Editorial policy, corrections, and AI disclosure.

Research pages are published under the Cyber Tool Stack Editorial Team identity because the guide is maintained as one structured body of work. That byline is an accountability label, not a claim of personal certification or hands-on experience with every product listed.

Vendors do not pay for inclusion, placement, comparison outcomes, or links. The guide does not accept sponsored rankings. If that model ever changes, affected pages must disclose the relationship clearly and locally.

Current product, vendor, acquisition, license, standard, and framework facts require web verification before publication. Editorial summaries distinguish documented facts from evaluation guidance. Absence of a recorded capability is described as “not verified,” not as proof that the capability does not exist.

Automation and AI may help organize research, draft plain-language explanations, generate structured markup, and run consistency checks. They do not replace source verification. Factual records must retain human-inspectable source URLs and verification dates, and the build rejects invalid cross-references before publication.

Corrections are evaluated against current primary evidence. When a material factual record is changed, its verification date and source set should be refreshed with it. To flag an error, include the exact page URL, the disputed statement, and a current source in a correction request.