news

Sep 29, 2026 New preprint: Not Until the Evidence Says So — teaching LLM investigators when to close a case, and to leave it open and name what is missing when the evidence falls short. It comes with Nautil, 731 audited cases from aviation, rail, maritime, chemical-safety, vehicle-defect and server-incident investigations. See publications.
May 15, 2026 JustDiag — our diagnostic justification engine for accountable root cause analysis — is out as a preprint. :sparkles:
May 01, 2026 CAVIAR (ICA-based VAE for root-cause disentanglement in large-scale microservice systems) is accepted to KDD 2026.
Sep 18, 2025 UnCLe — scalable dynamic causal discovery in non-linear temporal systems — is accepted to NeurIPS 2025. Code & datasets.
May 16, 2024 FaultInsight — interpretable host-fault diagnosis for hyperscale data centers, built on real ByteDance production data — is accepted to KDD 2024.