Abstract
The disclosed technology automates vulnerability reproduction using a multi-agent orchestration framework where specialized large language model agents parse vulnerability reports and generate execution plans. The framework stores these plans in a structured, declarative “cookbook” file, enabling deterministic and iterative processing. The system executes a proof-of-concept exploit within a bifurcated infrastructure, separating a staging environment with internet access from a fully air-gapped execution environment to ensure safety. An in-flight command interception middleware intercepts all model-generated shell commands to sanitize them and enforce security policies before execution. To support high-throughput operations, a pre-warmed environment pool manager reduces provisioning latency by providing access to isolated cloud environments. A sliding window batch coordinator also decouples the planning and execution phases to manage a high volume of concurrent tasks. This approach autonomously verifies vulnerabilities from security reports in a safe and scalable manner.
Keywords: Vulnerability Reproduction, Proof-of-Concept exploit (PoC), Multi-Agent Orchestration Framework, Air-Gapped Environment, Command Interception Middleware, Pre-Warmed Environment Pool Manager, Sliding Window Batch Coordinator
Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 License.
Recommended Citation
N/A and N/A, "Autonomous Vulnerability Reproduction Engine with Air-Gapped LLM Orchestration and Pre-Warmed Environments", Technical Disclosure Commons, (October 12, 2026)
https://www.tdcommons.org/dpubs_series/12094