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    <title>DEV Community: Suchismita Moharana</title>
    <description>The latest articles on DEV Community by Suchismita Moharana (@suchismita_moharana_f8e8a).</description>
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      <title>DEV Community: Suchismita Moharana</title>
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    <item>
      <title>Managing and Securing Environment Variables (.env): A Look at evnx</title>
      <dc:creator>Suchismita Moharana</dc:creator>
      <pubDate>Sun, 05 Apr 2026 11:24:54 +0000</pubDate>
      <link>https://dev.to/suchismita_moharana_f8e8a/managing-and-securing-environment-variables-env-a-look-at-evnx-cmd</link>
      <guid>https://dev.to/suchismita_moharana_f8e8a/managing-and-securing-environment-variables-env-a-look-at-evnx-cmd</guid>
      <description>&lt;p&gt;As an AI security researcher, my work spans Python, Rust, and React - model training pipelines, experimental tooling, and small frontend interfaces. Like most developers, I rely on &lt;code&gt;.env&lt;/code&gt; files for managing environment variables.&lt;/p&gt;

&lt;p&gt;The problem shows up most clearly when sharing projects with lab members or pushing to an organization repository. A committed &lt;code&gt;.env&lt;/code&gt; file, even accidentally, can expose API keys, database credentials, or model endpoint secrets. But beyond accidental commits, there's a quieter issue that comes up constantly in collaborative work: &lt;code&gt;.env&lt;/code&gt; and &lt;code&gt;.env.example&lt;/code&gt; falling out of sync.&lt;/p&gt;

&lt;p&gt;After evaluating several tools in this space, I started using &lt;strong&gt;&lt;a href="https://www.evnx.dev" rel="noopener noreferrer"&gt;evnx&lt;/a&gt;&lt;/strong&gt;, a recently released open-source CLI. This post covers practical use cases, installation, and how it compares to similar tools.&lt;/p&gt;




&lt;h2&gt;
  
  
  The .env / .env.example Sync Problem
&lt;/h2&gt;

&lt;p&gt;Most projects maintain two files:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;code&gt;.env&lt;/code&gt; — the actual file with real credentials, never committed&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;.env.example&lt;/code&gt; — a template committed to the repository, with keys but no values&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;In practice, &lt;code&gt;.env&lt;/code&gt; grows over time. New variables get added, some get removed, names change. The &lt;code&gt;.env.example&lt;/code&gt; often doesn't keep up. A new collaborator clones the repo, copies &lt;code&gt;.env.example&lt;/code&gt; to &lt;code&gt;.env&lt;/code&gt;, and discovers that half the variables they actually need aren't listed or that some entries in &lt;code&gt;.env.example&lt;/code&gt; no longer exist in the codebase.&lt;/p&gt;

&lt;p&gt;The reverse is equally common: you're setting up a project from scratch and want to generate a working &lt;code&gt;.env&lt;/code&gt; from &lt;code&gt;.env.example&lt;/code&gt;, with safe placeholder values already filled in, so you have a complete starting point without hunting through documentation.&lt;/p&gt;

&lt;p&gt;evnx addresses both directions explicitly.&lt;/p&gt;




&lt;h2&gt;
  
  
  What is evnx?
&lt;/h2&gt;

&lt;p&gt;evnx is an open-source CLI written in Rust for initializing, syncing, validating, scanning, and converting &lt;code&gt;.env&lt;/code&gt; files. It's a relatively new tool still in early versions, but already covers a solid range of the &lt;code&gt;.env&lt;/code&gt; workflow.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;License:&lt;/strong&gt; MIT&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Version:&lt;/strong&gt; v0.3.8&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Platforms:&lt;/strong&gt; macOS, Linux, Windows&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;GitHub:&lt;/strong&gt; &lt;a href="https://github.com/urwithajit9/evnx" rel="noopener noreferrer"&gt;github.com/urwithajit9/evnx&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Installation
&lt;/h2&gt;

