triage

A demo of a self-serve security report triage agent built with Claude Code, which reads emails, accesses source code in a sandbox, and emails a suggested response to the user.

This paper presents the FETCH classifier, which uses an ensemble of LLMs to generate follow-up questions for automated legal intake, evaluating question quality and cost trade-offs. It finds that high-cost models like GPT-5 are needed for effective plain-language questions, and proposes a rubric for evaluating such questions.

A tweet observing that much AI cognition will be adequate for tasks, with remaining work involving diagnostic triage such as deciding whether to spend on a lawyer.

SOC analysts bypassed policy by using external AI tools for triage, exposing internal data; now seeking sanctioned alternatives without the data handling risk.

Introduces TRIAGE, a framework for evaluating LLMs' prospective metacognitive control under token budgets, finding substantial gaps in their ability to allocate compute efficiently across problems.