AI Failure Mode Explorer

Prompt, Context & Controls

Choose a preset or add your own prompt, background context, and grounding snippets. Then pick a failure mode and generate a baseline vs stressed response.

Quick presets:

User prompt

Optional background context

Source snippets / “grounding” text

Failure mode to demonstrate

This controls how the “stressed” response misbehaves.

Simulation knobs Truncated context Noisy / conflicting sources Long, messy prompt Strict constraints

Baseline vs Stressed Response

No responses yet. Add a prompt (or use a preset), choose a failure mode, then click Generate Responses.

Baseline Response Baseline

Simulated grounded response that tries to respect prompt, context, and sources.

No response yet. Generate to see a baseline answer.

Stressed Response Hallucination

Simulated response under: Hallucination.

No response yet. Generate to see how the failure mode appears.

What to watch for

When you generate responses, this section will highlight the specific differences between baseline and stressed outputs that illustrate the active failure mode.