# Track Report Reaction and Denial as Three Separate Layers ## Claim When an AI capability controversy breaks, hold the originating report, the named reactions to it, and the company's denial as three separately-confirmed layers rather than letting them collapse into one settled narrative. <!-- atomicity: 1 idea ✓ --> ## Scope & conditions - Each layer can be true or false independently: a real report can draw uninformed reactions, and a denial can be accurate about a detail the report got wrong while conceding the substance. - The collapse usually happens in aggregation, where all three arrive in one paragraph with one attribution. - Practical form: note which layer each fact came from before repeating it, the same discipline as sourcing tiers in news. - Applies to security disclosures, outage post-mortems, and any fast-moving story with a vendor response. ## Evidence From coverage of the GPT-6 stealth-thinking controversy, where report, reaction, and denial circulated as one narrative. ## Links - [[Separate What an Outlet Saw From What It Attributes Secondhand]] — the same layering discipline applied to news sourcing - [[An Unspecified Denial Is an Assertion Not a Rebuttal]] — what the denial layer is worth when it declines to say what was wrong - [[3. Resources/MOCs/Evidence & Claims Literacy MOC]] — the sourcing-discipline thread this layering belongs to.