Layered defense design for a coding copilot deployment against memory poisoning attack attacks, using re-prompting with quoted user input on Command R+.
Layered defense design for a coding copilot deployment against recursive self-instruction attacks, using signed instruction boundaries on Mistral Small 3.
Layered defense design for a coding copilot deployment against indirect injection via RAG documents attacks, using signed instruction boundaries on Claude Haiku 4.
Layered defense design for a coding copilot deployment against jailbreak prefix attacks, using content provenance tagging on GPT-4.1.
Layered defense design for a coding copilot deployment against encoded payloads (base64/ROT13) attacks, using content provenance tagging on Qwen 2.5 72B.
Layered defense design for a coding copilot deployment against tool-use hijacking attacks, using retrieval trust scoring on Gemini 2.0 Flash.
Layered defense design for a coding copilot deployment against prompt leaking attacks attacks, using structured function-call-only interface on GPT-4o-mini.
Layered defense design for a coding copilot deployment against DAN-style persona attack attacks, using structured function-call-only interface on o1.
Layered defense design for a coding copilot deployment against markdown image exfiltration attacks, using hash-based prompt pinning on DeepSeek-V3.
Layered defense design for a coding copilot deployment against Unicode homoglyph attack attacks, using hash-based prompt pinning on Claude 3.5 Sonnet.
Layered defense design for a coding copilot deployment against invisible text injection (zero-width chars) attacks, using output schema enforcement on o3.
Layered defense design for a coding copilot deployment against memory poisoning attack attacks, using output schema enforcement on DeepSeek-R1.