helpers

Refactor unit test files by aligning strings, renaming methods, and factoring out common test code

Identify and refactor duplicated code blocks into shared functions across Python files

Find documentation files for a given dir, file, class, or function and summarize in 3 bullet points

Replace "from X import Y" style imports with "import X" and update usages throughout a file

Fix function call sites to pass positional args by position and assign constants to intermediate variables

Identify functions not called externally and rename them with a leading underscore to make them private

Rename files, functions, and variables across a codebase and update all references

Implement all TODO(ai_gp) items in a file including renames, code updates, and references

Run failing tests and update expected variables to match actual output from pytest

Generate image prompts for each slide in a storyboard and create a demo_images.md file

Create a 15-slide presentation storyboard script for a narrated explainer video

Propose solutions to make a Docker container faster and smaller without changing its functionality

Find unused packages in requirements.txt that are not needed by the project code

Align Docker files in a project directory to the standard project template style

Move a file in git and use

Represent a Causal Knowledge Graph in Graphviz DOT format following visual conventions for causal inference

Convert a Graphviz DOT specification to match a reference figure by iterative rendering

Generate a Graphviz legend template for causal knowledge graphs with node types and edge styles

Reorganize a markdown file to use bullet points and ensure all fenced code blocks have syntax labels

Fix figures in a LaTeX paper by ensuring every figure has a label, caption, and is referenced in the text

Add relevant bibliography entries to a LaTeX academic paper and reference them in the text

Suggest the top 5 improvements for an academic paper to increase its impact

Write or edit an academic CS paper following formal, evidence-driven, and structured writing style

Write a README.md for a directory with sections for structure, files, and executable descriptions

Convert "What It Does" and "Examples" sections in a README from headers to bullet point format

Move test classes from a test file into the correct separate test files based on what they test

Increase unit test coverage toward 100 percent for a given function following a plan-then-implement workflow

Remove AI-style writing patterns from text to make it sound more natural and human