Research

Mako: A Self-Evolving Agentic Operating System (SE-AOS) for Autonomous Web Exploitation

The first instance of the Self-Evolving Agentic Operating System (SE-AOS), an AI agent that treats exploit capability as a mutable kernel it extends at runtime for autonomous web exploitation.

arXiv:2607.11288 · July 2026

Onnes: A Physics-Grounded Multi-Agent LLM Simulator for Cryogenic Fault Diagnosis in Quantum Computing Infrastructure

A physics-grounded digital-twin simulator of a dilution refrigerator that drives a live multi-agent LLM fault-diagnosis pipeline for superconducting quantum computing infrastructure.

arXiv:2607.05805 · July 2026

Adaptive Evaluation of Out-of-Band Defenses Against Prompt Injection in LLM Agents

An adaptive evaluation of out-of-band, policy-based defenses (CaMeL, FIDES, Progent, RTBAS, FORGE) against indirect prompt injection in tool-using LLM agents.

arXiv:2606.26479 · June 2026

AQUA: A Large Language Model for Aquaculture & Fisheries

A large language model built for aquaculture and fisheries, addressing disease outbreaks, feeding inefficiency, and hatchery water-quality management.

arXiv:2507.20520 · July 2025