Unified interface for interacting with different LLM providers (Claude, OpenAI, local models via vLLM/Ollama). Includes tool definitions for security operations (shell, file I/O, network, debugger) and cost/token tracking.
模型抽象层的统一接口设计体现了对多模型支持的战略考虑，同时整合了安全操作工具。这种设计使平台能够灵活适应不同模型，同时保持安全操作的一致性。成本和token追踪功能反映了AI使用中的经济考量，这在企业级应用中至关重要。
Gupta, Prateek, Tegan Maharaj, Martin Weiss, Nasim Rahaman, Hannah Alsdurf, Abhinav Sharma, Nanor Minoyan, et al. ‘COVI-AgentSim: An Agent-Based Model for Evaluating Methods of Digital Contact Tracing’. ArXiv:2010.16004 [Cs], 29 October 2020. http://arxiv.org/abs/2010.16004.
Science as Amateur Software Development. (2020, September 26). https://www.youtube.com/watch?v=zwRdO9_GGhY&feature=youtu.be
Goodley, S., & Halliday, J. (2020, September 18). Troubled test-and-trace system drafts in management consultants. The Guardian. https://www.theguardian.com/world/2020/sep/18/troubled-covid-test-and-trace-programme-drafts-in-management-consultants