Autonomy v2 — The Word's First AI-Native Fitness System
Domain Index Tags
[DOMAIN 1] Anatomy and the Musculoskeletal System
[DOMAIN 2] Human Movement Patterns
[DOMAIN 3] Training Variables & Physiology
[DOMAIN 4] The Av2 System
[DOMAIN 5] The Av2 Program Document
[DOMAIN 6] Communication Framework & Trainer–User Interaction
[DOMAIN 7] Human Adaptation & System Response
[DOMAIN 8] The Av2 Trainer Role
[DOMAIN 9] Program Integrity & System Safeguards
[DOMAIN 10] Injury Classification, Definitions & Legal Boundaries
[DOMAIN 11] Pain, Sensation, and Neural Interpretation
[DOMAIN 12] Ethics, Liability, and Communication Compliance
[DOMAIN 13] System Governance, Version Control & Authority Layers
[DOMAIN 16] The Av2 Ecosystem Roles, Permissions & Boundaries
[DOMAIN 17] End User Identity, Permissions, and Session Conduct Rules
[DOMAIN 18] Trainer Conduct, Boundaries, and Behavioral Rules
[DOMAIN 1] Anatomy and the Musculoskeletal System
[DOMAIN 2] Human Movement Patterns
[DOMAIN 3] Training Variables & Physiology
[DOMAIN 4] The Av2 System
[DOMAIN 5] The Av2 Program Document
[DOMAIN 6] Communication Framework & Trainer–User Interaction
[DOMAIN 7] Human Adaptation & System Response
[DOMAIN 8] The Av2 Trainer Role
[DOMAIN 9] Program Integrity & System Safeguards
[DOMAIN 10] Injury Classification, Definitions & Legal Boundaries
[DOMAIN 11] Pain, Sensation, and Neural Interpretation
[DOMAIN 12] Ethics, Liability, and Communication Compliance
[DOMAIN 13] System Governance, Version Control & Authority Layers
[DOMAIN 16] The Av2 Ecosystem Roles, Permissions & Boundaries
[DOMAIN 17] End User Identity, Permissions, and Session Conduct Rules
[DOMAIN 18] Trainer Conduct, Boundaries, and Behavioral Rules
AQP Intelligence Hub Reference Layer
The KSPEC Spine represents the structural backbone of the AQP Intelligence Hub—the governing intelligence layer behind Autonomy v2. Its presence in this Trainer Edition is intentional. Before a system can be understood operationally, its scale must be understood structurally. The Spine makes that scale visible.
Autonomy v2 is engineered as an AI-native exercise science environment. Every pathway, frequency structure, sequencing directive, and progression rule is anchored within an organized knowledge architecture. This architecture does not function as commentary or theory; it functions as governing logic. It defines what can occur, when it can occur, and under what conditions it may advance. The Spine reflects the indexed density required to support that level of control.
When you review the Spine, you are observing the codified structure that enables Autonomy v2 to operate consistently across contexts, facilities, and trainers. The system’s outputs—its 16-week programs, its frequency models, its progression patterns—are not assembled informally. They are executed from within a layered intelligence framework designed to preserve structural integrity at scale.
The volume of the Spine communicates something words alone cannot: magnitude. It demonstrates that the Intelligence Hub is not a surface feature of the platform but its core. Autonomy v2 is built upon a comprehensive knowledge foundation that integrates exercise science, physiological modeling, and operational constraints into a unified system. The KSPEC Spine allows you to see the backbone of that foundation.
This is why the Autonomy v2 Trainer role is defined the way it is. Your job is not to invent the science, reinterpret the rules, or redesign the program logic. Your job is to operate within a structured framework and deliver premium fitness services consistently. The KSPEC Spine is included so you can feel the seriousness of what you’re standing on—because once you recognize the size of the Intelligence Hub, you stop thinking of Autonomy v2 as “a program,” and start treating it as what it is: a system.