&lt;p&gt;evnx ships as a single static binary with no runtime dependencies.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;macOS / Linux (recommended — consistent behavior across environments):&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;-fsSL&lt;/span&gt; https://dotenv.space/install.sh | bash
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This is the approach I use. It's the most straightforward and avoids environment-specific issues.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Cargo (Rust):&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;cargo &lt;span class="nb"&gt;install &lt;/span&gt;evnx
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;pipx (preferred over pip):&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pipx &lt;span class="nb"&gt;install &lt;/span&gt;evnx
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;If you're in a Python environment, use &lt;code&gt;pipx&lt;/code&gt; rather than &lt;code&gt;pip install evnx&lt;/code&gt;. Installing CLI tools via &lt;code&gt;pip&lt;/code&gt; into your active environment can create dependency conflicts and the tool may not be available globally. &lt;code&gt;pipx&lt;/code&gt; installs it in an isolated environment and exposes on your PATH cleanly.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;npm:&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npm &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-g&lt;/span&gt; evnx
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Full installation guide: &lt;a href="https://www.evnx.dev/guides/getting-started/installation" rel="noopener noreferrer"&gt;evnx.dev/guides/getting-started/installation&lt;/a&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;evnx &lt;span class="nt"&gt;--version&lt;/span&gt;
&lt;span class="c"&gt;# evnx 0.3.8&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  Getting Started: Core Use Cases
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Initializing a Project with evnx init
&lt;/h3&gt;

&lt;p&gt;The first thing to do in a new project is set up the &lt;code&gt;.env&lt;/code&gt; structure properly. Running &lt;code&gt;evnx init&lt;/code&gt; creates both &lt;code&gt;.env&lt;/code&gt; and &lt;code&gt;.env.example&lt;/code&gt;, and adds &lt;code&gt;.env&lt;/code&gt; to &lt;code&gt;.gitignore&lt;/code&gt; automatically.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;evnx init
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;If you're starting a specific type of project, evnx has pre-built blueprints for common stacks:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;evnx init &lt;span class="nt"&gt;--blueprint&lt;/span&gt; fastapi
evnx init &lt;span class="nt"&gt;--blueprint&lt;/span&gt; nextjs
evnx init &lt;span class="nt"&gt;--blueprint&lt;/span&gt; django
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;These generate a &lt;code&gt;.env.example&lt;/code&gt; pre-populated with the variables typical for that framework, a useful starting point rather than building from scratch.&lt;/p&gt;




&lt;h3&gt;
  
  
  2. Syncing .env and .env.example (Both Directions)
&lt;/h3&gt;

&lt;p&gt;This is one of the more practical features and addresses the sync problem described above.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Forward sync — updating .env.example from .env:&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;When you've added new variables to your &lt;code&gt;.env&lt;/code&gt; and want to propagate the keys (without values) to &lt;code&gt;.env.example&lt;/code&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;evnx &lt;span class="nb"&gt;sync&lt;/span&gt; &lt;span class="nt"&gt;--direction&lt;/span&gt; forward
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This keeps &lt;code&gt;.env.example&lt;/code&gt; current with whatever is in your actual &lt;code&gt;.env&lt;/code&gt;, replacing real values with safe placeholders. Useful before sharing a project or committing an updated template.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Reverse sync — generating .env from .env.example:&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;When a collaborator clones a repository and needs a working &lt;code&gt;.env&lt;/code&gt; to start from:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;evnx &lt;span class="nb"&gt;sync&lt;/span&gt; &lt;span class="nt"&gt;--direction&lt;/span&gt; reverse
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This creates a &lt;code&gt;.env&lt;/code&gt; from &lt;code&gt;.env.example&lt;/code&gt; with placeholder values filled in — &lt;code&gt;CHANGE_ME&lt;/code&gt;, typed defaults, or inferred safe values — so there's a complete, valid file to edit rather than an empty starting point. No more manually copying the example file and hunting for what each variable should contain.&lt;/p&gt;

&lt;p&gt;Both directions make the &lt;code&gt;.env&lt;/code&gt; / &lt;code&gt;.env.example&lt;/code&gt; relationship explicit and manageable, rather than something that drifts silently over time.&lt;/p&gt;




&lt;h3&gt;
  
