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Add LoRA rank convergence study example demonstrating: - Bootstrap phase with literature search - Hypothesis formation and testing - Inner/outer loop workflow - Progress tracking and findings synthesis
34 lines
1,011 B
Markdown
34 lines
1,011 B
Markdown
# Autoresearch Examples
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This directory contains example research projects using the autoresearch methodology.
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## Available Examples
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### `lora-rank-study.md`
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**Question:** Does LoRA rank affect convergence speed on small datasets?
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**Type:** Benchmark optimization, hyperparameter study
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**Skills Used:**
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- `arxiv` — Literature search
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- `mlops` — Model training
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- `tensorboard` — Experiment tracking
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**Key Takeaway:** Higher rank improves convergence speed up to a point (r=16), then diminishing returns.
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---
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## Creating Your Own Research
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1. Start with `/autoresearch "your question"`
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2. Follow the two-loop architecture
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3. Commit protocols before running
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4. Generate progress reports with `/research-report`
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## Tips from Examples
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- **Start small:** First experiment should complete in <30 minutes
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- **Define metrics upfront:** Know what you're measuring before you start
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- **Document surprises:** Negative results are progress too
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- **Show your work:** Progress reports help humans follow along
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