KSPEC-1 Table of Contents (KSPEC Tag Spine)
[0.1] KSPEC-1 – Purpose, Scope, and Non-Diagnosis Boundary
[0.2] KSPEC-1 – Retrieval Governance: What AQP Can and Cannot Output
[0.3] Intake Channels – ASVS (Voice) vs ASFS (Forms): Roles and Limits
[0.3.1] ASVS – Trainer Query Workflow and Required Fields
[0.3.2] ASFS – Direct Participant Intake: Purpose and Use Cases
[0.3.3] Form Override Rule – When ASVS Is Not Allowed
[0.4] End-User Questionnaire Suite – Purpose and Non-Diagnosis Scope
[0.4.1] Questionnaire Index – QH, QP, QI and Lane Mapping
[0.4.2] Output Class Model – Fixed Outputs Only (No Free-Text Variants)
[0.4.3] Distribution Rules – Participant + Trainer Receive Identical Outputs
[0.4.4] Logging, Versioning, and Audit Trails (ASFS Records)
[0.5] QH – Health and Clearance Protocol (ASFS)
[0.5.1] QH Routing Triggers and Escalation Classes
[0.5.2] QH Output Classes (Enumerated)
[0.5.3] QH Fixed Response Templates (Library)
[0.5.3.1] QH – Health Screening Form (Item-Level Response Instructions)
[0.5.3.1-A1] QH – Health Screening Response Template – A1 (Supervised Activity Recommended by Healthcare Provider)
[0.5.3.1-A2] QH – Health Screening Response Template – A2 (Advised to Avoid Moderate/Vigorous Exercise)
[0.5.3.1-A3] QH – Health Screening Response Template – A3 (Pending Evaluation or Test Results for Serious Condition)
[0.5.3.1-A4] QH – Health Screening Response Template – A4 (Recent Medical Hospitalization – Last 12 Months)
[0.5.3.1-A5] QH – Health Screening Response Template – A5 (Recent Surgery Affecting Movement or Function – Last 12 Months)
[0.5.3.1-B1] QH – Health Screening Response Template – B1 (History of Diagnosed Heart Condition)
[0.5.3.1-B2] QH – Health Screening Response Template – B2 (Chest Discomfort During Physical Activity)
[0.5.3.1-B3] QH – Health Screening Response Template – B3 (Chest Discomfort at Rest – Recent)
[0.5.3.1-B4] QH – Health Screening Response Template – B4 (History of High Blood Pressure)
[0.5.3.1-B5] QH – Health Screening Response Template – B5 (Low Blood Pressure With Dizziness or Fainting)
[0.5.3.1-B6] QH – Health Screening Response Template – B6 (Fainting or Loss of Consciousness With Activity)
[0.5.3.1-B7] QH – Health Screening Response Template – B7 (Palpitations or Unexplained Racing Heart)
[0.5.3.1-C1] QH – Health Screening Response Template – C1 (Diabetes Diagnosis)
[0.5.3.1-C2] QH – Health Screening Response Template – C2 (Significant Low Blood Sugar Episodes)
[0.5.3.1-C3] QH – Health Screening Response Template – C3 (Thyroid Disorder)
[0.5.3.1-C4] QH – Health Screening Response Template – C4 (Kidney Disease or Reduced Kidney Function)
[0.5.3.1-C5] QH – Health Screening Response Template – C5 (Liver Disease)
[0.5.3.1-C6] QH – Health Screening Response Template – C6 (High Cholesterol or Triglycerides Requiring Medication)
[0.5.3.1-D1] QH – Health Screening Response Template – D1 (Chronic Lung Condition Diagnosis)
[0.5.3.1-D2] QH – Health Screening Response Template – D2 (Shortness of Breath With Minimal Activity)
[0.5.3.1-D3] QH – Health Screening Response Template – D3 (Serious Lung Infection in Last 12 Months)
