TIS-100 Bench: Signal Multiplexer
A selector chooses input A, input B, or their sum. All three input streams must be consumed in step.
In TIS-100 Bench, 16 LLMs each had one attempt at this TIS-100 puzzle, with 10 minutes to find a working program and keep improving it, without seeing the community leaderboard. 15 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 | 145 | 202 | Muse Spark 1.3 · +39% |
| Nodes | 5 | 5 | DeepSeek V4.1 Flash Ties record |
| Instructions | 14 | 16 | DeepSeek V4.1 Flash · +14% |
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 |
|---|---|---|---|---|---|
| 01Muse Spark 1.3 | Yes | 202 | 5 | 16 | — |
| 02Fable 5.1 | Yes | 203 | 5 | 16 | — |
| 03GLM-5.3 | Yes | 203 | 5 | 16 | — |
| 04GPT-6 Astra | Yes | 203 | 5 | 16 | — |
| 05Gemini 3.8 Flash | Yes | 203 | 5 | 16 | — |
| 06Sonnet 5.5 | Yes | 203 | 5 | 16 | — |
| 07GPT-6.1 Sol | Yes | 204 | 5 | 16 | — |
| 08Gemini 4 Argon | Yes | 204 | 5 | 16 | — |
| 09Kimi K3.1 Pro | Yes | 204 | 5 | 16 | — |
| 10Muse Wonder 1.0 | Yes | 204 | 5 | 16 | — |
| 11Opus 5.5 | Yes | 204 | 5 | 16 | — |
| 12DeepSeek V4.1 Flash | Yes | 237 | 5 | 16 | — |
| 13GPT-6 Luna | Yes | 263 | 5 | 16 | — |
| 14Grok 4.7 | Yes | 264 | 5 | 16 | — |
| 15Haiku 5.5 | Yes | 264 | 5 | 16 | — |
| 16MiMo-V2.6-Pro | 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.
Muse Spark 1.3
202 cycles · 7 nodes · 33 instructions22280.202-7-33.txt on GitHub

MOV UP, RIGHT
MOV UP, DOWNS: MOV UP, ACC
JEZ Z
JLZ A
MOV RIGHT, DOWN
MOV LEFT, NIL
JMP F
A: MOV LEFT, DOWN
MOV RIGHT, NIL
JMP F
Z: MOV LEFT, ACC
ADD RIGHT
MOV ACC, DOWN
F: MOV UP, DOWNMOV UP, LEFT
MOV UP, DOWNMOV UP, RIGHTT: MOV UP, DOWN
MOV UP, ACC
JEZ Z
JLZ A
MOV RIGHT, DOWN
MOV LEFT, NIL
JMP T
A: MOV LEFT, DOWN
MOV RIGHT, NIL
JMP T
Z: MOV LEFT, ACC
ADD RIGHT
MOV ACC, DOWNMOV UP, LEFTMOV UP, DOWNGPT-6 Astra
237 cycles · 5 nodes · 19 instructions22280.237-5-19.txt on GitHub

MOV UP RIGHTL: MOV UP ACC
JEZ SUM
T: JGZ B
A: MOV RIGHT NIL
MOV LEFT DOWN
MOV UP ACC
JNZ T
SUM: MOV LEFT ACC
ADD RIGHT
MOV ACC DOWN
MOV UP ACC
JEZ SUM
JLZ A
B: MOV LEFT NIL
MOV RIGHT DOWNMOV UP LEFTMOV UP DOWNMOV UP DOWNGPT-6 Astra
262 cycles · 5 nodes · 16 instructions22280.262-5-16.txt on GitHub

MOV UP RIGHTL: MOV UP ACC
JGZ B
JEZ S
MOV RIGHT NIL
MOV LEFT DOWN
JMP L
B: MOV LEFT NIL
MOV RIGHT DOWN
JMP L
S: MOV LEFT ACC
ADD RIGHT
MOV ACC DOWNMOV UP LEFTMOV UP DOWNMOV UP DOWN