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Best Practices

Effective Prompting

Specific instructions reduce ambiguity - the model doesn't have to guess your intent and uses tokens more efficiently for your actual goal.

Be Specific

Instead of "Make this better", try:

Improve the clarity of the methodology section by simplifying complex sentences and adding transition phrases. Maintain all technical terminology.

Define Boundaries

State what should and should not change:

Enhance writing style in the introduction and discussion. Preserve all citations and mathematical expressions. Do not modify the results section.

Provide Context

Polish this abstract for submission to Nature Physics. Target audience: physicists with expertise in quantum field theory.

Use Structured Instructions

For complex tasks:

  1. Fix grammatical errors throughout
  2. Make the introduction more engaging
  3. Ensure consistent terminology
  4. Improve transitions between sections

Model Selection

Match model capability to task complexity - overpowered models waste money, underpowered ones produce poor results.

  • Simple tasks (corrections): Use fast, cheap models (gemini3f, gpt5-, haiku35)
  • Complex tasks (transformations): Use powerful models (opus46, gpt52pro)
  • Reasoning-heavy: Use thinking models (sonnet45T, opus46T, deepseekT)

See the AI Models Guide for detailed comparisons.

File Management

Project Structure

project/
├── main.tex
├── chapters/
├── figures/
├── build/
├── history/
└── diffs/

Best Practices

  • Include only necessary files in selections
  • Use the Pack button to preserve milestones
  • Clean unnecessary outputs regularly

Workflow Integration

Staged Approach

  1. Research: search or research to find papers and verify ideas
  2. Writing: chat to draft LaTeX content interactively
  3. Development: polish for clarity and style
  4. Visualization: draw for figures, presenter for slides
  5. Finalization: correct for proofreading

Quality Assurance

Always review AI-generated content:

  1. Compile to check for LaTeX errors
  2. Verify cross-references and citations
  3. Check figure and table numbering
  4. Review mathematical expressions
  5. Look for omissions or duplications

Use LaTeX Diff to visualize changes between versions.

LaTeX Tips

  • Use logical document structure with proper sectioning
  • Maintain clean preambles
  • Use consistent label naming
  • Comment TikZ code for clarity
  • Use BibTeX consistently with a single bibliography file

Next Steps