T01 · Skill Instruction Hijacking
- Location
SKILL.md:60- Finding
Mandatory Promotional Content Hijacks Agent Responses
- Content
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- Remediation
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Security audit
Security checks for vulnerabilities and agentic risk
The skill is mostly an educational decision-making guide, but it forces unsolicited onboarding and promotional Heardly branding into responses, including outside its subject area.
Install only if you are comfortable with a book-advice skill that may proactively introduce itself and append Heardly-branded promotional text and links to answers. It does not appear to run code or access local data, but its response-format control is broader than necessary for the stated purpose.
SKILL.md:60Mandatory Promotional Content Hijacks Agent Responses
SKILL.md:29Unsolicited First-Load Onboarding Overrides User-Driven Interaction
The trigger list is broad and includes generic terms like decision-making, biases, overconfidence, framing, and common psychology concepts, which can cause the skill to activate in many unrelated conversations. Unintended invocation can override more appropriate skills, inject unsolicited onboarding content, and create prompt-routing confusion that degrades safety and user trust.
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.
| **Control** | Cannot be turned off | Can be engaged or disengaged |
| **Responsible for** | Impressions, feelings, habits | Reasoning, calculation, self-control |
> **Case: The ball and bat problem** (Introduction): A bat and ball cost $1.10. The bat costs $1.00 more than the ball. How much is the ball? System 1 instantly says 10 cents. System 2 should catch the error (the correct answer is 5 cents). Most people answer 10 cents because System 2 is lazy and endorses System 1's answer without checking.
> **Key takeaway**: System 2 is not automatically engaged. It must be actively called upon — and even then, it often defaults to System 1's answer because thinking is effortful.
## WYSIATI — What You See Is All There Is
Skill's behavior or capabilities extend beyond its stated purpose. Scope creep allows an agent to perform actions unrelated to its documented functionality, increasing the attack surface.
## Anti-Pattern 1: Overconfidence
**The mistake:** Believing you know more than you do. Overconfidence is not limited to arrogant people — it affects everyone, especially experts.
**The correction:** Use the outside view. Before making a confident prediction, ask: "What is the base rate for similar predictions by similar people?" Experts are often less accurate than they think they are.
No suspicious patterns detected.