T02 · Agent Memory Poisoning
- Location
SKILL.md:61- Finding
Persistent User-Controlled Learnings Can Poison Future Agent Behavior
- Content
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- Remediation
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Security audit
Security checks for vulnerabilities and agentic risk
This skill is not malicious, but it should be reviewed because it persistently records broad conversation and behavior history without clear opt-in, retention, or redaction controls.
Install only if you want an agent to keep local cross-session notes about your work habits, preferences, reminders, and configuration changes. Review or delete its memory files regularly, avoid using it around secrets or personal data, and require confirmation before it stores or reuses long-term learnings.
SKILL.md:61Persistent User-Controlled Learnings Can Poison Future Agent Behavior
SKILL.md:101Automatic Context Logging Can Persist Sensitive User and Configuration Data
The manifest description is written only in Chinese ('AEON主动伙伴技能包...') while the rest of the document is in English, and there is no indication that this language choice is optional or region-specific. That creates a locale/language policy concern because the skill presents a fixed language without user opt-in.
The skill explicitly remains active during ordinary conversation and continues monitoring for feedback, clarification opportunities, preferences, emotions, and patterns without a narrow activation boundary. That broad always-on scope increases the chance of collecting and persisting more user data than necessary, and it makes autonomous prompting/logging behavior occur in contexts where the user did not clearly request memory or analysis features.
The skill is designed for cross-session persistence of reminders, preferences, corrections, and behavior patterns, and it proactively offers to create shortcuts or automations based on observed repetition. Persistent behavioral profiling can expose sensitive habits over time and may cause the agent to act on stale or overly broad inferences across sessions without renewed consent.
When Pattern Detected:
"I notice you often [pattern]. Would you like me to create a shortcut?"
Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.
❌ Don't repeat mistakes
❌ Don't ignore feedback
❌ Don't push suggestions aggressively
❌ Don't skip confirmation on risky actions
❌ Don't pretend to be correct
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Skill requests more permissions than appear necessary for its stated functionality. Review if elevated access is justified.
## Permissions
**Declared permissions:**
- `localStorage.read` — read saved notes and learnings
- `localStorage.write` — save notes to local files
No suspicious patterns detected.