  
  3. Scanning for Secrets
&lt;/h3&gt;

&lt;p&gt;Once your project is set up, scanning is a quick check before any commit or share:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;evnx scan
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;evnx detects AWS keys, Stripe secrets, GitHub tokens, and high-entropy strings. For a specific path or output format:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;evnx scan &lt;span class="nt"&gt;--path&lt;/span&gt; ./config &lt;span class="nt"&gt;--format&lt;/span&gt; sarif
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This can be integrated into a pre-commit hook so it runs automatically on every commit attempt, or used manually as a step before pushing or sharing a project:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="c1"&gt;# .pre-commit-config.yaml&lt;/span&gt;
&lt;span class="na"&gt;repos&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;repo&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;local&lt;/span&gt;
    &lt;span class="na"&gt;hooks&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;id&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;evnx-scan&lt;/span&gt;
        &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Scan for secrets&lt;/span&gt;
        &lt;span class="na"&gt;entry&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;evnx scan --exit-code&lt;/span&gt;
        &lt;span class="na"&gt;language&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;system&lt;/span&gt;
        &lt;span class="na"&gt;files&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s1"&gt;'&lt;/span&gt;&lt;span class="s"&gt;\.env'&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h3&gt;
  
  
  4. Running a Health Check with evnx doctor
&lt;/h3&gt;

&lt;p&gt;Before sharing a project with anyone, &lt;code&gt;evnx doctor&lt;/code&gt; gives a full picture of the environment's state:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;evnx doctor
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;It checks whether &lt;code&gt;.env&lt;/code&gt; is in &lt;code&gt;.gitignore&lt;/code&gt;, whether file permissions are appropriate, whether &lt;code&gt;.env.example&lt;/code&gt; is in sync, and flags anything that looks misconfigured. For a quick fix pass:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;evnx doctor &lt;span class="nt"&gt;--fix&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This is a useful habit before handing off a project, three seconds to catch what's easy to miss.&lt;/p&gt;




&lt;h2&gt;
  
  
  Additional Features for Production and Enterprise Workflows
&lt;/h2&gt;

&lt;p&gt;Beyond the core use cases above, evnx has several features worth knowing about for more complex setups:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Validation&lt;/strong&gt;&lt;br&gt;
Catches placeholder values (&lt;code&gt;changeme&lt;/code&gt;, &lt;code&gt;your-key-here&lt;/code&gt;), weak secrets, and localhost URLs in configs before deployment.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;evnx validate &lt;span class="nt"&gt;--strict&lt;/span&gt; &lt;span class="nt"&gt;--exit-code&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Format Conversion (14+ targets)&lt;/strong&gt;&lt;br&gt;
Exports &lt;code&gt;.env&lt;/code&gt; to Kubernetes Secrets, Terraform variables, GitHub Actions secrets, Doppler, Infisical, Vercel, Heroku, JSON, YAML, and more. Useful when the same variables must exist across multiple deployment formats.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;evnx convert &lt;span class="nt"&gt;--from&lt;/span&gt; .env &lt;span class="nt"&gt;--to&lt;/span&gt; kubernetes
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Cloud Migration&lt;/strong&gt; &lt;em&gt;(Experimental)&lt;/em&gt;&lt;br&gt;
Push secrets directly to AWS Secrets Manager, Doppler, Infisical, or GitHub Actions.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;evnx migrate &lt;span class="nt"&gt;--to&lt;/span&gt; aws-secrets-manager
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Add Variables from CLI&lt;/strong&gt; &lt;em&gt;(New)&lt;/em&gt;&lt;br&gt;
Manage &lt;code&gt;.env&lt;/code&gt; entries without directly editing files.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;evnx add DATABASE_URL &lt;span class="s2"&gt;"postgres://user:pass@localhost/db"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Encrypted Backups&lt;/strong&gt;&lt;br&gt;
AES-256-GCM encryption with Argon2 key derivation for local backup storage.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Template Engine&lt;/strong&gt;&lt;br&gt;
Type filters (&lt;code&gt;|int&lt;/code&gt;, &lt;code&gt;|bool&lt;/code&gt;, &lt;code&gt;|upper&lt;/code&gt;) for generating environment configs across multiple environments from a single template.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CI/CD Integration&lt;/strong&gt;&lt;br&gt;
SARIF output compatible with the GitHub Security tab. Exits &lt;code&gt;1&lt;/code&gt; on findings for use as a pipeline gate in GitHub Actions, GitLab CI, or similar.&lt;/p&gt;


