AI Cyber Defense / Protecting AI systems used by defenders and the business
AI Cyber Defense: Prevent AI-generated queries from becoming unrestricted database access
Use constrained query interfaces, read-only database roles and resource limits. Validate allowed operations with a suitable parser or fixed query templates rather than text matching alone.
Environment and inputs: Enterprise AI assistants, security copilots, retrieval systems and application-controlled tool executors; framework-independent design.
Scenario and goal
A model can produce plausible SQL that accesses unrelated tables or performs writes.
Why it matters
This path concerns attacks against AI-enabled systems used by the defender or business. It complements defenses against attackers who use AI as a tool. Treat model inputs, retrieved evidence and generated plans as untrusted proposals at execution boundaries. A model may assist analysis, but the application remains responsible for tenant isolation, authorization, resource budgets and the integrity of approvals and receipts.
Evidence to collect
Record the requesting identity, query intent, allowed dataset, validation outcome and database execution account.
Validate with an authorized exercise
Test approved read queries and harmless prohibited-table and write fixtures in a disposable database; verify denied execution and bounded runtime for expensive reads.
Rollout and checks
Use synthetic evidence and mocked write tools for adversarial evaluation. Version the model, prompts, tool contracts and retrieval configuration together. Keep high-impact permissions outside the model and retain an operator takeover path. When an evaluation fails, correct the enforceable boundary and rerun the same fixture rather than relying only on a stronger wording of the prompt.
Scope and limits
This guide proposes a defensive test; it is not a tested production design. Check platform support and local requirements. References explain the mechanisms but do not certify the design. Behavior alone does not prove AI involvement.