AI

AI Assistant

Tokenizer uses AI as a working tool, not as an unsupervised author.

AI-assisted tools are used to explore drafts, alternatives, outlines, code refactors, diagrams, and editorial structures. Final questions, articles, explanations, code samples, and product decisions remain under human review and responsibility.

Role Drafting and analysis support Control Human-reviewed Scope Editorial and engineering workflows
Read AI Viewpoints Contact Tokenizer

What AI Helps With

Acceleration in the search space, not delegation of responsibility.

Draft exploration

Exploring alternative structures, summaries, examples, title options, and topic framing before editorial review.

Engineering support

Assisting with refactors, alternative implementations, test ideas, and comparison of possible technical approaches.

Research assistance

Helping widen the candidate set for examples, structures, and explanations before human review narrows it down.

What Remains Human

Editorial ownership, engineering judgment, and product accountability do not transfer to AI.

  • Final educational explanations, questions, and product decisions are reviewed and approved by humans.
  • Claims that matter should be checked against primary sources or product facts before publication.
  • AI output can suggest options, but it cannot stand in for domain responsibility or customer accountability.

Disclosure rules

  • Tokenizer discloses that AI-assisted tools are used in selected editorial and engineering workflows.
  • AI use does not imply endorsement of every generated draft, alternative, or intermediate output.
  • Publication standards still depend on human review, revisions, and long-term maintenance.

Corrections and questions

If you notice an issue in Tokenizer content that may involve an AI-assisted draft or an incorrect claim, send details and sources to support@tokenizer.ca or info@tokenizer.ca.

The relevant page or product route will be reviewed by a human editor or engineer.