&lt;h2&gt;
  
  
  Comparison with Similar Tools
&lt;/h2&gt;
&lt;h3&gt;
  
  
  dotenv-vault
&lt;/h3&gt;

&lt;p&gt;A cloud-based solution for encrypting and syncing &lt;code&gt;.env&lt;/code&gt; files through a managed vault. Useful for team sharing, but requires an account and cloud dependency. No secret scanning, no format conversion, no CI gate functionality. evnx covers all of these and works entirely offline.&lt;/p&gt;
&lt;h3&gt;
  
  
  detect-secrets (Yelp)
&lt;/h3&gt;

&lt;p&gt;A Python-based tool focused specifically on detecting credentials in source code. Single-purpose, no validation, sync, conversion, or diagnostics. A reasonable choice if scanning is all you need, but you'd still need other tooling for the rest of the &lt;code&gt;.env&lt;/code&gt; lifecycle.&lt;/p&gt;
&lt;h3&gt;
  
  
  git-secrets (AWS Labs)
&lt;/h3&gt;

&lt;p&gt;Prevents secret commits via configurable pattern scanning at the git hook level. Narrow in scope, requires manual per-repository configuration and has seen slow maintenance. evnx covers the same use case with less setup and adds considerably more.&lt;/p&gt;
&lt;h3&gt;
  
  
  Infisical CLI
&lt;/h3&gt;

&lt;p&gt;A full secrets management platform with CLI support for runtime secret injection. Well-built for teams needing centralized secret storage, but requires an Infisical server or cloud account and a longer onboarding process. It's infrastructure, not a dev-time tool. evnx can migrate your &lt;code&gt;.env&lt;/code&gt; files directly to Infisical if you decide to adopt it later.&lt;/p&gt;


&lt;h2&gt;
  
  
  Summary
&lt;/h2&gt;

&lt;p&gt;evnx is a relatively new tool and is still adding features, but it already handles more of the &lt;code&gt;.env&lt;/code&gt; workflow than any single alternative I've looked at initialization, bidirectional sync, scanning, validation, format conversion, and health diagnostics without requiring accounts, cloud dependencies, or a complex setup.&lt;/p&gt;

&lt;p&gt;For research environments where projects move between local machines, shared lab systems, and organizational repositories, it's a practical addition to the workflow. The sync functionality alone, both directions, solves a problem that most &lt;code&gt;.env&lt;/code&gt; tooling doesn't address at all.&lt;/p&gt;

&lt;p&gt;Worth trying: &lt;a href="https://www.evnx.dev" rel="noopener noreferrer"&gt;evnx.dev&lt;/a&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;-fsSL&lt;/span&gt; https://dotenv.space/install.sh | bash
evnx doctor
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



</description>
      <category>security</category>
      <category>devops</category>
      <category>python</category>
      <category>opensource</category>
    </item>
    <item>
      <title>Python Functions &amp; Arguments: From Basics to *args and **kwargs</title>
      <dc:creator>Suchismita Moharana</dc:creator>
      <pubDate>Wed, 28 Jan 2026 09:54:09 +0000</pubDate>
      <link>https://dev.to/suchismita_moharana_f8e8a/python-functions-arguments-from-basics-to-args-and-kwargs-ba1</link>
      <guid>https://dev.to/suchismita_moharana_f8e8a/python-functions-arguments-from-basics-to-args-and-kwargs-ba1</guid>
      <description>&lt;p&gt;If you are learning Python, functions feel easy at first. You define them, pass arguments, get results. Then one day you encounter &lt;code&gt;*args&lt;/code&gt; and &lt;code&gt;**kwargs&lt;/code&gt;, and suddenly function calls look confusing and unpredictable.&lt;/p&gt;

