Admissibility, Execution Authority & Decision Attribution
BOOK 2 OF 4 - THE BFSI AI GOVERNANCE OPERATING SYSTEM Admissibility, Execution Authority & Decision Attribution
When an AI system recommends declining a loan, flags a transaction, or adjusts an exposure limit, the institution behind it must be able to state-precisely and after the fact-which decisions the system was admitted to make, which it was authorized to execute, and to whom each outcome is attributable.
Most AI governance frameworks describe intentions. This book engineers mechanisms.
Book 2 builds the accountability core that every AI-adopting bank, insurer, and financial services firm needs but few have actually constructed. It answers the question regulators increasingly probe and boards cannot defer: when AI is in the loop, who is accountable for what-and how is that accountability made provable?
WHAT THIS BOOK CONSTRUCTS
EXECUTION AUTHORITY - the architecture of who is permitted to bind AI-mediated decisions. The book establishes four authority primitives (role, scope, binding, standing) that every legitimate grant must specify, distinguishes authority from the three concepts routinely conflated with it (permission, capability, accountability), and constructs bounded-delegation patterns that preserve human institutional authority as AI takes on more decisioning at scale.
DECISION ATTRIBUTION - the discipline of tracing every consequential decision to an identifiable accountable party. The attribution chain architecture operates across the full decision timeline-from AI input through human review to institutional commitment-producing structured evidence records that survive supervisory examination without reconstruction.
AI-MEDIATED ACCOUNTABILITY - the framework for assigning consequences when humans and machines decide together. Constructs four scope architectures for accountability activation, a five-signal substantive-exercise profile for demonstrating genuine human review, and the remedy-capacity architecture that makes consequence assignment institutionally defensible.
PART III INTEGRATION - a twelve-signature Maturity Assessment Matrix across five tiers, three integrated BFSI cases (commercial credit default, algorithmic trading enterprise-risk event, regulatory filing with statutory accountability), and the five-guarantee architectural contract handing off to Parts IV-V.
WHO THIS BOOK IS FOR
EXECUTIVES - PRACTITIONERS - REGULATORS - three distinct reading paths are built into the book's structure.
THE SERIES
Book 1 - Infrastructure, Sovereignty & Reality-Aware Systems
Book 2 - Admissibility, Execution Authority & Decision Attribution
Book 3 - Substrate and External Verification
Book 4 - Applications Atlas
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