AI Threat Checklist
Every AI system — from simple GPTs to advanced automations — is exposed to a set of common threats. This checklist helps beginners, creators, and builders understand where risks appear and how to protect against them. Use it as a quick reference whenever you build or update an AI workflow.
1. Prompt Injection
Can outsiders rewrite or override your instructions?
Risks include:
• Hidden commands inside user text
• “Ignore previous instructions” attacks
• Formatting tricks that bypass guardrails
2. Jailbreak Attempts
Can someone force your AI to break your safety rules?
Watch for:
• Emotional manipulation
• Phrasing that blurs instructions
• Role-play jailbreaks
• “You are now…” command resets
3. Data Leakage
Does your AI accidentally reveal private or internal information?
Risks include:
• Leaking past conversation history
• Exposing private instructions
• Copying sensitive content into outputs
4. Unsafe Content Generation
Can the AI generate harmful, biased, or dangerous outputs?
Examples:
• Medical advice without disclaimers
• Financial predictions
• Offensive or misleading content
• Instructions for harmful activities
5. Workflow Override
Can a user’s message break the internal structure of your workflow?
Includes:
• Removing required formatting
• Causing your GPT to skip steps
• Triggering unintended actions
6. Copy–Paste Vulnerabilities
Are you or your users pasting untrusted content into your GPT?
Risks:
• Styled text containing hidden commands
• Pasted code blocks that override instructions
• Messages containing invisible characters
7. API & Integration Risks
Does your GPT call external APIs or automation tools?
Risks:
• Unvalidated API responses
• Unsafe forwarding of user inputs
• Triggering unwanted actions in connected systems
8. Model Drift
Does your AI’s behaviour weaken or change over time?
Signs include:
• Inconsistent responses
• Forgetting or weakening safety rules
• Output becoming less structured
9. Incomplete Instructions
Many GPTs fail simply because their instructions are:
• Too vague
• Missing safety steps
• Not prioritised
• Easily overwritten
Clear, layered instructions are essential for stability.
10. No Safety Layer
Without a protective layer, your GPT is exposed to all of the above.
Most creators don’t realise they need:
• Validation
• Filtering
• Override protection
• Stable system logic
That’s what Probubo V1 provides automatically.
How Probubo Helps
Probubo V1 adds a defence layer that reduces every major threat on this checklist:
• Injection scanning
• Behaviour stabilisation
• Instruction reinforcement
• Drift reduction
• Safety prompt strengthening
• Workflow validation
• Automatic guardrails
It makes your AI safer, more stable, and more predictable.
Protect your AI workflows with Probubo →
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