Hallucination Debt
The compounding liability incurred when organizations allow Large Language Models to generate plausible but incorrect outputs that are unknowingly integrated into downstream business logic.
The Pain Point
Your AI models are operating at scale, but their outputs are unpredictable. "Hallucination Entropy" is causing subtle, compounding errors that bypass traditional QA checks and silently corrupt user data.
Operational Context & Enforcement
Hallucination Entropy
Mastering Hallucination Entropy is critical to resolving Hallucination Debt. Without it, your organization will continue to misallocate capital and engineering capacity.
Read The FrameworkMitigate Semantic Drift
Exogram intercepts LLM outputs at runtime, using policy-as-code to verify deterministic alignment before the payload is delivered to the user.
Exogram CapabilityRelated Canonical Specifications
Prompt Injection
Prompt injection is a cyberattack that manipulates an AI model by feeding it deceptive input.
Deterministic Governance
Deterministic Governance is the architectural practice of enforcing security policies and operational limits through external, hard-coded software gates rather than probabilistic LLM prompts.