&lt;p&gt;This article is designed as &lt;strong&gt;one complete learning source&lt;/strong&gt;. We will start from absolute basics and slowly move toward &lt;strong&gt;advanced, production‑ready patterns&lt;/strong&gt; used in real Python libraries.&lt;/p&gt;

&lt;p&gt;By the end of this post, a beginner will understand not just &lt;em&gt;what&lt;/em&gt; &lt;code&gt;*args&lt;/code&gt; and &lt;code&gt;**kwargs&lt;/code&gt; are, but &lt;em&gt;why&lt;/em&gt; they exist and &lt;em&gt;how&lt;/em&gt; professionals design APIs using them.&lt;/p&gt;

&lt;p&gt;We will build everything step by step using one evolving example: &lt;strong&gt;&lt;code&gt;create_subway()&lt;/code&gt;&lt;/strong&gt; 🥪&lt;/p&gt;




&lt;h2&gt;
  
  
  1. What Is a Function?
&lt;/h2&gt;

&lt;p&gt;A function is a reusable block of code that:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;accepts input (arguments)&lt;/li&gt;
&lt;li&gt;performs logic&lt;/li&gt;
&lt;li&gt;optionally returns output
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;greet&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hello &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;

&lt;span class="nf"&gt;greet&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Jazz&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Here:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;code&gt;name&lt;/code&gt; → &lt;strong&gt;parameter&lt;/strong&gt; (defined in function)&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;"Jazz"&lt;/code&gt; → &lt;strong&gt;argument&lt;/strong&gt; (passed during call)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This distinction matters once arguments become flexible.&lt;/p&gt;




&lt;h2&gt;
  
  
  2. Positional Arguments (Order Matters)
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;create_subway&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;bread&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;bread&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="nf"&gt;create_subway&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;30&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;multi-grain&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Python assigns values &lt;strong&gt;by position&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;code&gt;30&lt;/code&gt; → &lt;code&gt;size&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;"multi-grain"&lt;/code&gt; → &lt;code&gt;bread&lt;/code&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If you swap them, Python won’t complain — but your logic will break.&lt;/p&gt;




&lt;h2&gt;
  
  
  3. Keyword Arguments (Name Matters)
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="nf"&gt;create_subway&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;bread&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;multi-grain&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;30&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Now:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Order doesn’t matter&lt;/li&gt;
&lt;li&gt;Names do&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Critical Rule (Very Important)
&lt;/h3&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Python always assigns positional arguments first, from left to right, before it processes keyword arguments.&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;This single rule explains most &lt;code&gt;*args / **kwargs&lt;/code&gt; confusion.&lt;/p&gt;




&lt;h2&gt;
  
  
  4. Why Fixed Arguments Don’t Scale
&lt;/h2&gt;

&lt;p&gt;Imagine a real sandwich order:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;size&lt;/li&gt;
&lt;li&gt;bread&lt;/li&gt;
&lt;li&gt;quantity&lt;/li&gt;
&lt;li&gt;veges&lt;/li&gt;
&lt;li&gt;sauces&lt;/li&gt;
&lt;li&gt;extras&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;You &lt;em&gt;cannot&lt;/em&gt; keep adding parameters forever:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;create_subway&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;bread&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;veges&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;sauce&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;extras&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;cheese_type&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;toast_level&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="bp"&gt;...&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This becomes unreadable and fragile.&lt;/p&gt;

&lt;p&gt;Python solves this with &lt;strong&gt;variable arguments&lt;/strong&gt;.&lt;/p&gt;




&lt;h2&gt;
  
  
  5. &lt;code&gt;*args&lt;/code&gt; — Variable Positional Arguments
&lt;/h2&gt;

