news

Sep 30, 2026 Efficient Hierarchical Transformers for Representing Log Data (formerly HLogformer) accepted to the NeurIPS 2026 Workshop on Long-Context Foundation Models: a memory-efficient architecture that exploits the nested structure of log entries.
Sep 28, 2026 PurpleAudit accepted to NeurIPS 2026 (Evaluations & Datasets Track): co-evolutionary red/blue-team auditing of multi-agent systems against task hijacking.
Sep 24, 2026 New preprint: On the Effectiveness of Kernel-Level Evidence for Agent Security. We introduce ACE, a 4,047-session corpus pairing kernel syscall traces with agent transcripts, and show that kernel evidence is discriminative on its own and complements application-layer signals.
May 27, 2026 Released ClawGuard — an AI workload observer that watches what local agents are doing on your machine (processes, network, parent chains) and never blocks or modifies anything itself.
May 25, 2026 STARS accepted to the SPIGM Workshop at ICML 2026 — synchronous token alignment for robust supervision in LLMs.
Sep 15, 2025 The audit-log foundation model I tech-led shipped to production in Amazon GuardDuty — cutting customer-facing false positives by 20–30% on anomaly detection.