AIPSA Flash Cards
150+ practitioner-level cards. All 4 M.A.D.E. pillars.
Covers all credential levels from Associate through Distinguished. Built around the 14 AIPSA assessment domains — concepts, scenarios, and controls.
Credential coverage
Associate → Distinguished
Cards span all four AIPSA tiers — score 70–100.
Card types
Concept · Scenario · Control
Structured answer + why + trap + related terms.
Domain model
14 AIPSA assessment domains
Fully aligned with the AIPSA benchmark framework.
Example cards
See what's inside.
Prompt Injection & Indirect Instructions
Indirect Prompt Injection
What changes when untrusted content is placed inside the model context?
Answer
Untrusted content can influence model behavior as if it were an instruction.
RAG Authorization & Retrieval Security
Tenant-Boundary Retrieval
A support copilot retrieves documents before checking whether the user is allowed to access them. The model is told not to reveal unauthorized content. What is the core defense failure?
Answer
Authorization is happening too late.
Architecture & Trust Boundaries
Trust Boundary Mapping
What should be mapped before testing or hardening an AI product?
Answer
Map actors, data flows, model calls, tools, retrieval paths, providers, logs, and authority transitions.