Use Case

How to Explain Code with AI — Understand Any Codebase

AI tools can explain any code in plain English — from legacy C++ functions to complex async JavaScript pipelines. Here's how to get useful explanations, what to ask, and how to validate the AI understands correctly.


What is AI code explanation?

AI code explanation uses language models to translate source code into plain English descriptions of what the code does, why it does it (if context is available), and what could go wrong. It's most useful when onboarding to a new codebase, reading legacy code without documentation, or understanding algorithms in unfamiliar languages.


1

What AI explanation does well

AI is excellent at explaining what code does mechanically — step by step, without assumptions.

❌ Code nobody wants to touch

def memoize(fn):
    cache = {}
    def wrapper(*args):
        key = str(args)
        if key not in cache:
            cache[key] = fn(*args)
        return cache[key]
    return wrapper
# Legacy code, no comment, no docstring

✅ AI explains it instantly

# AI explanation of memoize():
# This is a memoization decorator. It wraps any function (fn) 
# and caches its return values. When wrapper() is called:
# 1. Converts all arguments to a string key
# 2. Checks if this exact set of arguments was called before
# 3. If yes, returns the cached result (fast)
# 4. If no, calls the original function, stores the result, returns it
# Net effect: expensive functions are only computed once per unique input.
2

Prompt templates for better explanations

The quality of AI explanation depends heavily on how you ask. These templates get consistently good results.

General explanation

"Explain this code line by line. For each significant line, describe what it does and why it matters."

Find the bug

"Read this code carefully. Explain what it does, then identify any bugs, edge cases, or security issues."

New developer onboarding

"Explain this code as if I am a junior developer joining the project. Include: what it does, why it exists, and what I need to know to work with it."

Understand a pattern

"What design pattern or algorithm is this implementing? Explain the pattern and why it was chosen here."

3

How LearnCodeGuide explains code

LearnCodeGuide has a dedicated 'Explain Code' mode that gives structured, plain-English explanations for any snippet.

What the Explain mode gives you:

Purpose:What this code is trying to accomplish, in one sentence
Step by step:Each significant block explained in plain English
Inputs & outputs:What goes in, what comes out, and what side effects it has
Potential issues:Bugs, edge cases, or security concerns spotted during explanation
How to use it:Example of how to call or integrate this code
💡

Pro tip: When AI explains code, always ask a follow-up: 'What could go wrong with this?' Even if you understand the happy path, AI is good at surfacing edge cases and failure modes that aren't obvious from the code alone.


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Published by LearnCodeGuide Team · Last reviewed: November 2025