NVIDIA-Nemotron-Labs-3-Puzzle-75B-A9B-NVFP4
NVIDIA-Nemotron-Labs-3-Puzzle-75B-A9B-NVFP4
credit: NVIDIA
input tok/s114.4
decode tok/s319.8
per-agent tok/s10.3
agent Pareto32 · NVIDIA GB10
NVFP4 + FP8 ModelOpt safetensors · vLLM 0.23.0, 8k context, MTP n=1, max_num_seqs=32 · context-calibrated team of 1 · 20-min timed production loop · Download on Hugging Face ↗.
model dossier
Model sheet
Playable artifacts and benchmark context for this model page.
Road Hopper
1 builds
Robot-Filled Maze Shooter
1 builds
Ribbit Rush
0 builds
- Builds
- 2 recorded outputs
- Method
- team 1 / 20-min build
- Runtime
- vLLM 0.23.0, 8k context, MTP n=1, max_num_seqs=32
- Quant
- NVFP4 + FP8 ModelOpt safetensors
- Bench
- 32 agents / 319.8 decode tok/sec
benchmark sheet
Throughput profile
input tok/s114.4
decode tok/s319.8
per-agent tok/s10.3
agent Pareto32 · NVIDIA GB10
aggregate decode tok/secper-agent tok/sechighlight = selected fleet
1 agents24.9 dec24.9/agent · 8.8 in
2 agents41.0 dec20.8/agent · 14.5 in
4 agents72.1 dec18.3/agent · 25.5 in
8 agents128.7 dec16.3/agent · 45.6 in
16 agents202.9 dec13.0/agent · 72.3 in
24 agents260.6 dec11.1/agent · 93.1 in
32 agents319.8 dec10.3/agent · 114.4 in
Highlighted row is the selected build fleet / Pareto knee.
Raw sweep table
| agents | prompt_t/s | agg_gen_t/s | per_agent_gen_t/s | wall_s |
|---|---|---|---|---|
| 1 | 8.8 | 24.9 | 24.9 | 7.72 |
| 2 | 14.5 | 41.0 | 20.8 | 9.37 |
| 4 | 25.5 | 72.1 | 18.3 | 10.65 |
| 8 | 45.6 | 128.7 | 16.3 | 11.94 |
| 16 | 72.3 | 202.9 | 13.0 | 15.14 |
| 24 | 93.1 | 260.6 | 11.1 | 17.68 |
| 32 | 114.4 | 319.8 | 10.3 | 19.21 |
production sheet
Teamwork build
No fan-out: a 1-agent team collaborates on ONE game for a 20-minute timed loop — a lead assigns focus areas, workers improve in parallel, a merger integrates the best, validated each round so it never regresses. Team size comes from the context/teamwork Pareto (single-agent footprint × 1.10 → agents that fit the window). Methodology ↗.
| Game | Score | Seed → Final | Assertions | Rounds | Seed → Final size | Build time |
|---|---|---|---|---|---|---|
| Road Hopper | 61.0 | 61.0 → 61.0 | 6/6 | 379 | 13 → 13 KB | 20 min |
| Robot-Filled Maze Shooter | 71.0 | 71.0 → 71.0 | 7/7 | 271 | 14 → 14 KB | 20 min |
Generated game outputs
Versions are listed first for selection. Embedded outputs remain below for direct review.
Road Hopper 1 versions
road_hopper_nemotron_labs_3_puzzle_75b_a9b_nvfp4_teamwork · Road Hopper · team buildfullscreen ↗ · compareRoad Hopper team build Nemotron Puzzle 75B
road_hopper_nemotron_labs_3_puzzle_75b_a9b_nvfp4_teamworkfullscreen ↗Robot-Filled Maze Shooter 1 versions
maze_nemotron_labs_3_puzzle_75b_a9b_nvfp4_teamwork · Robot-Filled Maze Shooter · team buildfullscreen ↗ · compareRobot-Filled Maze Shooter team build Nemotron Puzzle 75B
maze_nemotron_labs_3_puzzle_75b_a9b_nvfp4_teamworkfullscreen ↗