AI use

Wits World permits disclosed, human-accountable AI assistance under the course policy. AI output is an input to engineering work, not evidence that a result is correct or that a stakeholder approved it.

Supported uses

The repository records AI use for code generation, inline editing, and code review where those activities materially occur. The declarations currently name only tools and models already evidenced in the repository README: ChatGPT-Web[GPT-5.6 Thinking], Codex-CLI[gpt-5.6-sol medium], Codex-CLI[GPT-5], Codex[GPT-5], Codex[GPT-5.6 Sol], and ChatGPT-Web[GPT-5.6 Sol]. A contributor must name the tool and model actually used; this list is not a prompt to copy every name into an attribution.

Verification and responsibility

The contributor remains responsible for generated or edited work. They must inspect the diff, understand the behavior, run proportionate tests, verify cited facts against authoritative sources, protect secrets and personal data, and keep the result within the issue scope. AI output must not be blindly trusted, used to invent stakeholder decisions or missing content, or reported as a test that was not executed. Security, migration, accessibility, licensing, and production claims receive the same human review as non-AI work.

AI-assisted review findings are checked against the actual code and reproduced where practical. The reviewer or contributor records confirmed defects and evidence gaps; model confidence alone is not a finding.

Attribution

Every commit containing AI-generated code includes an accurate extended commit message line for every materially contributing tool/model:

Assisted-by: Codex-CLI[gpt-5.6-sol medium]

The example is illustrative; use the real tool and model. Submission-facing documents that AI created, planned, reviewed, or edited include an accurate AI declaration in the document itself. Attribution discloses assistance but does not transfer responsibility or prove correctness.

The preceding document was generated, edited, and reviewed with the assistance of Codex[GPT-5] and ChatGPT-Web[GPT-5.6 Sol].