&lt;p&gt;&lt;code&gt;*args&lt;/code&gt; collects &lt;strong&gt;extra positional arguments&lt;/strong&gt; into a &lt;strong&gt;tuple&lt;/strong&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  Beginner Version
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;create_subway&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;bread&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="o"&gt;*&lt;/span&gt;&lt;span class="n"&gt;args&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Size: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Bread: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;bread&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Extras: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;args&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Call:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="nf"&gt;create_subway&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;30&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;multi-grain&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;cheese&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;paneer&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;jalapeno&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Internally:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;args&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;cheese&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;paneer&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;jalapeno&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  When to Use &lt;code&gt;*args&lt;/code&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Number of values is unknown&lt;/li&gt;
&lt;li&gt;Order matters&lt;/li&gt;
&lt;li&gt;Names don’t matter&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  6. &lt;code&gt;**kwargs&lt;/code&gt; — Variable Keyword Arguments
&lt;/h2&gt;

&lt;p&gt;&lt;code&gt;**kwargs&lt;/code&gt; collects &lt;strong&gt;extra keyword arguments&lt;/strong&gt; into a &lt;strong&gt;dictionary&lt;/strong&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  Example
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;create_subway&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;bread&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="o"&gt;**&lt;/span&gt;&lt;span class="n"&gt;kwargs&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Size: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Bread: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;bread&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Options:&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;kwargs&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Call:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="nf"&gt;create_subway&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="mi"&gt;30&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;multi-grain&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;veges&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;olive&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;cucumber&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
    &lt;span class="n"&gt;sauce&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;bbq&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;honey-mustard&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Internally:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;kwargs&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;veges&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[...],&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sauce&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[...]&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  When to Use &lt;code&gt;**kwargs&lt;/code&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Optional configuration&lt;/li&gt;
&lt;li&gt;Named values&lt;/li&gt;
&lt;li&gt;Future‑proof APIs&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  7. Using &lt;code&gt;*args&lt;/code&gt; and &lt;code&gt;**kwargs&lt;/code&gt; Together
&lt;/h2&gt;

&lt;p&gt;Correct order &lt;strong&gt;must&lt;/strong&gt; be followed:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;create_subway&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;bread&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;multi-grain&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="o"&gt;*&lt;/span&gt;&lt;span class="n"&gt;args&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="o"&gt;**&lt;/span&gt;&lt;span class="n"&gt;kwargs&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="bp"&gt;...&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Order rule:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Required parameters&lt;/li&gt;
&lt;li&gt;Default parameters&lt;/li&gt;
&lt;li&gt;&lt;code&gt;*args&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;code&gt;**kwargs&lt;/code&gt;&lt;/li&gt;
&lt;/ol&gt;




&lt;h2&gt;
  
  
  8. Why &lt;code&gt;bread&lt;/code&gt; Became Positional (Common Confusion)
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="nf"&gt;create_subway&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;30&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="mi"&gt;2&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;bread&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;honey-bread&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Step-by-step binding
&lt;/h3&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Position&lt;/th&gt;
&lt;th&gt;Parameter&lt;/th&gt;
&lt;th&gt;Value&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;1&lt;/td&gt;
&lt;td&gt;size&lt;/td&gt;
&lt;td&gt;30&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;2&lt;/td&gt;
&lt;td&gt;bread&lt;/td&gt;
&lt;td&gt;2&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Python assigns positional arguments &lt;strong&gt;first&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;Now &lt;code&gt;bread&lt;/code&gt; already has a value (&lt;code&gt;2&lt;/code&gt;).&lt;/p&gt;

&lt;p&gt;When Python sees:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;bread&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;honey-bread&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;It raises:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;TypeError: got multiple values for argument 'bread'
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;blockquote&gt;
&lt;p&gt;Nothing is converted. Position alone decides binding.&lt;/p&gt;
&lt;/blockquote&gt;




&lt;h2&gt;
  
  
  9. Defensive &lt;code&gt;create_subway()&lt;/code&gt;
&lt;/h2&gt;

&lt;p&gt;Beginner‑safe version:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;create_subway&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;bread&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;multi-grain&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="o"&gt;*&lt;/span&gt;&lt;span class="n"&gt;args&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="o"&gt;**&lt;/span&gt;&lt;span class="n"&gt;kwargs&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Size: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Bread: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;bread&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;args&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Quantity: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;args&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="n"&gt;veges&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;kwargs&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;veges&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;[])&lt;/span&gt;
    &lt;span class="n"&gt;sauces&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;kwargs&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sauce&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;[])&lt;/span&gt;

