Overview
Anchored Agency is the discipline of pre-runtime agent behavior design. It establishes how institutions should deliberately shape the behavior of consequential autonomous systems before those systems become operational.
This work addresses a blind spot in enterprise AI: the missing design discipline between institutional policy and agent implementation. While monitoring, evaluation, and runtime controls are necessary, they do not establish what an agent was explicitly intended and permitted to do.
Intent should never be discovered in production. Anchored Agency provides the methods and artifacts that make this principle operational.
The discipline
What this is
Pre-runtime agent behavior design is a cross-functional design discipline that lives between institutional policy and engineering implementation. It defines what an agent is authorized to do, what decisions it may influence, how it should conduct itself, when it must escalate or refuse, and who bears accountability.
Why this matters
Autonomous systems that make consequential decisions require deliberate behavioral design. This work provides the structure and methods that transform institutional intent into explicit, implementable, auditable behavioral specifications.
Core principle
Intent should never be discovered in production.
The Agent Behavior Specification
The Agent Behavior Specification (ABS) is the authoritative, versioned record of deliberately authored agent behavior for a defined consequential workflow.
Workflow Objective
What the agent is working to achieve
Consequential Decisions
The decisions through which the agent may influence institutional outcomes
Behavioral Directives
How the agent should behave in recurring material conditions
Authority Boundaries
What the agent may do and what it may never do
Escalation Logic
When and how the agent must transfer a matter
Refusal Conditions
When the agent must decline to proceed
Accountability Structure
Who acts, verifies, authorizes, bears accountability, and audits
Where this applies
Anchored Agency applies to any workflow where autonomous agents make decisions that carry institutional consequence or fiduciary responsibility.
Financial Services
Investment decisions, transactions, reconciliation
Legal & Contracts
Document review, clause analysis, obligation extraction
Healthcare
Clinical support, triage, eligibility determination
Insurance
Claims assessment, underwriting, coverage decisions
Supply Chain
Procurement, supplier evaluation, inventory decisions
Compliance
Regulatory review, audit assistance, risk assessment
The foundational paper
June 2026 — Version 1.0
Designing Agent Behavior Before Runtime
The complete research paper establishing the theoretical foundation, practical methods, and implementation guidance for pre-runtime agent behavior design. Includes detailed framework explanation, worked examples, and research directions.
Read the paper →