Architectural blueprints and drafting tools

The Practice

12 Frameworks for the
Agentic Experience Lifecycle

The Complete Suite

AXD is not just a theory - it is a practice. The twelve frameworks below constitute the complete definitive suite for designing human-agent relationships across every major phase of the agentic experience lifecycle. From pre-delegation intent to constitutional ethics, they cover the full arc of how humans and autonomous agents build, maintain, and govern their working relationships.

Each framework has been developed from the founding principles and stress-tested against real-world agentic design challenges in financial services, healthcare, enterprise technology, and government.


Lifecycle Map

The twelve frameworks map to distinct phases of the agentic experience lifecycle. Each addresses a specific design challenge that emerges as humans and agents move through delegation, operation, and governance.

#Framework
01Intent Architecture Framework
02Delegation Design Framework
03Autonomy Gradient Design System
04Trust Calibration Model
05Interrupt Pattern Library
06Multi-Agent Orchestration Visibility Model
07Agent Memory & Context Continuity Framework
08Absent-State Audit
09Explainability & Observability Design Standard
10Failure Architecture Blueprint
11Onboarding & Capability Discovery Framework
12Ethical Constraint & Value Alignment Architecture

The Twelve Frameworks
01

Intent Architecture Framework

Pre-delegation · Mission quality

Financial ServicesHealthcareAll Domains

The framework that sits before delegation. Agentic AI replaces the traditional input-response loop with delegation - users now express intentions rather than give instructions. But autonomy without context invites misinterpretation. This framework covers the design of the pre-execution contract between human and agent: how users articulate goals versus mere instructions, how systems help users specify success criteria, constraints, exceptions, and what must never happen.

Framework covers:

  • -Goal elicitation design
  • -Ambiguity negotiation interfaces
  • -Constraint encoding (scope, budget, reversibility)
  • -Success criteria specification
  • -Plan Preview as a standard pre-execution artefact

02

Delegation Design Framework

Delegation · Authority architecture

Financial ServicesHealthcareLegal

A structured approach to designing how humans grant, modify, and revoke authority in agentic systems. Covers scope definition, consent architecture, and revocation mechanisms. The grammar of giving authority - from standing orders to one-time mandates.

Framework covers:

  • -Scope definition and boundaries
  • -Consent architecture
  • -Revocation mechanisms
  • -Progressive delegation pathways
  • -Standing order precedent
Read the essay: Delegation Design →

03

Autonomy Gradient Design System

Active operation · Autonomy calibration

Financial ServicesConsumerEnterprise

Trust is not a binary switch - it is a spectrum. This dynamic, user-adjustable system answers how much autonomous decision-making the agent should exercise, across which task types, and who controls that dial. It operates across three axes: consequence (cost of mistake), confidence (agent certainty), and familiarity (how well the agent knows this user's preferences).

Framework covers:

  • -Autonomy level taxonomy (suggest / confirm / notify / act silently)
  • -Risk-consequence mapping
  • -Real-time recalibration triggers
  • -User-facing autonomy controls
  • -Progressive autonomy expansion pathways

04

Trust Calibration Model

Active operation · Trust dynamics

All Domains

A model for understanding and designing the ongoing negotiation between human confidence and agent reliability. Includes trust formation, maintenance, erosion, and recovery pathways. The architecture of earned confidence.

Framework covers:

  • -Trust formation signals
  • -Maintenance patterns
  • -Erosion detection
  • -Recovery pathways
  • -Calibration bias mitigation
Read the essay: Trust Architecture →

05

Interrupt Pattern Library

Active operation · Oversight triggers

BankingInsuranceGovernment

A catalogue of interrupt patterns for agentic systems - when to surface decisions to humans, how to present them, and how to calibrate frequency against consequence. The art of knowing when to speak and when to stay silent.

Framework covers:

  • -Interrupt taxonomy by consequence
  • -Presentation modalities
  • -Frequency calibration
  • -Context-preserving interrupts
  • -Batch vs. real-time patterns
Read the essay: A2UI →

06

Multi-Agent Orchestration Visibility Model

Active operation · Ecosystem legibility

EnterpriseBankingGovernment

The architectural reality of enterprise agentic deployment: multiple agents collaborate, hand off tasks, and coordinate toward shared goals. This framework addresses the human experience of agent ecosystems - making the invisible choreography of multi-agent systems legible without overwhelming the user.

Framework covers:

  • -Agent identity and role transparency
  • -Task distribution visualisation
  • -Context-preserving handoff protocols
  • -Responsibility attribution
  • -Mission control interface patterns

07

Agent Memory & Context Continuity Framework

Cross-session · Longitudinal intelligence

ConsumerFinancial ServicesHealthcare

The design of what the agent knows about you over time - how that knowledge is encoded, persists across sessions and channels, how users can inspect and correct it, and how it is governed under data protection regulation. The personalisation and continuity layer.

