓	✓	✓	✓	✓
00dbd492	✓	✓	✓	✓	✓
03560426	✓	✓	✓	✓	✓
05a7bcf2	✓	✓	✓	✓	✗
0607ce86	✓	✓	✓	✓	✓
0692e18c	✓	✓	✓	✓	✓
070dd51e	✓	✓	✓	✓	✓
08573cc6	✓	✗	✓	✓	✗
0934a4d8	✓	✓	✓	✗	✗
09c534e7	✓	✓	✗	✗	✗
0a1d4ef5	✓	✓	✓	✓	✓
0a2355a6	✓	✓	✓	✓	✗
0b17323b	✓	✓	✓	✓	✓
0bb8deee	✓	✓	✓	✓	✓
0becf7df	✓	✓	✓	✓	✓
0c786b71	✓	✓	✓	✓	✓
0c9aba6e	✓	✓	✓	✓	✓
0d87d2a6	✗	✗	✗	✗	✗
0e671a1a	✓	✓	✓	✓	✓
0f63c0b9	✓	✓	✓	✓	✓
103eff5b	✓	✓	✓	✓	✓
11e1fe23	✓	✓	✓	✓	✓
12422b43	✓	✓	✓	✓	✓
12997ef3	✓	✓	✓	✓	✓
12eac192	✓	✓	✓	✓	✗
136b0064	✓	✓	✓	✓	✗
13713586	✓	✓	✓	✓	✓
137f0df0	✓	✓	✓	✓	✓
140c817e	✓	✓	✓	✓	✓
14754a24	✓	✓	✓	✗	✗
15113be4	✓	✓	✓	✓	✓
15663ba9	✓	✓	✓	✗	✗
15696249	✓	✓	✓	✓	✓
16b78196	✓	✗	✓	✗	✗
17b80ad2	✓	✓	✓	✓	✓
17cae0c1	✓	✓	✓	✓	✓
18419cfa	✓	✓	✓	✗	✗
184a9768	✓	✓	✓	✓	✓
195ba7dc	✓	✓	✓	✓	✓
1990f7a8	✓	✓	✓	✓	✓
19bb5feb	✓	✓	✓	✓	✓
1a2e2828	✓	✓	✓	✓	✓
1a6449f1	✓	✓	✓	✓	✓
1acc24af	✓	✗	✗	✗	✗
1c02dbbe	✓	✓	✓	✓	✓
1c0d0a4b	✓	✓	✓	✓	✓
1c56ad9f	✓	✓	✓	✗	✗
1d0a4b61	✓	✓	✓	✓	✓
1d398264	✓	✓	✓	✓	✓
1da012fc	✓	✓	✓	✓	✓
1e81d6f9	✓	✓	✓	✓	✓
1e97544e	✓	✓	✓	✓	✓
2037f2c7	✓	✓	✓	✓	✓
2072aba6	✓	✓	✓	✓	✓
20818e16	✓	✓	✓	✓	✓
20981f0e	✓	✓	✓	✓	✓
212895b5	✓	✗	✗	✓	✗
21f83797	✓	✓	✓	✓	✓
22a4bbc2	✓	✓	✓	✓	✗
25094a63	✓	✓	✓	✓	✓
2546ccf6	✓	✓	✓	✓	✓
256b0a75	✓	✓	✓	✗	✗
2685904e	✓	✓	✓	✓	✓
2697da3f	✓	✓	✓	✓	✗
2753e76c	✓	✓	✓	✓	✓
27a77e38	✓	✓	✓	✓	✓
27f8ce4f	✓	✓	✓	✓	✓
281123b4	✓	✓	✓	✓	✓
292dd178	✓	✓	✓	✓	✓
29700607	✓	✓	✓	✓	✓
2a5f8217	✓	✓	✓	✓	✓
2b01abd0	✓	✓	✓	✓	✓
2c0b0aff	✓	✓	✓	✓	✗
2c737e39	✓	✓	✓	✓	✓
2f0c5170	✓	✓	✓	✓	✓
310f3251	✓	✓	✓	✓	✓
3194b014	✓	✓	✓	✓	✓
319f2597	✓	✓	✓	✓	✗
31adaf00	✗	✓	✓	✗	✗
31d5ba1a	✓	✓	✓	✓	✓
32e9702f	✓	✓	✓	✓	✓
332efdb3	✓	✓	✓	✓	✓
3391f8c0	✓	✓	✓	✓	✗
33b52de3	✓	✓	✓	✓	✓
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37d3e8b2	✓	✓	✓	✓	✗
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3ee1011a	✓	✓	✓	✓	✓
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40f6cd08	✓	✓	✓	✓	✓
414297c0	✓	✓	✓	✓	✗
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4364c1c4	✓	✓	✓	✓	✓
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45737921	✓	✓	✓	✓	✓
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477d2879	✓	✓	✓	✓	✗
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48131b3c	✓	✓	✓	✓	✓
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4aab4007	✓	✓	✓	✓	✓
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4c177718	✓	✓	✓	✓	✓
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4e469f39	✓	✓	✓	✓	✓
4f537728	✓	✓	✓	✓	✓
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506d28a5	✓	✓	✓	✓	✓
50a16a69	✓	✓	✓	✓	✓
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50f325b5	✗	✗	✗	✗	✗
516b51b7	✓	✓	✓	✓	✓
5207a7b5	✓	✓	✓	✓	✓
5289ad53	✓	✓	✓	✓	✓
52fd389e	✓	✓	✓	✓	✓
54db823b	✓	✓	✓	✓	✓
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551d5bf1	✓	✓	✓	✗	✓
55783887	✓	✓	✓	✓	✗
575b1a71	✓	✓	✓	✓	✓
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5833af48	✓	✓	✓	✓	✓
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5d2a5c43	✓	✓	✓	✗	✓
5ffb2104	✓	✓	✓	✓	✗
604001fa	✓	✓	✓	✓	✓
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60c09cac	✓	✓	✓	✓	✓
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712bf12e	✓	✓	✓	✓	✗
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770cc55f	✓	✓	✓	✓	✓
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79369cc6	✓	✓	✓	✗	✗
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79fb03f4	✗	✗	✓	✗	✗
7bb29440	✓	✓	✓	✓	✓
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