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Muhammed Shafin P
Muhammed Shafin P

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AK-CLP: Obfuscating Digital Footprints with Indistinguishable Streams

The AetheroKrypt Confusion Layer Protocol (AK-CLP), developed by Muhammed Shafin P as part of the AetheroKrypt Research Series, introduces a new method for encrypted communication designed to resist traffic analysis and censorship. The protocol operates by simultaneously maintaining two indistinguishable encrypted data streams between a client and a server.

A key innovation of AK-CLP is its use of both a primary "main stream" for meaningful data and a "decoy stream" that carries randomized or AI-generated filler. These two streams share identical network endpoints, encryption settings, and behavioral characteristics, making it challenging for external observers or adversaries to differentiate the genuine communication channel from the decoy.

The protocol's operation begins with a fixed trigger message from the client to initiate the session. Following this, both streams transition into randomized transmission phases, ensuring similar timing, packet sizes, and frequency patterns. This design aims to maximize obfuscation against traffic analysis, pattern detection, and active surveillance, thereby enhancing communication privacy and security.

Common encrypted communication protocols often rely on single streams with identifiable traffic patterns, which can expose metadata even when the payload is secure. While decoy traffic and cover channels have been explored, many existing solutions utilize separate channels, different ports, or varying fingerprints, which can still be distinguished through advanced analysis. AK-CLP addresses these limitations by employing two concurrent End-to-End Encrypted (E2EE) streams directed to the same destination, both featuring identical network parameters and client fingerprints.

The protocol involves several phases. During communication setup, both the main and decoy streams connect to the same server endpoint using identical connection parameters, encryption algorithms, and keys. Client application fingerprints, TLS versions, and headers are also kept identical across both streams. The initial trigger phase involves the client sending a predetermined message (e.g., "INIT-000-LLM-AUTH") to synchronize the session state with the server, marking the transition to the randomized transmission phase. In this subsequent phase, both streams send random-length encrypted data packets. The main stream carries actual data payloads interspersed with randomized segments for obfuscation, while the decoy stream transmits randomized or AI-generated content that mimics the size, timing, and frequency of the main stream's packets. This ensures that both streams maintain similar temporal and size profiles to thwart traffic and behavioral analysis.

The indistinguishability of the streams is central to AK-CLP's security. They share the same destination IP and port, TLS and protocol fingerprints, encryption keys and algorithms, and similar packet size distributions and timing intervals. This uniformity makes it nearly impossible for observers to distinguish the main stream from the decoy without access to encryption keys or session context.

The security and privacy implications of AK-CLP are significant. Its mimicry of legitimate traffic in both streams enhances resilience against pattern-based detection methods and complicates filtering or blocking decisions by network censorship mechanisms. By sharing all metadata characteristics across both streams, the protocol also protects against metadata leakage, rendering attempts to infer communication content from metadata ineffective. Furthermore, the potential use of AI or small language models on the server to generate filler content for the decoy stream can further enhance its realism and complicate detection.

Potential use cases for AK-CLP include secure, covert communication for privacy-sensitive users under surveillance, bypass mechanisms in oppressive censorship environments, research into combining AI and encryption for advanced obfuscation, and command and control channels requiring strong stealth properties.

This protocol concept is an original contribution by Muhammed Shafin P and is part of the AetheroKrypt Research Series, aiming to advance encrypted communication by introducing a novel dual-stream indistinguishable E2EE approach that leverages randomized messaging and AI-generated decoys.

For further details on the AetheroKrypt Confusion Layer Protocol, please refer to the GitHub repository: https://github.com/hejhdiss/AK-CLP. This work by Muhammed Shafin P is licensed under the Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0) License.

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