Layered defense design for a coding copilot deployment against recursive self-instruction attacks, using spotlighting (delimiter marking) on Claude 4 Sonnet.
Layered defense design for a coding copilot deployment against indirect injection via RAG documents attacks, using spotlighting (delimiter marking) on o3-mini.
Layered defense design for a coding copilot deployment against jailbreak prefix attacks, using input sanitization on Llama 3.3 70B.
Layered defense design for a coding copilot deployment against encoded payloads (base64/ROT13) attacks, using input sanitization on Claude 4.5 Sonnet.
Layered defense design for a coding copilot deployment against tool-use hijacking attacks, using output content filter on Grok 3.
Layered defense design for a coding copilot deployment against prompt leaking attacks attacks, using output content filter on Mistral Large.
Layered defense design for a coding copilot deployment against DAN-style persona attack attacks, using dual-LLM architecture on Claude Opus 4.5.
Layered defense design for a coding copilot deployment against payload smuggling in code blocks attacks, using dual-LLM architecture on GPT-4o.
Layered defense design for a coding copilot deployment against Unicode homoglyph attack attacks, using constitutional AI critique on Mistral Small 3.
Layered defense design for a coding copilot deployment against invisible text injection (zero-width chars) attacks, using constitutional AI critique on Claude Haiku 4.
Layered defense design for a coding copilot deployment against memory poisoning attack attacks, using canary tokens in system prompt on GPT-4.1.
Layered defense design for a coding copilot deployment against recursive self-instruction attacks, using canary tokens in system prompt on Qwen 2.5 72B.