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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.

Match model to taskcapability vs. complexity
SimpleCorrections, quick edits
qwenturbodeepseekhaiku45
ComplexTransformations, rewrites
opus48Tgpt55gemini31p
Reasoning-heavyDeep, multi-step thinking
sonnet46Topus48TdeepseekT

Find the row that matches your task, then pick one of the recommended model handles.

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

A typical project moves through five stages, each owned by one or more agents:

Staged workflowresearch → finalization
  1. ResearchFind papers and verify ideas
    searchresearch
  2. WritingDraft LaTeX content interactively
    researchorchestrator
  3. DevelopmentRefine clarity and style
    polish
  4. VisualizationProduce figures and slides
    researchpresenter
  5. FinalizationProofread the finished draft
    correct

A typical project flows from research to finalization, with each stage handed to the agent best suited for it.

Quality Assurance

Always review AI-generated content - tick through the same checks after every run:

Review every AI-generated changeafter each run
Compiles without LaTeX errors
Cross-references & citations resolve
Figure & table numbering correct
Math expressions verified
No omissions or duplications

A short review pass after each run catches the errors automation cannot see for itself.

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