## 3 Methodology
### Attack Vector Analysis from AI Engine Surveys
#### 4.3.4 Gemini Survey Results  
Table 6 shows the results from the Gemini survey. Gemini's survey underscores a cybersecurity environment dominated by high-severity network-based attacks, with blinding, jamming, replay, relay, and sensor interference attacks posing the most critical threats. These attacks predominantly exploit network vectors, require no user interaction, and often \begin{table}
\begin{tabular}{c c c c c c c c c c} \hline
**Attack Type** & **AV** & **AC** & **AT** & **PR** & **UI** & **C** & **I** & **A** & **Avg. CVSS Score** \\ \hline Blinding Attack & Physical & Low & Present & None & None & None & High & High & 4.4 \\ \hline Jamming Attack & Network & Low & Present & None & None & Low & Low & High & 8.3 \\ \hline Black Hole Attack & Network & Low & Present & None & None & Low & High & High & 8.4 \\ \hline Timing Attack & Network & High & Present & Low & None & Low & High & High & 6.1 \\ \hline Disruptive Attack & Network & Low & None & None & None & None & Low & High & 8.8 \\ \hline Replay Attack & Network & Low & Present & None & None & High & High & Low & 9.2 \\ \hline Replay Attack & Network & Low & Present & None & None & High & High & Low & 9.2 \\ \hline Eavesdropping Attack & Network & Low & Present & None & None & High & None & None & 8.2 \\ \hline Sybil Attack & Network & High & Present & None & None & High & High & Low & 9.2 \\ \hline Blind Spot Exploitation & Physical & Low & Present & None & None & None & High & High & 4.4 \\ \hline Sensor Interference Attack & Physical & Low & Present & None & None & None & High & High & 4.4 \\ \hline Acoustic Attack & Physical & High & Present & None & None & None & High & High & 4.4 \\ \hline Impersonation Attack & Network & High & Present & Low & None & High & High & Low & 9.2 \\ \hline Falsified Information Attack & Network & High & Present & Low & None & High & High & Low & 7.6 \\ \hline Cloaking Attack & Network & High & Present & None & None & High & High & Low & 9.2 \\ \hline \end{tabular}
\end{table} 
Table 4: DeepSeek survey result. \begin{table}
\begin{tabular}{c c c c c c c c c c} \hline
**Attack Type** & **AV** & **AC** & **AT** & **PR** & **UI** & **C** & **I** & **A** & **Avg. CVSS Score** \\ \hline Blinding Attack & Physical & High & Present & None & None & High & High & High & 5.4 \\ \hline Jamming Attack & Adjacent & Low & Present & None & None & Low & Low & High & 6.1 \\ \hline Black Hole Attack & Network & Low & Present & None & None & High & High & High & 9.2 \\ \hline Timing Attack & Local & High & Present & High & None & High & High & Low & 7.1 \\ \hline Disruptive Attack & Physical & High & Present & None & None & Low & Low & High & 4.4 \\ \hline Replay Attack & Network & Low & Present & None & None & High & High & High & 9.2 \\ \hline Relay Attack & Adjacent & Low & Present & None & None & High & High & High & 7.7 \\ \hline Eavesdropping Attack & Adjacent & Low & None & None & None & High & None & None & 7.1 \\ \hline Sybil Attack & Network & High & Present & Low & None & High & High & High & 7.7 \\ \hline Blind Spot Exploitation & Physical & High & Present & None & None & Low & High & High & 4.6 \\ \hline Sensor Interference Attack & Physical & High & Present & None & None & Low & High & High & 4.6 \\ \hline Acoustic Attack & Physical & High & Present & None & None & None & None & High & 4.6 \\ \hline Impersonation Attack & Network & High & Present & None & None & None & None & High & 4.1 \\ \hline Falsified Information Attack & Network & High & Present & Low & None & High & High & High & 7.7 \\ \hline Falsified Information Attack & Network & High & Present & None & None & High & High & High & 9.2 \\ \hline Cloaking Attack & Network & High & Present & None & None & High & High & High & 9.2 \\ \hline \end{tabular}
\end{table} 
Table 5: Copilot survey result. operate with low or no privileges, enabling large-scale exploitation through passive or automated means.