Editorial Methodology

Cognivirus.com uses an evidence-bound voice. It does not write as though catastrophe is inevitable. It does not anthropomorphize optimization when a capability-based explanation is sufficient.

Required distinctions

• Demonstrated result versus emerging preprint.
• Experimental observation versus universal claim.
• Architectural inference versus measured incident.
• Metaphor versus literal biological or malware claim.
• Model lineage versus behavioral inheritance.

Counterarguments

The site presents the strongest reasonable case for adaptive model ecologies: specialization, lower cost, local deployment, replaceability, resilience, privacy, modular maintenance, capability isolation, reversible releases, and reduced dependence on one monolithic model.

Review standard

Every source-dependent page should say what is known, what is inferred, what remains unknown, and what evidence would change the assessment.