Name: Experiment Cycle
Author: koinin

Experiment Cycle — Idea to Publishable Results

Composite skill: /poc-run → /bench-run → /result-viz → /limitation

When to Use

Taking an idea through the full validation pipeline
Generating publishable results from a hypothesis
Systematic evaluation of a new method

Procedure

Step 1: Load & Validate Idea

If idea ID given: load from .research/ideas.json
If hypothesis text: create temporary idea entry
Confirm with user: "Run full experiment cycle on: [idea description]?"

Step 2: Proof of Concept (`/poc-run`)

Design and run minimal validation experiment
If hypothesis is : report and stop, update idea status to "refuted"

Experiment Cycle

Experiment Cycle

Experiment Cycle — Idea to Publishable Results

When to Use

Procedure

Step 1: Load & Validate Idea

Step 2: Proof of Concept (`/poc-run`)

Step 3: Full Benchmark (`/bench-run`)

Step 4: Visualization (`/result-viz`)

Step 5: Limitation Analysis (`/limitation`)

Step 6: Cycle Summary

Output

Deep Research

Data Analyst

Academic Researcher

Data Scientist

Biopython

Binary Analysis Patterns

Experiment Cycle

Experiment Cycle

Experiment Cycle — Idea to Publishable Results

When to Use

Procedure

Step 1: Load & Validate Idea

Step 2: Proof of Concept (/poc-run)

Step 3: Full Benchmark (/bench-run)

Step 4: Visualization (/result-viz)

Step 5: Limitation Analysis (/limitation)

Step 6: Cycle Summary

Output

Deep Research

Data Analyst

Academic Researcher

Data Scientist

Biopython

Binary Analysis Patterns

Step 2: Proof of Concept (`/poc-run`)

Step 3: Full Benchmark (`/bench-run`)

Step 4: Visualization (`/result-viz`)

Step 5: Limitation Analysis (`/limitation`)