    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Veges:&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;veges&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Sauces:&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;sauces&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  10. Production‑Ready Version (Recommended)
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;create_subway&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;int&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;bread&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;multi-grain&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;quantity&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;int&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="o"&gt;*&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;veges&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;None&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;sauces&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;None&lt;/span&gt;
&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;veges&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;veges&lt;/span&gt; &lt;span class="ow"&gt;or&lt;/span&gt; &lt;span class="p"&gt;[]&lt;/span&gt;
    &lt;span class="n"&gt;sauces&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;sauces&lt;/span&gt; &lt;span class="ow"&gt;or&lt;/span&gt; &lt;span class="p"&gt;[]&lt;/span&gt;

    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Order Summary&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;-&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="o"&gt;*&lt;/span&gt; &lt;span class="mi"&gt;20&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Size     : &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Bread    : &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;bread&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Quantity : &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;quantity&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Veges    : &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;veges&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Sauces   : &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;sauces&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Call:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="nf"&gt;create_subway&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="mi"&gt;30&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;bread&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;honey-bread&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;quantity&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;2&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;veges&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;olive&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;cucumber&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
    &lt;span class="n"&gt;sauces&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;bbq&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Why This Is Production‑Ready
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Keyword‑only arguments (&lt;code&gt;*&lt;/code&gt;)&lt;/li&gt;
&lt;li&gt;Type hints&lt;/li&gt;
&lt;li&gt;Explicit API&lt;/li&gt;
&lt;li&gt;No hidden positional traps&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  11. Real‑World Usage from Popular Libraries
&lt;/h2&gt;

&lt;h3&gt;
  
  
  &lt;code&gt;print()&lt;/code&gt;
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Jazz&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Suchi&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;sep&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;, &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;end&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;!&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Internally uses:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="o"&gt;*&lt;/span&gt;&lt;span class="n"&gt;args&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="o"&gt;**&lt;/span&gt;&lt;span class="n"&gt;kwargs&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="bp"&gt;...&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h3&gt;
  
  
  &lt;code&gt;logging&lt;/code&gt;
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;info&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;User %s logged in&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;user_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;extra&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ip&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;ip&lt;/span&gt;&lt;span class="p"&gt;})&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ul&gt;
&lt;li&gt;
&lt;code&gt;*args&lt;/code&gt; → message formatting&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;**kwargs&lt;/code&gt; → metadata&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  &lt;code&gt;requests&lt;/code&gt;
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;requests&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;url&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;headers&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{...},&lt;/span&gt;
    &lt;span class="n"&gt;timeout&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;5&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;params&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{...}&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Flexible APIs powered by &lt;code&gt;**kwargs&lt;/code&gt;.&lt;/p&gt;




&lt;h3&gt;
  
  
  &lt;code&gt;pandas&lt;/code&gt;
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;drop&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;columns&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;A&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt; &lt;span class="n"&gt;inplace&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;errors&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ignore&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Keyword arguments allow backward compatibility and clean defaults.&lt;/p&gt;




&lt;h2&gt;
  
  
  12. Mental Model That Sticks
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;code&gt;*args&lt;/code&gt; → extra &lt;strong&gt;values&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;**kwargs&lt;/code&gt; → extra &lt;strong&gt;named settings&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;Positional arguments &lt;strong&gt;lock slots first&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;Keywords cannot override positions&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Final Takeaway
&lt;/h2&gt;

&lt;p&gt;If you understand:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;how Python binds arguments&lt;/li&gt;
&lt;li&gt;why position beats name&lt;/li&gt;
&lt;li&gt;when to use &lt;code&gt;*args&lt;/code&gt; vs &lt;code&gt;**kwargs&lt;/code&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;You are no longer a beginner.&lt;/p&gt;

&lt;p&gt;You are designing &lt;strong&gt;flexible, professional Python APIs&lt;/strong&gt; — exactly how real libraries do it.&lt;/p&gt;

&lt;p&gt;Happy coding 🚀&lt;/p&gt;

</description>
      <category>python</category>
      <category>programming</category>
      <category>learning</category>
      <category>beginners</category>
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