Perspective Beyond · Mind Atlas
AI Integrity Architecture: Toward Expert-System Envelopes Around Statistical AI
The integration of artificial intelligence based on statistical and foundational models into mission-critical systems is giving rise to the emergence of a new architectural “integrity” layer, whose purpose is to impose constraints, guarantee explainability, and maintain traceability under increasingly strict regulatory and safety requirements. This layer adopts patterns very close to those of classical expert systems: explicit knowledge, deterministic inference, auditable rules, and structured explanation capability. This article analyzes the regulatory and technical trends that push toward constrained and explainable architectures, reviews the notion of expert systems, and argues that modern AI guardrails in mission-critical environments are, in essence, expert systems that wrap and condition probabilistic models.
Complete text of this card Card and relationship data
Reading perspectives
Relationships of this piece
8 connections.
→ Explicación trazable
documenta el concepto
→ Núcleo común con evidencia cualificada
documenta el concepto
→ The Limits of AI Oversight
documented use
A perfectly traceable rule chain cannot recover a decision-relevant distinction that input formation has already removed.
← Rationalization.AI
editorial comparison
For a complementary reading, see [Architecture for operational AI integrity](https://tegrity.ai/ai-integrity-architecture-toward-expert-system-envelopes-around-statistical-ai/).
← Luxury Recommendation
editorial comparison
For a complementary reading, see [Expert-system envelopes around statistical AI](https://tegrity.ai/ai-integrity-architecture-toward-expert-system-envelopes-around-statistical-ai/).
← Phylons Liquidity Orquestration
editorial comparison
For a complementary reading, see [Expert-system envelopes and authorization boundaries](https://tegrity.ai/ai-integrity-architecture-toward-expert-system-envelopes-around-statistical-ai/).
← The Semantic Tug-of-War: The Turf War for AI Oversight and the Case for “AI Integrity Management”
editorial comparison
For a complementary reading, see [The architecture beneath AI Integrity Management](https://tegrity.ai/ai-integrity-architecture-toward-expert-system-envelopes-around-statistical-ai/).
→ Structural Limits of Current AI Integrity Under Regime Change
editorial comparison
For a complementary reading, see [The structural limits of integrity under regime change](https://tegrity.ai/structural-limits-of-current-ai-integrity-under-regime-change/).