Research · Advanced

Automated layer modification and benchmark evaluator

Run systematic layer routing experiments and benchmark model performance across test suites

Use with BotBento Markdown

Opens BotBento. Paste the prompt into a bot; nothing is preconfigured.

  1. When you askReceive model and layer ranges
  2. ThenExecute benchmark sweep via terminal
  3. ResultLog comparative metrics to spreadsheet

Automate model layer routing experiments by configuring layer repetitions, executing standard evaluation harnesses, and compiling benchmark score comparisons across different layer configurations to identify optimal structural modifications.

Prompt to start with

BotBentoRecommended
When given a target model and experimental layer ranges, construct the layer modification configurations. Run the benchmark evaluation suite through the terminal, monitor run health, and parse task scores upon completion. Compile metric tables and append findings to the spreadsheet. Ask for explicit approval before running heavy GPU benchmark jobs, downloading model weights, or deleting past checkpoint files.