experiment-code

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Tool: SKILL.md Description: --- name: experiment-code description: Write ML experiment code with iterative improvement.

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Tool: references/code-patterns.md Description: # Experiment Code Patterns Reference ## Pattern 1: Experiment Execution Loop (AI-Scientist) ```python MAX_ITERS = 4 # Max fix attempts per run MAX_RUNS = 5 # Max experiment runs MAX_STDERR_OUTPUT = 1500 # Truncate stderr def perform_experiments(idea, folder_name, coder, baseline_results): current_iter = 0 run = 1 next_prompt = initial_prompt.format(...) while run < MAX_RUNS + 1: if current_iter >= MAX_ITERS: break coder_out = coder.run(n

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Tool: references/experiment-prompts.md [1/2] Description: # Experiment Code Prompts Reference Extracted from AI-Scientist, AgentLaboratory, and AI-Researcher. ## 1. Initial Experiment Prompt (AI-Scientist) ``` Your goal is to implement the following idea: {title}.

Tool: references/experiment-prompts.md [2/2]