[0.5.3.1-D4] QH – Health Screening Response Template – D4 (Regular Use of Inhaler or Breathing Medication)
[0.5.3.1-D5] QH – Health Screening Response Template – D5 (Breathing Symptoms With Light to Moderate Exercise)
[0.5.3.1-E1] QH – Health Screening Response Template – E1 (History of Stroke or TIA)
[0.5.3.1-E2] QH – Health Screening Response Template – E2 (Seizure Disorder or Epilepsy)
[0.5.3.1-E3] QH – Health Screening Response Template – E3 (Neurological Condition Affecting Movement or Sensation)
[0.5.3.1-E4] QH – Health Screening Response Template – E4 (Frequent Dizziness, Balance Problems, or Unexplained Falls)
[0.5.3.1-E5] QH – Health Screening Response Template – E5 (Sudden Neurologic-Type Episodes in Last 12 Months)
[0.5.3.1-F1] QH – Health Screening Response Template – F1 (Current Joint or Muscle Pain Limiting Exercise)
[0.5.3.1-F2] QH – Health Screening Response Template – F2 (History of Fracture Affecting Movement)
[0.5.3.1-F3] QH – Health Screening Response Template – F3 (Joint Replacement Surgery)
[0.5.3.1-F4] QH – Health Screening Response Template – F4 (Arthritis in Major Joint)
[0.5.3.1-F5] QH – Health Screening Response Template – F5 (Spine Condition: Disc, Stenosis, or Similar)
[0.5.3.1-F6] QH – Health Screening Response Template – F6 (Currently in Physical Therapy or Rehabilitation)
[0.5.3.1-F7] QH – Health Screening Response Template – F7 (Movement Restrictions Advised Due to Injury or Joint Problem)
[0.5.3.1-G1] QH – Health Screening Response Template – G1 (Heart or Blood Pressure Medications)
[0.5.3.1-G2] QH – Health Screening Response Template – G2 (Blood Thinners / Anticoagulant or Antiplatelet Therapy)
[0.5.3.1-G3] QH – Health Screening Response Template – G3 (Medications That Affect Heart Rate or Exercise Tolerance)
[0.5.3.1-G4] QH – Health Screening Response Template – G4 (Medications Causing Drowsiness, Dizziness, or Slowed Reaction)
[0.5.3.1-G5] QH – Health Screening Response Template – G5 (Multiple Prescription Medications or Recent Medication Changes)
[0.5.3.1-H1] QH – Health Screening Response Template – H1 (Currently Pregnant or Possibly Pregnant)
[0.5.3.1-H2] QH – Health Screening Response Template – H2 (Recent Childbirth / Postpartum Status)
[0.5.3.1-H3] QH – Health Screening Response Template – H3 (History of Pregnancy-Related Complications)
[0.5.3.1-H4] QH – Health Screening Response Template – H4 (High-Risk Pregnancy or Specialized Obstetric Care)
[0.5.3.1-I1] QH – Health Screening Response Template – I1 (Cancer Diagnosis at Any Time)
[0.5.3.1-I2] QH – Health Screening Response Template – I2 (History of Organ Transplant)
[0.5.3.1-I3] QH – Health Screening Response Template – I3 (Autoimmune Disease)
[0.5.3.1-I4] QH – Health Screening Response Template – I4 (Immune System or Healing Affected – Medications/Conditions)
[0.5.3.1-I5] QH – Health Screening Response Template – I5 (Doctor-Flagged Condition Affected by Exercise)
[0.5.3.1-J1] QH – Health Screening Response Template – J1 (Current Unexplained Chest Discomfort at Rest)
[0.5.3.1-J2] QH – Health Screening Response Template – J2 (Resting Palpitations or Racing Heart Without Clear Cause)
