Skip to main content

The Zen of GenAI, printed on import

Project description

zenofai

The Guiding Philosophy for the Age of GenAI

In the age of AI, writing Python is no longer just about what you type—it's about what you ask, verify, and improve. The zenofai package provides a guiding philosophy for this new era of collaboration.

By simply importing this package, you are reminded of the principles that foster thoughtful and effective human-AI partnerships, ensuring that your code remains clear, correct, and intentional.


The Zen of GenAI, by Anuj Sadani

Just as the original Zen of Python provides a timeless guide for developers, the Zen of GenAI offers principles for the modern AI-assisted workflow.

>>> import zenofai

The principles are:

  1. Clarity of intent is better than volume of output.
  2. Prompt with purpose—lazy prompting leads to lazy outcome.
  3. Verify relentlessly—AI can hallucinate; your tests should not.
  4. Human judgment is irreplaceable.
  5. Transparency is a powerful ally.
  6. Readability counts, especially in generated code.
  7. Refactor good ideas rather than reinventing vague ones.
  8. Reuse wisdom, not just code.
  9. Every suggestion deserves scrutiny—trust is earned, even by models.
  10. Errors should never be silently ignored unless explicitly understood and accepted.
  11. If code is hard for a human to explain, it’s a bad idea.
  12. If code is easy for a human to explain, it may be a good idea.
  13. In deterministic tasks, keep the temperature zero.
  14. Let code be the documentation.
  15. Bias compounds—challenge familiar patterns.
  16. The best output is the one you truly understand.

Installation

pip install zenofai

Usage

  • Concise version:

    >>> import zenofai
    # Output: The Zen of GenAI, by Anuj Sadani
    # 1. Clarity of intent is better than volume of output.
    # ...and so on.
    
  • Verbose version:

    >>> from zenofai import verbose
    # Output: (The Zen with more detailed explanations)
    

LICENSE

MIT

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

zenofai-0.1.1.tar.gz (3.8 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

zenofai-0.1.1-py3-none-any.whl (4.8 kB view details)

Uploaded Python 3

File details

Details for the file zenofai-0.1.1.tar.gz.

File metadata

  • Download URL: zenofai-0.1.1.tar.gz
  • Upload date:
  • Size: 3.8 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.11.7

File hashes

Hashes for zenofai-0.1.1.tar.gz
Algorithm Hash digest
SHA256 6ad7248fabff5a46f291f64f906b1c225c9498ba0af2839e58a5fa546e435393
MD5 157ee96b92beea2303a680f65b62827a
BLAKE2b-256 53fd7c397aab3e7a8cd1d0d9ac211420f27064c8d9e1e26963bc2e63a85745bb

See more details on using hashes here.

File details

Details for the file zenofai-0.1.1-py3-none-any.whl.

File metadata

  • Download URL: zenofai-0.1.1-py3-none-any.whl
  • Upload date:
  • Size: 4.8 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.11.7

File hashes

Hashes for zenofai-0.1.1-py3-none-any.whl
Algorithm Hash digest
SHA256 4e9f4f001ae099619d83c1e8fbaa9e7084d6bbfe4a9c4e500034430bb49a39c9
MD5 7b332d6de8e2621bc9b0a9f3e62ba37a
BLAKE2b-256 188ec5b2e8efa448097daad03798a782eacee854e3e0d8affe370fba6c0d05d5

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page