Layered defense design for a coding copilot deployment against jailbreak prefix attacks, using hash-based prompt pinning on Mistral Large.
Layered defense design for a coding copilot deployment against encoded payloads (base64/ROT13) attacks, using output schema enforcement on Claude Opus 4.5.
Layered defense design for a coding copilot deployment against tool-use hijacking attacks, using output schema enforcement on GPT-4o.
Layered defense design for a coding copilot deployment against prompt leaking attacks attacks, using spotlighting (delimiter marking) on Mistral Small 3.
Layered defense design for a coding copilot deployment against DAN-style persona attack attacks, using spotlighting (delimiter marking) on Gemini 2.5 Pro.
Layered defense design for a coding copilot deployment against payload smuggling in code blocks attacks, using input sanitization on GPT-4.1.
Layered defense design for a coding copilot deployment against Unicode homoglyph attack attacks, using input sanitization on o1.
Layered defense design for a coding copilot deployment against invisible text injection (zero-width chars) attacks, using output content filter on Gemini 2.0 Flash.
Layered defense design for a coding copilot deployment against memory poisoning attack attacks, using output content filter on GPT-4o-mini.
Layered defense design for a coding copilot deployment against recursive self-instruction attacks, using dual-LLM architecture on o1-mini.
Layered defense design for a coding copilot deployment against direct prompt injection attacks, using dual-LLM architecture on DeepSeek-V3.
Layered defense design for a coding copilot deployment against jailbreak prefix attacks, using constitutional AI critique on Claude 3.7 Sonnet.