🦑raditional Blue Team Techniques on Steroid with LLM Honeypots 🛡

Honeypots are not new. Still, you can re-innovate how it works with the technology - this time with LLM. Honeypots can be a critical tool for detecting and analyzing malicious activity. But what if we could take them to the next level? Enter LLM Honeypots—a groundbreaking approach leveraging the power of LLMs to create advanced, interactive traps for attackers.

🔍 What sets LLM Honeypots apart?

Traditional honeypots often rely on static or semi-dynamic environments. In contrast, LLMs introduce context-aware, adaptive interactions, enabling a honeypot to mimic real systems and user behaviors more convincingly. Imagine an attacker interacting with a "system" that not only responds but learns and adapts in real time.

💡 Key Innovations:

1️⃣ Dynamic Interaction: LLMs can simulate realistic system responses, mimicking human-like behavior.
2️⃣ Data Harvesting: They help collect rich telemetry, offering insights into attacker methodologies.
3️⃣ Deception at Scale: LLMs enhance deception, making it harder for adversaries to distinguish honeypots from legitimate systems.

🔐 Why It Matters: This approach can provide security teams with a treasure trove of intelligence, from understanding new attack vectors to proactively defending against them. It’s a leap forward in using AI to protect and outsmart attackers.

🧠 Future Implications: Integrating LLMs into honeypot systems could redefine cybersecurity strategies as AI evolves. From training SOC teams to crafting defense mechanisms, the possibilities are endless.

The use of LLM Honeypots to interact with attackers and gather insights. Here's a potential flow:
1️⃣ Attacker Interaction: The attacker interacts with the system, believing it legit.
2️⃣ Honeypot Interaction: The interaction is routed to a honeypot, a system designed to mimic real environments while capturing malicious behaviors.
3️⃣ Data Collection & Analysis: The honeypot collects telemetry, including input patterns and attacker strategies. Then, the data is processed and analyzed.
4️⃣ Model Integration: The analyzed data is leveraged to enhance machine learning models or decision systems, potentially an LLM.
5️⃣ Feedback: The refined model can improve its security posture & response.

Ref: Elli Shlomo
@UndercodeCommunity
▁ ▂ ▄ U𝕟𝔻Ⓔ𝐫Ć𝔬𝓓ⓔ ▄ ▂ ▁

🚨 Struts2 Under Attack: New Vulnerability Exploited in the Wild

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#Microsoft's #Windows Store: A Step Forward or a Step Back?

https://undercodenews.com/microsofts-windows-store-a-step-forward-or-a-step-back/

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🔋 #Tesla Powers Up First Large-Scale Lithium Refinery in the US, Boosting Domestic EV Battery Production

https://undercodenews.com/tesla-powers-up-first-large-scale-lithium-refinery-in-the-us-boosting-domestic-ev-battery-production/

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#Tesla's #AI Ambitions: Hype vs Reality

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Quantizing Llama 3+: A Guide to Efficient Deployment

https://undercodenews.com/quantizing-llama-3-a-guide-to-efficient-deployment/

@Undercode_News

🦑 Ever wondered how VPN tunneling works? 🌐

This infographic breaks down the process, step by step, showing how data remains secure and private during transit. A VPN tunnel encrypts your data, ensuring that even if intercepted, it stays protected from unauthorized access. 🚀

🔘 Here are some key points:

✅ A VPN creates a secure pathway between your device and a server.
✅ Encryption protocols like OpenVPN, IPsec, and WireGuard safeguard your data.
✅ The process ensures privacy while you browse, stream, or work online.

🔒 How Does VPN Tunneling Work? 🌐

Let’s dive into the step-by-step process of how a VPN ensures secure and private communication over the internet:

1️⃣ User Initiates a Request:
The process begins when a user takes an action, such as browsing a website or accessing an app. This request originates from their device.

2️⃣ Request Encryption:
The VPN software installed on the user’s device encrypts the request using a secure encryption protocol (like OpenVPN, IPsec, or WireGuard). This ensures the data is unreadable to anyone intercepting it.

3️⃣ Data Travels Through the VPN Tunnel:
The encrypted data is then transmitted securely over the internet through the VPN tunnel, safeguarding it from threats during transit.

4️⃣ Server Decrypts the Data:
The VPN server decrypts the incoming data and forwards the user’s request to the target destination (e.g., a web server).

5️⃣ Web Server Processes the Request:
The web server receives the request, processes it, and prepares a response (e.g., delivering a webpage or data).

6️⃣ Response Encryption & Delivery:
The VPN server encrypts the response from the web server and sends it back through the secure VPN tunnel. The user’s VPN client decrypts the data, displaying the secure and private result on their device.

🔘 By following these steps, VPNs ensure data privacy, integrity, and security throughout the communication process.


Ref: Fadi Kazdar
@UndercodeCommunity
▁ ▂ ▄ U𝕟𝔻Ⓔ𝐫Ć𝔬𝓓ⓔ ▄ ▂ ▁

🦑 The potential of the LLM landscape

Have you ever wondered about the threats lurking beneath the surface? This high-level threat-mapping table exposes how LLM features intersect with risks, and the findings are eye-opening.

This table can be one of your LLM Risk guidance. From LLM-based
Controller to Tool Invocation, what are the potential threats? And which one affects you?

Ref: Elli Shlomo (IR)Elli Shlomo (IR)
@UndercodeCommunity
▁ ▂ ▄ U𝕟𝔻Ⓔ𝐫Ć𝔬𝓓ⓔ ▄ ▂ ▁

🖥️ The Sunset of #Intel Macs: How Long Will Your Machine Be Supported?

https://undercodenews.com/the-sunset-of-intel-macs-how-long-will-your-machine-be-supported/

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🌐 Nigerian Government Website Targeted by Funksec #Ransomware

https://undercodenews.com/nigerian-government-website-targeted-by-funksec-ransomware/

@Undercode_News

#Ransomware Targets JSSR Options Co Ltd

https://undercodenews.com/ransomware-targets-jssr-options-co-ltd/

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🛡️ Indiana Aerospace & Defense Added to FunkSec's #Ransomware Victim List

https://undercodenews.com/indiana-aerospace-defense-added-to-funksecs-ransomware-victim-list/

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💳 Killsec #Ransomware Targets Tumeny Payments Limited

https://undercodenews.com/killsec-ransomware-targets-tumeny-payments-limited/

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🚨 Cyber Threats on the Rise: A Weekly Roundup with Malwarebyte

https://undercodenews.com/cyber-threats-on-the-rise-a-weekly-roundup-with-malwarebyte/

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🚨 #Crypto Scams: A Growing 2025 Threat in the #Digital Age

https://undercodenews.com/crypto-scams-a-growing-2025-threat-in-the-digital-age/

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⚡️ Protecting Our #Digital Footprints: A New Bill Aims to Curb Data Brokerage

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🔧 Encrypted Messaging Service Used by Criminals Taken Down

https://undercodenews.com/encrypted-messaging-service-used-by-criminals-taken-down/

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🦑Free AI Ethical Hacking :

> Get: https://github.com/berylliumsec/nebula

> Tutorial: https://www.youtube.com/watch?v=188QnOcXEAI

📱 #Apple's Bold Future: Foldable iPhones and Slimmer Models

https://undercodenews.com/apples-bold-future-foldable-iphones-and-slimmer-models/

@Undercode_News

📱 #WhatsApp Beta 2242615: A Quick Fix for a Nasty Crash

https://undercodenews.com/whatsapp-beta-2242615-a-quick-fix-for-a-nasty-crash/

@Undercode_News