Layered defense design for a coding copilot deployment against recursive self-instruction attacks, using retrieval trust scoring on Grok 3.
Layered defense design for a coding copilot deployment against indirect injection via RAG documents attacks, using structured function-call-only interface on Mistral Large.
Layered defense design for a coding copilot deployment against role-play jailbreak attacks, using structured function-call-only interface on Claude Opus 4.5.
Layered defense design for a coding copilot deployment against multi-turn manipulation attacks, using hash-based prompt pinning on GPT-4o.
Layered defense design for a coding copilot deployment against tool-use hijacking attacks, using hash-based prompt pinning on Mistral Small 3.
Layered defense design for a coding copilot deployment against prompt leaking attacks attacks, using output schema enforcement on Gemini 2.5 Pro.
Layered defense design for a coding copilot deployment against DAN-style persona attack attacks, using output schema enforcement on GPT-4.1.
Layered defense design for a coding copilot deployment against markdown image exfiltration attacks, using spotlighting (delimiter marking) on Qwen 2.5 72B.
Layered defense design for a coding copilot deployment against instruction smuggling in URLs attacks, using spotlighting (delimiter marking) on Gemini 2.0 Flash.
Layered defense design for a coding copilot deployment against invisible text injection (zero-width chars) attacks, using input sanitization on GPT-4o-mini.
Layered defense design for a coding copilot deployment against memory poisoning attack attacks, using input sanitization on o1-mini.
Layered defense design for a coding copilot deployment against recursive self-instruction attacks, using output content filter on DeepSeek-V3.