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Prompting      Prompting is just asking AI to do stuff but there is a massive difference between a vague request and a well-structured prompt.      A prompt is a call to action . If the pattern is vague , the AI has to guess what you mean. But the more focused and specific your prompt is, the better the results become. You are not exactly “ hacking probabilities ,” but you are giving the model better instructions to generate the output you actually want. 1. personas      Give the AI a role, personality, or level of expertise to influence how it responds and generates the result. Instead of just saying: “Explain Linux.” Try: “You are an experienced Linux instructor teaching beginners.”      Now the AI has a better idea of how to think about the response, who it is speaking to, and what kind of answer you expect. 2. context      LLMs can hallucinate. They are prediction machines that generate the most like...

Identicon

The Mystery of Identicons: Turning Data into Unique Visual Avatars

Introduction

If you’ve ever signed up for a new website and seen a colorful, pixelated avatar appear next to your name — without uploading a profile picture — you’ve probably met an Identicon.

Identicons are unique, algorithmically generated images based on a piece of text, usually a username, email, or IP address. They are used for visual identification and uniqueness without revealing personal information.

Where Do We See Identicons?

  • GitHub: User avatars when no profile picture is uploaded.
  • WordPress: Default avatars for comments.
  • StackOverflow: Generated icons for users without a custom profile picture.
identicon-images

How Do Identicons Work?

  1. Hashing the Input – The text (e.g., "kiyotaka ayanokลji") is passed through a hash function like SHA1 or MD5, producing a fixed-length hexadecimal value.
  2. Mapping Bits to a Grid – The hash is split into smaller parts, each controlling a color or pattern. Many identicons are symmetrical for aesthetic reasons.
  3. Drawing the Image – The colored blocks are placed on a grid (e.g., 5x5) to form the final avatar.

Why Use Identicons?

  • Uniqueness: Two different inputs create different images.
  • Anonymity: Shows a unique avatar without revealing the actual input.
  • Lightweight: No need to store user-uploaded images.
  • Fun Factor: Adds personality to otherwise plain usernames.

Generating Identicons in Python

We can use the pydenticon library.

	pip install pydenticon

Example Code:

  
  import pydenticon
  import hashlib

  # Configure the identicon generator
  generator = pydenticon.Generator(
      5, 5, digest=hashlib.sha1,
      foreground=["#1abc9c", "#3498db", "#9b59b6", "#f1c40f", "#e67e22", "#e74c3c"],
      background="#ecf0f1"
  )

  # Input data
  username = "Kiyotaka"

  # Generate identicon image (PNG format)
  identicon_png = generator.generate(username, 200, 200, output_format="png")

  # Save to file
  with open("identicon.png", "wb") as f:
      f.write(identicon_png)

  print("Identicon saved as identicon.png")
  

Can You Decode an Identicon?

No — identicons are one-way just like hashes. You can generate an identicon from a string, but you can’t get the original string from the image. However, you can guess inputs and check if the generated identicon matches (similar to hash cracking).

Limitations

  • Not cryptographically secure for authentication.
  • If parameters (colors, grid size, hash function) are unknown, matching is hard.
  • Similar-looking inputs can produce visually similar identicons.

Fun Experiments

  • Generate identicons from movie character names.
  • Create a web service that shows an identicon for each visitor’s IP.
  • Use identicons in a chat app for quick user distinction.

Conclusion

Identicons are a perfect blend of data, art, and security concepts. They take something abstract like a hash and turn it into a friendly visual identity. Next time you see one, you’ll know there’s a hash hiding behind those colorful squares.

Pro Tip: Try generating identicons for your friends’ names and see if they can guess whose is whose.

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