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ResearchFormerly WizWand

Memory Control Flow Attack (Cross-task Propagation) on MEMFLOW M-Scope

100Instruction Success Rate (ISR)MEMFLOW
9597.5100102.5Mar 16, 2026
Updated 7mo ago

Evaluation results

MethodLinks
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=Strong, Regime=Online, Framework=LangChain, LLM Backbone=gpt-5-mini2026.0310097.2
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=Strong, Regime=Online, Framework=LangChain, LLM Backbone=claude-sonnet-4-52026.03100100
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=Strong, Regime=Online, Framework=LangChain, LLM Backbone=gemini-2.5-flash2026.03100100
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=Strong, Regime=Online, Framework=LlamaIndex, LLM Backbone=gpt-5-mini2026.03100100
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=Strong, Regime=Online, Framework=LlamaIndex, LLM Backbone=claude-sonnet-4-52026.03100100
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=Strong, Regime=Online, Framework=LlamaIndex, LLM Backbone=gemini-2.5-flash2026.03100100
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=Strong, Regime=Isolated, Framework=LangChain, LLM Backbone=gpt-5-mini2026.03100100
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=Strong, Regime=Isolated, Framework=LangChain, LLM Backbone=claude-sonnet-4-52026.03100100
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=Strong, Regime=Isolated, Framework=LangChain, LLM Backbone=gemini-2.5-flash2026.03100100
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=Strong, Regime=Isolated, Framework=LlamaIndex, LLM Backbone=gpt-5-mini2026.03100100
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=Strong, Regime=Isolated, Framework=LlamaIndex, LLM Backbone=claude-sonnet-4-52026.03100100
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=Strong, Regime=Isolated, Framework=LlamaIndex, LLM Backbone=gemini-2.5-flash2026.03100100
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=Weak, Regime=Isolated, Framework=LangChain, LLM Backbone=gpt-5-mini2026.0310097.2
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=Weak, Regime=Isolated, Framework=LangChain, LLM Backbone=claude-sonnet-4-52026.03100100
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=Weak, Regime=Isolated, Framework=LangChain, LLM Backbone=gemini-2.5-flash2026.03100100
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=Weak, Regime=Isolated, Framework=LlamaIndex, LLM Backbone=gpt-5-mini2026.03100100
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=Weak, Regime=Isolated, Framework=LlamaIndex, LLM Backbone=claude-sonnet-4-52026.03100100
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=Weak, Regime=Isolated, Framework=LlamaIndex, LLM Backbone=gemini-2.5-flash2026.03100100
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=OFF, Regime=Isolated, Framework=LangChain, LLM Backbone=gpt-5-mini2026.031000
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=OFF, Regime=Isolated, Framework=LangChain, LLM Backbone=claude-sonnet-4-52026.031000
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=OFF, Regime=Isolated, Framework=LangChain, LLM Backbone=gemini-2.5-flash2026.031000
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=OFF, Regime=Isolated, Framework=LlamaIndex, LLM Backbone=gpt-5-mini2026.031000
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=OFF, Regime=Isolated, Framework=LlamaIndex, LLM Backbone=claude-sonnet-4-52026.031000
MEMFLOWTool Target=Safe Tool, Tool Label=Harmful, Retrieval Strength=OFF, Regime=Isolated, Framework=LlamaIndex, LLM Backbone=gemini-2.5-flash2026.031000