A complete replacement for human developers, handling all aspects of a project autonomously.

An intelligent assistant that accelerates development by generating, debugging, and refactoring code under human guidance.

A project management tool that primarily organizes tasks and tracks progress.

A compiler that only checks for syntax errors in existing Python code.

Using highly technical jargon.

Keeping the prompt as short as possible.

Clearly specifying the inputs, the desired output, and the core logic or constraints.

Asking Claude to choose the best programming language for the task.

Provide the code and ask Claude to "identify performance bottlenecks and suggest optimizations."

Delete the code and ask Claude to write it from scratch.

Ask Claude to add more comments to the code.

Ask Claude to "make this code better" without any other context.

Search for a pre-existing open-source project and ask Claude to modify it.

Use Claude to break the problem down into smaller, manageable sub-tasks or modules, and then work on each part iteratively.

Ask Claude for a high-level theoretical overview of the problem domain without requesting any code.

Write a single, massive prompt detailing the entire problem and ask Claude to generate the full application at once.

Claude may occasionally generate code that is syntactically correct but contains subtle logical errors or doesn't fully adhere to all constraints.

Claude refuses to generate code if the prompt is not perfectly grammatically correct.

Claude is unable to understand Python's standard library.

Claude can only generate code in Python and no other programming languages.

False

True

Describe the script's purpose and ask Claude what might be wrong.

Provide only the line of code that is causing the error.

Ask Claude for a general definition of a KeyError in Python.

Provide the full code, the complete error traceback, and ask Claude to explain the cause of the KeyError and suggest a fix.

Contextual prompting

Problem decomposition

Autonomous generation

Iterative development

Maintaining strong human oversight, including code reviews, testing, and critical evaluation of all generated outputs.

Accepting all of Claude's code suggestions without question to maximize speed.

Only using Claude for projects with less than 100 lines of code.

Avoiding Claude for any debugging tasks.

The business requirements of the software.

Only the aesthetic formatting of the code, like indentation.

The version of the programming language being used.

Code readability, performance, and maintainability.

False

True

Hope that Claude guesses the style you want.

Repeatedly generate answers until one matches the style you want.

Manually rewrite everything Claude generates.

Explicitly state the desired paradigm or provide an example of the style you want in the prompt.