StepFun Step-3.7-Flash
StepFun Step-3.7-Flash
credit: StepFun
input tok/s94.2
decode tok/s33.6
per-agent tok/s11.3
agent Pareto3 · NVIDIA GB10
UD-IQ4_NL GGUF · llama.cpp + Q8 MTP draft · context-calibrated team of 3 · 20-min timed production loop.
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 3 / 20-min build
- Runtime
- llama.cpp + Q8 MTP draft
- Quant
- UD-IQ4_NL GGUF
- Bench
- 3 agents / 33.6 decode tok/sec
benchmark sheet
Throughput profile
input tok/s94.2
decode tok/s33.6
per-agent tok/s11.3
agent Pareto3 · NVIDIA GB10
aggregate decode tok/secper-agent tok/sechighlight = selected fleet
1 agents23.0 dec23.0/agent · 81.9 in
2 agents29.3 dec14.8/agent · 94.5 in
3 agents33.6 dec11.3/agent · 94.2 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 | ttft_p50_s | ttft_p99_s | wall_s |
|---|---|---|---|---|---|---|
| 1 | 81.9 | 23.0 | 23.0 | 8.47 | 8.47 | 11.1 |
| 2 | 94.5 | 29.3 | 14.8 | 9.56 | 14.71 | 17.5 |
| 3 | 94.2 | 33.6 | 11.3 | 20.14 | 22.17 | 22.8 |
production sheet
Teamwork build
No fan-out: a 3-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 | 1 | 17 → 21 KB | 54 min |
| Robot-Filled Maze Shooter | 71.0 | 71.0 → 71.0 | 7/7 | 1 | 29 → 35 KB | 56 min |
Generated game outputs
Versions are listed first for selection. Embedded outputs remain below for direct review.
Road Hopper 1 versions
road_hopper_step37_teamwork · Road Hopper · team buildfullscreen ↗ · compareRoad Hopper team build StepFun Step-3.7
road_hopper_step37_teamworkfullscreen ↗Robot-Filled Maze Shooter 1 versions
maze_step37_teamwork · Robot-Filled Maze Shooter · team buildfullscreen ↗ · compareRobot-Filled Maze Shooter team build StepFun Step-3.7
maze_step37_teamworkfullscreen ↗