TIS-100 Bench: Out-Of-Range Digit Viewer A
Output the thousands digit of a power. The intermediate number can exceed the machine's numeric range, so direct evaluation is problematic.
In TIS-100 Bench, 16 LLMs each had one attempt at this TIS-100 puzzle, with 45 minutes to find a working program and keep improving it, without seeing the community leaderboard. 2 of 16 models solved it. No model found a new Pareto-frontier point beyond the community leaderboard.
Records
| Score | Community best | Best LLM | Model |
|---|---|---|---|
| Cycles | 41,397 | 42,133 | Opus 5.5 · +2% |
| Nodes | 4 | 9 | GPT-6 Astra · +125% |
| Instructions | 47 | 110 | Opus 5.5 · +134% |
Community records from the community leaderboard when we froze it. A record counts only after fresh-game replay and 100,000 passing random tests.
Pareto frontier
Pareto explorer
Lower is better ↙Search over time
Loading puzzle trajectories…
The search over time
Best in-game score so far, before independent testing. Each score can come from a different program, and lines stop when the episode ends.
Every model
| Model | Solved | Best cycles | Best nodes | Best instructions | New frontier points |
|---|---|---|---|---|---|
| 01Opus 5.5 | Yes | 42,133 | 9 | 110 | — |
| 02GPT-6 Astra | Yes | 49,876 | 9 | 116 | — |
| 03DeepSeek V4.1 Flash | No | — | — | — | — |
| 04Fable 5.1 | No | — | — | — | — |
| 05GLM-5.3 | No | — | — | — | — |
| 06GPT-6.1 Sol | No | — | — | — | — |
| 07Gemini 3.8 Flash | No | — | — | — | — |
| 08Gemini 4 Argon | No | — | — | — | — |
| 09Grok 4.7 | No | — | — | — | — |
| 10Haiku 5.5 | No | — | — | — | — |
| 11Kimi K3.1 Pro | No | — | — | — | — |
| 12MiMo-V2.6-Pro | No | — | — | — | — |
| 13Muse Spark 1.3 | No | — | — | — | — |
| 14Muse Wonder 1.0 | No | — | — | — | — |
| 15Sonnet 5.5 | No | — | — | — | — |
| 16GPT-6 Luna | No | — | — | — | — |
Best scores can come from different programs. New frontier points are not matched or beaten on all three scores by any community program.
Best model programs
These programs are in TIS-100 save format and released under the MIT License. All of this puzzle’s model programs are on GitHub and Hugging Face.
Opus 5.5
42,133 cycles · 9 nodes · 112 instructionsSPEC28320828.42133-9-112.txt on GitHub

MOV 6, DOWN
MOV UP, RIGHT
MOV RIGHT, ACC
SAV
MOV RIGHT, ACC
L: SWP
MOV ACC, DOWN
SWP
SUB 1
JGZ LMOV LEFT, RIGHT
MOV UP, RIGHT
MOV RIGHT, ACC
MOV ACC, LEFT
SAV
MOV RIGHT, ACC
MOV ACC, LEFT
L: SWP
MOV ACC, DOWN
SWP
SUB 1
JGZ L
MOV 6, DOWNJRO LEFT
NOP
ADD 1
ADD 8
SUB 7
ADD 8
ADD 1
MOV ACC, RIGHT
MOV LEFT, RIGHT
MOV ACC, LEFT
MOV RIGHT, LEFT
MOV 0, ACCTOP: MOV LEFT, ACC
SUB 9
JNZ P
MOV LEFT, ACC
SUB 3
R: SUB 4
JGZ R
ADD 7
MOV ACC, LEFT
JMP TOP
P: MOV LEFT, LEFTTOP: MOV DOWN, ACC
JRO UP
ADD ACC
ADD DOWN
ADD ACC
MOV ACC, DOWN
JMP TOP
MOV DOWN, NIL
SUB 999
JMP E
ADD ACC
ADD ACC
ADD DOWN
E: MOV ACC, DOWNTOP: MOV DOWN, ACC
JRO UP
ADD ACC
ADD DOWN
ADD ACC
MOV ACC, DOWN
JMP TOP
MOV DOWN, NIL
SUB 999
JMP E
ADD ACC
ADD ACC
ADD DOWN
E: MOV ACC, DOWNS: MOV ACC, UP
MOV ACC, UP
MOV UP, ACC
JLZ R
SUB 99
JMP T
R: MOV 1, ACC
JMP S
C: MOV -1, RIGHT
SUB 100
T: JGZ C
MOV 5, RIGHT
ADD 99S: MOV ACC, UP
MOV ACC, UP
MOV UP, ACC
JLZ O
I: ADD 1
J: JRO LEFT
O: MOV ACC, RIGHT
MOV RIGHT, DOWN
MOV 0, ACC
JMP S
M: SUB 100
JGZ M
ADD 99MOV LEFT, ACC
ADD 989
L: JLZ D
SWP
ADD 1
SWP
SUB 10
JMP L
D: SWP
MOV ACC, LEFT
MOV 0, ACC
SAVOpus 5.5
43,784 cycles · 9 nodes · 110 instructionsSPEC28320828.43784-9-110.txt on GitHub

MOV 5, DOWN
MOV UP, RIGHT
MOV RIGHT, ACC
SAV
MOV RIGHT, ACC
L: SWP
MOV ACC, DOWN
SWP
SUB 1
JGZ LMOV LEFT, RIGHT
MOV UP, RIGHT
MOV RIGHT, ACC
MOV ACC, LEFT
SAV
MOV RIGHT, ACC
MOV ACC, LEFT
L: SWP
MOV ACC, DOWN
SWP
SUB 1
JGZ L
MOV 5, DOWNJRO LEFT
NOP
ADD 1
ADD 7
SUB 6
ADD 7
ADD 1
MOV ACC, RIGHT
MOV LEFT, RIGHT
MOV ACC, LEFT
MOV RIGHT, LEFT
MOV 0, ACCTOP: MOV LEFT, ACC
SUB 8
JNZ P
MOV LEFT, ACC
SUB 3
R: SUB 4
JGZ R
ADD 7
MOV ACC, LEFT
JMP TOP
P: MOV LEFT, LEFTMOV DOWN, ACC
JRO UP
ADD ACC
ADD DOWN
ADD ACC
JMP E
MOV DOWN, NIL
SUB 999
JMP E
ADD ACC
ADD ACC
ADD DOWN
E: MOV ACC, DOWNMOV DOWN, ACC
JRO UP
ADD ACC
ADD DOWN
ADD ACC
JMP E
MOV DOWN, NIL
SUB 999
JMP E
ADD ACC
ADD ACC
ADD DOWN
E: MOV ACC, DOWNS: MOV ACC, UP
MOV ACC, UP
MOV UP, ACC
JLZ R
SUB 99
JMP T
R: MOV 1, ACC
JMP S
C: MOV -1, RIGHT
SUB 100
T: JGZ C
ADD 99
MOV 5, RIGHTS: MOV ACC, UP
MOV ACC, UP
MOV UP, ACC
JLZ O
I: ADD 1
J: JRO LEFT
O: MOV ACC, RIGHT
MOV RIGHT, DOWN
MOV 0, ACC
JMP S
M: SUB 100
JGZ M
ADD 99MOV LEFT, ACC
ADD 989
L: JLZ D
SWP
ADD 1
SWP
SUB 10
JMP L
D: SWP
MOV ACC, LEFT
MOV 0, ACC
SAV