ArchitectureFebruary 14, 202639 min read

Meta-Insight Under Distribution Shift: Change-Point Governance Loops for Enterprise Agentic Systems

An operational architecture for detecting non-stationarity, throttling unsafe adaptation, and restoring decision quality under drift

This article outlines change-point detection, bounded policy updates, and fail-closed escalation for distribution-shift governance.

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Safety & GovernanceFebruary 14, 202642 min read

Securing Recursive AI Feedback Loops: Adversarial Reflexivity Hardening for Meta-Insight Systems

Defense framework for prompt injection, feedback poisoning, and policy-hijack attacks in self-improving loops

Layered provenance checks, anomaly scoring, and quarantine rules harden adaptive loops while preserving auditability.

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Industry ApplicationsFebruary 14, 202634 min read

Meta-Insight ROI Model: Value-at-Reflection Economics for Agentic Companies

An executive model for estimating marginal value, risk compression, and payback period of recursive reflection systems

Value-at-Reflection estimates Meta-Insight ROI with finance-ready metrics for quality gains, risk compression, and payback.

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