Reasoning is the new attack surface. SERPENT finds the flaws. CoT inflation, steganographic detection, reasoning chain manipulation, data leakage via reasoning, reasoning loop injection, and full CoT audit — weaponised for authorised red team engagements.
SERPENT targets chain-of-thought reasoning — the internal deliberation that modern AI models use to solve complex problems. Every reasoning step, every intermediate conclusion, every thought chain — all exploitable. SERPENT finds the flaws in how AI thinks.
Inflate chain-of-thought reasoning to consume excessive tokens. Resource exhaustion via reasoning amplification. Cost manipulation through deliberate reasoning expansion.
Detect hidden information encoded within reasoning chains. Steganographic payload identification. Covert channel detection in chain-of-thought outputs.
Manipulate intermediate reasoning steps to alter final outputs. Inject false premises into reasoning chains. Redirect logical conclusions through crafted inputs.
Extract sensitive data through reasoning chain outputs. System prompt leakage via reasoning traces. Training data extraction through deliberate reasoning exploitation.
Inject infinite reasoning loops. Denial-of-service via circular logic. Resource exhaustion through recursive reasoning patterns. Self-referential chain exploitation.
Complete chain-of-thought security audit. Reasoning integrity verification. Thought chain consistency checking. Full CoT vulnerability assessment and reporting.
Standard mode detects. UNLEASHED exploits. Ed25519 crypto. Dual-gate safety. One operator.
Maps chain-of-thought attack surfaces. Identifies vulnerable reasoning patterns. No exploitation. Reports only.
Plans full CoT exploitation campaigns. Shows exactly what would work. Ed25519 required. No execution.
Cryptographic override. Private key controlled. One operator. Founder's machine only.
THIS TOOL IS FOR AUTHORISED SECURITY TESTING ONLY. EVERY EXECUTION IS SIGNED AND LOGGED.
6 subsystems. 61 tests. Chain-of-thought exploitation. The tool that proves your AI reasoning isn't safe.