TIS-100 Bench: Signal Exponentiator
Raise one input to the power of another without multiplication or exponentiation instructions. Nested arithmetic magnifies loop costs.
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. 16 of 16 models solved it. Together they found 1 new Pareto-frontier point beyond the community leaderboard.
Records
| Score | Community best | Best LLM | Model |
|---|---|---|---|
| Cycles | 289 | 1,259 | Opus 5.5 · +336% |
| Nodes | 4 | 4 | Fable 5.1 Ties record |
| Instructions | 22 | 28 | Gemini 4 Argon · +27% |
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 |
|---|---|---|---|---|---|
| 01Sonnet 5.5 | Yes | 1,369 | 5 | 29 | 1 |
| 02Opus 5.5 | Yes | 1,259 | 4 | 30 | — |
| 03Gemini 4 Argon | Yes | 1,586 | 4 | 28 | — |
| 04MiMo-V2.6-Pro | Yes | 1,623 | 5 | 52 | — |
| 05GPT-6 Astra | Yes | 1,641 | 4 | 30 | — |
| 06GPT-6.1 Sol | Yes | 1,653 | 4 | 30 | — |
| 07Gemini 3.8 Flash | Yes | 1,698 | 5 | 48 | — |
| 08Fable 5.1 | Yes | 1,929 | 4 | 34 | — |
| 09Kimi K3.1 Pro | Yes | 2,256 | 4 | 28 | — |
| 10GLM-5.3 | Yes | 3,117 | 6 | 51 | — |
| 11GPT-6 Luna | Yes | 3,300 | 5 | 41 | — |
| 12Haiku 5.5 | Yes | 3,681 | 4 | 36 | — |
| 13DeepSeek V4.1 Flash | Yes | 4,551 | 5 | 43 | — |
| 14Muse Wonder 1.0 | Yes | 5,113 | 4 | 37 | — |
| 15Muse Spark 1.3 | Yes | 5,153 | 4 | 39 | — |
| 16Grok 4.7 | Yes | 5,230 | 4 | 40 | — |
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
1,259 cycles · 6 nodes · 62 instructionsNEXUS.21.601.6.1259-6-62.txt on GitHub

MOV UP, ACC
MOV ACC, RIGHT
MOV ACC, DOWN
NEG
JRO RIGHT
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV -12, DOWNMOV UP, RIGHT
MOV LEFT, ACC
NEG
MOV RIGHT, LEFT
JRO RIGHT
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV 1, DOWNMOV LEFT, ACC
SUB 11
NEG
MOV ACC, LEFT
MOV ACC, LEFTMOV UP, ACC
JMP S
ADD RIGHT
ADD RIGHT
ADD RIGHT
ADD RIGHT
ADD RIGHT
ADD RIGHT
ADD RIGHT
ADD RIGHT
ADD RIGHT
S: MOV ACC, RIGHT
JRO UPJMP R
MOV ACC, LEFT
MOV ACC, LEFT
MOV ACC, LEFT
MOV ACC, LEFT
MOV ACC, LEFT
MOV ACC, LEFT
MOV ACC, LEFT
MOV ACC, LEFT
MOV ACC, LEFT
R: MOV LEFT, ACC
JRO UP
MOV ACC, DOWNMOV UP, DOWNOpus 5.5
1,651 cycles · 4 nodes · 49 instructionsNEXUS.21.601.6.1651-4-49.txt on GitHub

MOV UP, ACC
MOV ACC, RIGHT
NEG
SUB 1
MOV ACC, RIGHTMOV LEFT, DOWN
MOV LEFT, ACC
SAV
MOV UP, ACC
SUB 1
JEZ E
L: SWP
MOV ACC, DOWN
MOV ACC, DOWN
SWP
SUB 1
JGZ L
E: MOV 1, DOWN
MOV 1, DOWNJMP I
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
MOV ACC, DOWN
R: MOV DOWN, ACC
MOV UP, DOWN
JRO UP
I: MOV UP, DOWN
JMP RMOV UP, ACC
JMP S
ADD UP
ADD UP
ADD UP
ADD UP
ADD UP
ADD UP
ADD UP
ADD UP
ADD UP
S: MOV ACC, UP
NOP
JRO UP
MOV ACC, DOWNGemini 4 Argon
4,917 cycles · 4 nodes · 28 instructionsNEXUS.21.601.6.4917-4-28.txt on GitHub

MOV UP, ACC
MOV ACC, RIGHT
JRO RIGHTMOV UP, ACC
M: SUB 1
SWP
MOV LEFT, ACC
A: SUB 1
JEZ B
MOV 1, DOWN
JMP A
B: MOV -1, DOWN
SWP
JEZ D
MOV -1, LEFT
JMP M
D: MOV -2, LEFT
MOV 6, DOWNMOV 1, ACC
M: SAV
L: JRO UP
SWP
MOV ACC, RIGHT
SWP
ADD RIGHT
JMP L
MOV ACC, DOWNMOV UP, DOWN