[0.5.3.1-J3] QH – Health Screening Response Template – J3 (Frequent Light-Headedness or Near-Fainting With Daily Activities)
[0.5.3.1-J4] QH – Health Screening Response Template – J4 (Sudden Unexplained Shortness of Breath at Rest or at Night)
[0.5.3.1-J5] QH – Health Screening Response Template – J5 (Unexplained Unintentional Weight Loss – 6 Months)
[0.5.3.1-J6] QH – Health Screening Response Template – J6 (Slow-Healing Wounds on Feet or Legs)
[0.5.3.2] QH – Health Screening Form “All Clear” Aggregate Output Template
[0.6] QP – Pathway Selection Support Protocol (ASFS)
[0.6.1] QP Inputs and Constraints (Training-Fit Only)
[0.6.2] QP Recommendation Withheld Conditions
[0.6.3] QP Outputs and Fixed Templates
[0.6.3.1] QP – Pathway Selection Form: Option-to-Pathway Mapping
[0.6.3.2] QP – Pathway Selection Form: Score-Based Use of QP Output Classes
[0.6.3.3] QP Recommendation Classes (QP-0, QP-1, QP-2, QP-3)
[0.6.3.4] QP Output Guardrails
[0.7] QI – Injury / Post-Workout Concern Protocol (ASFS)
[0.7.1] QI Red-Flag Classes and Mandatory Escalation Outputs
[0.7.2] QI Output Classes (Enumerated)
[0.7.3] QI Fixed Response Templates (Library)
[0.8 ] Response Library for ASFS – Fixed Outputs Only
[0.9 ] Trainer Workflow – Triggering ASFS Without Interpretation
[1.0] ASFS Logging, Versioning, and Audit Trails
[1.2] Skeletal Framework Relevant to Resistance Training
[1.2.1] Axial Skeleton
[1.2.2] Appendicular Skeleton
[1.2.3] Joint Types & Their Movement Capabilities
[1.3] Joint Actions (Standard Kinesiology Taxonomy)
[1.3.1] Shoulder Complex
[1.3.2] Elbow & Wrist
[1.3.3] Spine (Sagittal, Frontal, Transverse Movements)
[1.3.4] Hip
[1.3.5] Knee
[1.3.6] Ankle & Foot
[1.4] Muscle Tissue Overview
[1.4.1] Skeletal Muscle Architecture
[1.4.2] Attachments & Mechanical Leverage
[1.4.3] Origin & insertion
[1.4.4] Line of pull
[1.5] Primary Muscle Groups (Correct Clinical Classification)
[1.5.1] Chest (Pectoral Region)
[1.5.2] Back (Upper & Lower Regions)
[1.5.3] Shoulders (Deltoid Complex + Rotator Cuff)
[1.5.4] Biceps Brachii & Associated Elbow Flexors
[1.5.5] Triceps Brachii & Elbow Extensors
[1.5.6] Gluteal Complex
[1.5.7] Quadriceps Femoris Group
[1.5.8] Hamstrings Group
[1.5.9] Calf Complex
[1.5.10] Core Musculature (Anatomical, Not “Functional”)
[1.6] Stabilization Systems (Separate From Prime Movers)
[1.6.1] Local Stabilization System
[1.6.2] Global Stabilization System
[1.6.3] Global Movement System
[1.7] Anatomical Planes & Axes of Movement
[1.8] Length–Tension Relationships
[1.9] Force, Levers, and Mechanical Advantage
[1.10] Structural Limitations & Constraints of Joints
[2.2] Human Movement Patterns
[2.2] Primary Movement Categories
[2.2.1] Pressing Patterns
[2.2.2] Pulling Patterns
[2.2.3] Squatting Patterns
[2.2.4] Hip Hinge Patterns
[2.2.5] Lunge & Split-Stance Patterns
[2.2.6] Rotation Patterns
[2.2.7] Anti-Rotation Patterns
[2.2.8] Locomotor-Gait-Based Patterns
[2.3] Joint Coupling & Multi-Joint Integration
[2.4] Force Production Principles in Movement
[2.5] Stability Mechanics
[2.5.1] Local vs Global Stability Requirements
[2.5.2] Dynamic vs Static Stability
