⚙️ Length Penalty Playground

Adjust sliders, hit simulate, and see how prompt length, penalty strength, and parallel runs affect token estimates, brevity, repetition risks, and throughput.

Controls

Prompt Length (tokens)50
Penalty Strength0.2
Parallel Runs5

Simulation Results

0
Total Tokens
0%
Brevity
0%
Repetition / Doomloop Risk
0
Tokens/sec (simulated)

Sequential (orange) vs Parallel (blue) – total tokens per run in a batch of 5.

Saved History (0 records)

PromptPenaltyRunsTokensBrevityRepetitionTime
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