AI Failure Index · Assessment

AI Code Assistant failure assessment

The failure modes that hit Code Assistant systems in production, the real indexed incidents behind each, and the runtime control that would have caught them.

Code Assistant failure surface

  • 20failures on this surface
  • 2catastrophic
  • 0%under active regulatory exposure

  1. Prompt Injection

    8 on this surface
    7 High 1 Medium

    Runtime control OmniGuard intercepts injection patterns at the prompt and tool-call layer. Prism flags concept activations that indicate the model is being redirected.

  2. Agentic Action Error

    5 on this surface
    4 High 1 Low

    Runtime control AgentRealm is purpose-built for this. The agent-runtime layer above Prism and OmniGuard inspects each tool call against intent and scope, and intervenes before the action commits.

  3. Identity & Access Drift

    2 on this surface
    1 Catastrophic 1 Medium

    Runtime control OmniGuard enforces identity-bound scope at every tool call. AgentRealm reconciles agent action with the assigned principal in real time.

  4. Hallucination

    2 on this surface
    1 Catastrophic 1 High

    Runtime control Prism observes hallucination signatures in the model's internal state. AIDR flags the moment the model commits to a fabricated claim. OmniGuard can block the response inline.

  5. Data Leakage

    2 on this surface
    2 High

    Runtime control OmniGuard redacts inline. Prism observes the model's representations to flag identity-bound content before it reaches a response. AIDR provides the audit trail.

  6. Tool Misuse

    1 on this surface
    1 High

    Runtime control AgentRealm inspects each function call against the agent's stated intent. OmniGuard can require human-in-the-loop for high-risk tools.

Where this surface bites hardest

See how Realm catches these failure modes at runtime, before they reach a user.

Book a Demo

Email me this assessment