Framework covers:

  • -Memory taxonomy (ephemeral, session, persistent, cross-channel)
  • -Memory inspection and editing interfaces
  • -Consent architecture for memory formation
  • -GDPR-aligned data minimisation
  • -Cross-session context continuity
  • -Memory reset and erasure pathways

08

Absent-State Audit

Post-execution · Quality evaluation

EnterpriseConsumer

A methodology for evaluating the quality of agentic experiences that unfold without human presence. Assesses integrity, outcome alignment, and return-state design. The discipline of judging what happened while you were away.

Framework covers:

  • -Integrity assessment
  • -Outcome alignment scoring
  • -Return-state design
  • -Absent-state quality metrics
  • -Audit trail architecture
Read the essay: The Invisible Layer →

09

Explainability & Observability Design Standard

Continuous · Decision legibility

Regulated IndustriesFinancial ServicesHealthcareLegal

Making agent reasoning, decisions, and actions legible to humans in normal operation - not just at failure. The 'why did you do that?' layer. In regulated industries, this is not optional. Users must understand not just what the system did, but why it did it.

Framework covers:

  • -Real-time decision rationale design
  • -Action log architecture
  • -Confidence communication standards
  • -Source attribution patterns
  • -Retrospective audit trail design
  • -Regulatory compliance interface

10

Failure Architecture Blueprint

Recovery · Graceful degradation

Regulated Industries

A design template for how agentic systems fail gracefully - including detection, communication, containment, recovery, and trust restoration. The kintsugi principle: failures repaired visibly become sources of deeper trust.

Framework covers:

  • -Failure detection patterns
  • -Communication protocols
  • -Containment architecture
  • -Recovery pathways
  • -Trust restoration design
Read the essay: Failure Architecture →

11

Onboarding & Capability Discovery Framework

Entry · Mental model formation

All DomainsConsumer

Traditional product onboarding teaches users how to navigate. Agentic onboarding must teach something fundamentally different: how to delegate. Users must form accurate mental models of agent capability, understand what kinds of goals the agent can pursue, and calibrate expectations before experiencing disappointment or misplaced trust.

Framework covers:

  • -Capability disclosure design
  • -Progressive delegation introduction
  • -Expectation-setting contracts
  • -First-delegation experience design
  • -Competence signal design
  • -Mental model validation tests

12

Ethical Constraint & Value Alignment Architecture

Constitutional · Moral character

Regulated IndustriesFinancial ServicesHealthcareLegalGovernment

The design of what the system should never do even when functioning perfectly - the encoding of organisational values, regulatory obligations, and ethical commitments into agentic behaviour as first-class design artefacts. Unlike failure architecture, which is reactive, this framework is constitutive. It defines the moral character of the agent system from the ground up.

Framework covers:

  • -Value taxonomy and translation
  • -Regulatory obligation mapping
  • -Harm boundary design
  • -Ethical constraint transparency
  • -Regulatory audit architecture

New Skills Required

What AXD demands of designers

AXD requires fluency in domains designers have not traditionally needed to master. These are the core competencies of the emerging discipline - spanning intent design, trust psychology, orchestration, memory governance, and ethical constraint architecture.

Intent Design

Designing goal elicitation, ambiguity negotiation, and pre-execution contracts between humans and agents

Consent Architecture

Designing graduated, contextual, and revocable permission systems for delegation and memory

Related essay →

Trust Psychology

Understanding risk perception, calibration bias, autonomy gradients, and trust recovery dynamics

Related essay →

Agent Observability

Making autonomous decisions legible without overwhelming the human - explainability as design

Related essay →

Orchestration Design

Designing human experiences of multi-agent ecosystems, handoffs, and responsibility attribution

Memory & Continuity

Designing longitudinal agent knowledge, inspection interfaces, and GDPR-aligned memory governance

Ethical Design

Encoding organisational values, regulatory obligations, and harm boundaries into agent behaviour

Related essay →

Failure & Recovery

Designing systems that fail gracefully, communicate honestly, and recover trust systematically

Related essay →

Outcome Specification

Defining results, constraints, and re-engagement conditions instead of step-by-step interfaces

Related essay →

Reference Points

AXD draws from established traditions of rigour. These are the intellectual reference points that inform the discipline's standards.

Aeon Magazine

Long-form intellectual essays with genuine reading depth. The standard for the Observatory.

Klim Type Foundry

Typographic rigour and restraint as brand signal. The inspiration for the typographic architecture.

McKinsey Global Institute

The gold standard for structured authority. The template for commissioned research pieces.

The Long Now Foundation

Institutional positioning for long-term intellectual work. The reference for how AXD should feel as a brand.

Stripe Press

Premium intellectual publishing design. Generous white space, editorial serif, restrained colour.


Academy

Coming in Phase 2

The AXD Academy will offer structured learning paths for designers, product leaders, and organisations transitioning to agentic design. Courses, certifications, and cohort-based programmes - built to the same standard of rigour as the rest of the Institute.