4 papers
Harness Tokenomics: A Router for the Enterprise Agentic Control Plane
Arian Abbasi, Alan Aqrawi, Ted Kwartler
Harnesses, the products that run AI coding agents, are multiplying, and enterprises are rolling them out to their employees. What started as pilots with a few hundred seats is now…
AI Guardrail Survival under Single-Cycle Agentic Self-Summarization
Ted Kwartler, Alan Aqrawi, Arian Abbasi
Long-running agents periodically compact their context, replacing the transcript with a model-generated summary. Recent work shows that dropping a standing safety constraint during…
An indicator for effectiveness of text-to-image guardrails utilizing the Single-Turn Crescendo Attack (STCA)
Ted Kwartler, Nataliia Bagan, Ivan Banny +2
The Single-Turn Crescendo Attack (STCA), first introduced in Aqrawi and Abbasi [2024], is an innovative method designed to bypass the ethical safeguards of text-to-text AI models,…
Well, that escalated quickly: The Single-Turn Crescendo Attack (STCA)
Alan Aqrawi, Arian Abbasi
This paper introduces a new method for adversarial attacks on large language models (LLMs) called the Single-Turn Crescendo Attack (STCA). Building on the multi-turn crescendo atta…