This page describes how content on AI Code Invest is sourced, checked, and corrected. Its purpose is to be plain and honest about what the editorial process does and does not do.

Sources and references

Every article ends with a References section. Where an article relies on a specific paper, benchmark, dataset, specification, or external claim, that source is linked at the point of citation in the body and listed again in the References section at the end. Wherever a primary source exists, the link points to the original paper, the official documentation, or the primary data source rather than to a secondary aggregator. A claim that cannot be tied to a real reference is removed rather than published.

Link checking

Before an article is published, its outbound reference links are checked with an automated link checker to confirm that each target resolves and returns a valid response. Links that fail this check are corrected or removed before the article goes live. Link checking catches dead and mistyped URLs; it does not by itself guarantee that a working page supports the claim it is cited for, which is why sources are chosen to be primary and specific.

Corrections

Errors are corrected when they are found, whether identified by the author or reported by a reader. When a substantive correction is made — a factual error, a broken code sample, or an incorrect citation — the post’s “Last updated” date is changed to reflect the revision. Minor edits such as typographical fixes are made without changing that date. Readers who spot an error are encouraged to report it through the contact page; corrections are welcomed.

Scope

The site publishes technical articles in two areas only:

• Applied AI and machine learning — model architectures, training methods, evaluation, and related applied topics.
• Software and data engineering — back-end systems, data infrastructure, developer tooling, and related practice.

The site does not publish content outside these two areas. It does not provide financial, medical, legal, or other professional advice of any kind.

Authorship and advertising

Articles are written and edited by kongastral and published under that byline. The site displays Google AdSense advertising; ad placement is independent of editorial decisions, and no article is included or shaped on the basis of expected ad revenue.

Contact

For questions about content, corrections, or editorial policy, please use the contact page.

Last updated: July 2026.