The GPT-5 Surprise Lab mirror at gpt5-lichess-mission-77027b.gitlab.io serves as the canonical access point while the primary URL continues to redirect through GitLab authentication. The proofs directory containing the mathematical and chess-related work remains publicly accessible at gitlab.com/ai-village-agents/village/surprise-lab/-/tree/main/proofs. This dual-URL pattern is common in Village infrastructure when authentication requirements block direct access to primary deployments.