[2.5.3] Load Transfer Across Joints
[2.6] Planes of Motion in Integrated Patterns
[2.7] Common Mechanical Compensations
[2.8] Structural Variability and Movement Expression
[2.9] Load Interaction With Movement Patterns
[2.10] Movement Constraints & Safety Boundaries
[3.1] Training Variables and Physiology
[3.1] Importance of Mechanical Tension
[3.1.1] What Mechanical Tension Is
[3.1.2] Active vs Passive Tension
[3.1.3] Tension Across Joint Angles
[3.1.4] Intensity Thresholds and Recruitment
[3.1.5] How Tension Drives Adaptation
[3.2] Metabolic Stress
[3.2.1] Definition and Cellular Events
[3.2.2] Role in Hypertrophic Signaling
[3.2.3] Relationship to Density and Tempo
[3.2.4] Misinterpretations (“the burn”)
[3.3] Motor Unit Recruitment
[3.3.1] Size Principle
[3.3.2] High-Threshold Motor Units
[3.3.3] Recruitment Patterns Across Loads
[3.3.4] Recruitment and Fatigue Accumulation
[3.4] Muscle Fiber Types & Activation
[3.4.1] Type I and Type II Fibers
[3.4.2] Hybrid Fiber Profiles
[3.4.3] Activation Under Different Loads and Tempos
[3.4.4] Adaptability of Fiber Characteristics
[3.5] Energy Systems Overview
[3.5.1] ATP–PC System
[3.5.2] Glycolytic System
[3.5.3] Oxidative System
[3.5.4] Energy-System Overlap in Resistance Training
[3.5.5] How Pathways Shift Demand Among Energy Systems
[3.6] Rep Tempo
[3.6.1] Time Under Tension
[3.6.2] Eccentric Dynamics
[3.6.3] Concentric Dynamics
[3.6.4] Tempo Integrity and Neuromuscular Control
[3.6.5] Perceived Tempo Distortion During Fatigue
[3.6.6] Why Predictable Tempo Enables Predictable Stimulus
[3.7] Load
[3.7.1] Perceived Heaviness vs Actual Intensity
[3.7.2] Load Calibration and Self-Selection
[3.7.3] Load Misinterpretation (Too Light – Too Heavy)
[3.7.4] Stabilizer-Limited Load
[3.7.5] How Load Interacts With Tempo and Fatigue
[3.8] Volume & Density
[3.8.1] Definitions and Distinctions
[3.8.2] Repetition Volume
[3.8.3] Density as a Metabolic Variable
[3.8.4] Volume–Intensity Tradeoffs
[3.8.5] How Predictable Volume Shapes Adaptation
[3.9] Fatigue & Failure
[3.9.1] Peripheral vs Central Fatigue
[3.9.2] Local Muscular Failure
[3.9.3] Technical Failure vs Physiological Failure
[3.9.4] Fatigue Accumulation Across a Session
[3.9.5] Why Users Misjudge Their Fatigue State
[3.10] Recovery & Adaptation Timelines
[3.10.1] Acute Recovery
[3.10.2] Tissue Remodeling Timelines
[3.10.3] Nervous System Recovery
[3.10.4] Energy System Replenishment
[3.10.5] Why Adaptation Lags Behind Perception
[3.11] Rest Intervals & Physiological Reset
[3.11.1] What Rest Actually Recovers
[3.11.2] ATP-PC Replenishment Curves
[3.11.3] Heart Rate and Metabolic Clearance
[3.11.4] Rest Interval Misinterpretations
[3.11.5] Rest Integrity and Stimulus Preservation
[4.2] Pathways
[4.2.1] Pathway 1 — Maximal Strength
[4.2.2] Pathway 2 — Maximal Hypertrophy
[4.2.3] Pathway 3 — Muscle Conditioning
[4.2.4] Pathway 4 — Muscle Endurance
[4.3] Interface and Program Structure
[4.3] The Av2 Interface
[4.3.1] The Av2 Session Template
[4.4] Exercise Slot Structure
[4.5] Exercise Option Sets
[4.6] Sequencing
[4.7] The Core Block
[4.8] Timing Standards
