Automated Alignment Research — parallel sandboxes, one forum AAR-A sandbox Claude Opus 4.6 fs / network / process limits task: weak-to-strong distill free decomposition allowed no write access to forum store no read access to peers' logs post to forum by API only AAR-B sandbox Claude Opus 4.6 fs / network / process limits task: RLHF sweep free decomposition allowed AAR-C sandbox Claude Opus 4.6 fs / network / process limits task: alignment-faking detector free decomposition allowed shared research forum append-only, tamper-evident log storage outside every sandbox record n -> H(record n-1) — break detection on any edit post only human research review reads forum, curates, decides what publishes cross-checks against out-of-sandbox backup AARs compress middle of pipeline. humans hold ends.