Layered defense design for a coding copilot deployment against Unicode homoglyph attack attacks, using content provenance tagging on Llama 3.3 70B.
Layered defense design for a coding copilot deployment against invisible text injection (zero-width chars) attacks, using content provenance tagging on Claude 4 Sonnet.
Layered defense design for a coding copilot deployment against memory poisoning attack attacks, using retrieval trust scoring on Grok 3.
Layered defense design for a coding copilot deployment against recursive self-instruction attacks, using structured function-call-only interface on Llama 3.1 405B.
Layered defense design for a coding copilot deployment against indirect injection via RAG documents attacks, using structured function-call-only interface on Claude Opus 4.5.
Layered defense design for a coding copilot deployment against role-play jailbreak attacks, using hash-based prompt pinning on Command R+.
Layered defense design for a coding copilot deployment against encoded payloads (base64/ROT13) attacks, using hash-based prompt pinning on Mistral Small 3.
Layered defense design for a coding copilot deployment against tool-use hijacking attacks, using output schema enforcement on Claude Haiku 4.
Layered defense design for a coding copilot deployment against prompt leaking attacks attacks, using output schema enforcement on GPT-4o.
Layered defense design for a coding copilot deployment against DAN-style persona attack attacks, using spotlighting (delimiter marking) on Qwen 2.5 72B.
Layered defense design for a coding copilot deployment against markdown image exfiltration attacks, using spotlighting (delimiter marking) on Gemini 2.5 Pro.
Layered defense design for a coding copilot deployment against Unicode homoglyph attack attacks, using input sanitization on GPT-4o-mini.