Presidency / Operation Vulindlela

How these positions were derived

Every stance on this page is AI-derived from parliamentary and public records — committee transcripts, submissions, and published statements — and each carries the one-line reason the model gave for it. They are a research starting point, not a position an organisation has confirmed. Verification is tiered. 235 of 451 stance records have been verified, and 37 corrected, by a paired AI review — two independent AI reviewers per actor plus an adjudicator — that checked each stance for coherence against the actor’s recorded brief and the idea text. That check did not reach back to primary parliamentary sources, so an AI-verified badge means internally consistent, not independently confirmed. A corrected row shows the revised position, with the originally recorded stance and the adjudicator’s reason inspectable on its badge. The distinct top tier is human review: 0 of 451 stance records across the whole site have been checked by a human reviewer, and a human review always outranks the AI tiers. None have yet. Human-reviewed rows get their own badge as soon as they exist; the 179 rows with neither badge are the model’s unchecked call.