## https://sploitus.com/exploit?id=0725F40C-1A72-5C8A-8B5C-E63D3AC478E8
# Automation-Exploit (Legacy Prototype)
This repository contains an **earlier prototype** of *Automation‑Exploit*, a multi‑agent framework designed to automate reconnaissance-driven exploit generation using LLM-based reasoning and orchestrated analysis pipelines.
⚠️ **Note**
This is **not** the latest version of the framework.
The complete architecture — including the **Digital Twin safety layer**, **double-container execution model**, **Autopsy mechanism**, **Accumulator-based MAS**, and the **full adversarial governance pipeline** — is part of a newer release (**v3**) currently under **peer review for publication in *Computers & Security (Elsevier)***.
These components will be released only after the review process is completed.
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## 🚀 Overview (Legacy Version)
This legacy version includes:
- The original **orchestration pipeline** for coordinating LLM agents
- Early-stage **exploit generation logic**
- Basic **contextual intelligence extraction**
- Initial **multi-step reasoning workflow**
- A preliminary **Digital Twin prototype** based on single-container mirroring
(no Predictive Safety Layer, no dual-container replication, no deterministic replay, no Autopsy system)
- Early **Adversarial Hand-off** mechanism for delegating exploit refinement between agents
(without accumulator-driven meta-reasoning)
- A basic **Two-Stage False-Positive Reduction** workflow
- Prototype modules for:
- reconnaissance interpretation
- vulnerability pattern inference
- exploit template adaptation
This prototype represents the foundation on which the more advanced architecture was built.
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## 🧠 What’s *not* included (by design)
The following components are **not part of this public prototype**, as they belong to the version currently under peer review:
- **Digital Twin–based execution environment**
- **Double-container safety mechanism** (crash isolation + deterministic replay)
- **Isomorphic Synchronization & LD_PRELOAD-based Replication**
(runtime hooking, FD interception, deterministic state alignment, and the 7‑stage autonomous exfiltration pipeline)
- **Autopsy subsystem** for post-crash forensic telemetry
- **Accumulator-driven Multi-Agent System (MAS)**
These features introduce novel scientific contributions and will be released only after the publication process.
## 📄 Citation (Preprint)
The official preprint of this research is publicly available on **arXiv**:
**Biagio Andreucci, Arcangelo Castiglione.
"Automation-Exploit: A Multi-Agent LLM Framework for Adaptive Offensive Security with Digital Twin-Based Risk-Mitigated Exploitation."
arXiv:2604.22427 [cs.CR] (2026).**
https://arxiv.org/abs/2604.22427
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## 📬 Contact
For research discussions or collaborations:
**Biagio Andreucci**
AI & Cybersecurity Engineer
LinkedIn: https://www.linkedin.com/in/biagio-andreucci-42672627a
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## ⚖️ Disclaimer
This repository is provided **for research purposes only**.
No real-world exploitation should be performed using this prototype.