SlotGuard: Stop Oversharing Private Local Context in LLM Agent Transcri
LLM agents can leak privacy (e.g., paths, emails) and credentials (e.g., API keys) as agent observations (e.g., tool outputs, shell logs, and file reads) are appended to provider-bound transcripts. Existing placeholder redaction is brittle: it can miss embedded or cross-turn references, over-redact benign lookalikes, and destroy the structure useful for reasoning. We present SlotGuard, a local transcript boundary that can hide sensitive data while retaining agents' performance. SlotGuard rewrites structural bindings as typed, suffix-aware slots, replaces secrets with format-preserving syntheti
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- FuzzySimilar title/name (fuzzy) · 59%AgentCore-8B →
“Fuzzy title match (0.73): “SlotGuard: Stop Oversharing Private Local Context in LLM Age” ≈ “AgentCore-8B””
- FuzzySimilar title/name (fuzzy) · 87%SWE-agent/SWE-agent →
“Fuzzy title match (0.94): “SlotGuard: Stop Oversharing Private Local Context in LLM Age” ≈ “SWE-agent/SWE-agent””
- FuzzySimilar title/name (fuzzy) · 87%zhayujie/CowAgent →
“Fuzzy title match (0.94): “SlotGuard: Stop Oversharing Private Local Context in LLM Age” ≈ “zhayujie/CowAgent””
- FuzzySimilar title/name (fuzzy) · 84%mudler/LocalAI →
“Fuzzy title match (0.92): “SlotGuard: Stop Oversharing Private Local Context in LLM Age” ≈ “mudler/LocalAI””
- FuzzySimilar title/name (fuzzy) · 59%NousResearch/hermes-agent →
“Fuzzy title match (0.73): “SlotGuard: Stop Oversharing Private Local Context in LLM Age” ≈ “NousResearch/hermes-agent””
- FuzzySimilar title/name (fuzzy) · 59%bojieli/ai-agent-book →
“Fuzzy title match (0.73): “SlotGuard: Stop Oversharing Private Local Context in LLM Age” ≈ “bojieli/ai-agent-book””
- LinkedLinked via arxiv author · 85%Haocheng Xia →
“SlotGuard: Stop Oversharing Private Local Context in LLM Agent Transcri”
- LinkedLinked via arxiv author · 85%Yongjoo Park →
“SlotGuard: Stop Oversharing Private Local Context in LLM Agent Transcri”