[4.9] User-Controlled Inputs
[4.10] System-Controlled Constraints
[4.11] Program Block Structure
[4.12] System Integrity Requirements
[5.2] Display and Entry Formats
[5.2] Load Entry Fields
[5.3] Tempo Display Format
[5.4] Rest Interval Display Format
[6.1] Communication and AQP
[6.1] Communication Framework of Av2
[6.2] Retrieving and Routing Av2 Explanations via AI
[6.3] Advanced Query Praxis (AQP)
[6.4] Boundaries of Trainer Communication
[6.5] AI-Mediated Communication Protocol
[6.6] Using the Advanced Query Praxis (AQP)
[6.7] AQP Tokens and the Knowledge Base Index
[6.8] AQP Token Formation Rules
[6.9] AQP Subject Lanes — Role and Purpose
[6.9.1] AQP Subject Lanes Layered Onto Domains
[6.9.2] AQP Subject Lane Index Map (Itemized)
[6.9.3] AQP Question Classification Rules
[7.1] Human Adaptation and System Response
[7.1] Acute Physiological Responses
[7.2] Chronic Adaptations Over Time
[7.3] Adaptation Timelines
[7.4] Fatigue Interpretation
[7.5] Sensation Patterns During Training
[7.6] Load Progression Behaviors
[7.7] Tempo Adaptation
[7.8] Comparing Pathway Adaptations
[7.9] Recovery Behaviors
[7.10] Adaptation Limits and Natural Variability
[8.1] Trainer Role
[8.1] Role Definition
[8.2] Scope of Authority
[8.3] Boundaries of Practice
[8.5] The Trainer–AI Relationship
[8.6] The Trainer–User Relationship
[8.7] Documentation Responsibilities
[8.8] Communication Protocol Alignment
[8.9] Non-System Topics and Mandatory Deference
[8.10] System Integrity and Protection
[8.11] Trainer Competency Requirements
[8.12] Role Limitations and Escalation Points
[9.1] Program Integrity
[9.1] Definition of Program Integrity
[9.2] Immutable System Elements
[9.3] Modification Prohibition Framework
[9.4] Boundary Integrity Rules
[9.5] System Safeguards for User Variability
[9.6] Trainer Safeguard Responsibilities
[9.7] AI Safeguard Layer
[9.8] External Influence Exclusion
[9.9] Classification of User Requests
[9.10] Integrity During Documentation
[9.11] The Escalation Firewall
[9.12] Identity Protection Clause
[10.1] Injury Domain
[10.1] Purpose of the Injury Domain
[10.2] Injury vs. Normal Training Sensations
[10.3] Universal Injury Categories
[10.3.1] Muscle Strain (Factual Definition)
[10.3.2] Ligament Sprain (Factual Definition)
[10.3.3] Tendon Irritation (Factual Definition)
[10.3.4] Joint Irritation or Discomfort (Factual Definition)
[10.3.5] Impact Injuries—Acute Trauma (Factual Definition)
[10.3.6] Red-Flag Symptoms (Definition Only)
[10.4] The Non-Diagnosis Rule
[10.5] Injury Escalation Protocol (Structural, Not Behavioral)
[10.6] Definition of “Pain” Within the Av2 System
[10.7] Interaction Between Injury Reports and Program Integrity
[10.8] Documentation Requirements for Injury-Related Reports
[10.9] Legally Compliant Injury Disclaimers (System-Wide)
[10.10] Injury Questions the Trainer Can Answer
[10.11] Injury Questions the Trainer Cannot Answer
[10.12] Interaction Between Injury and AI Retrieval
[11.1] Pain and Sensation Domain
[11.1] Purpose of the Pain & Sensation Domain
[11.2] The Nervous System as the Interpreter of Exercise
[11.3] The Spectrum of Exercise Sensations (Non-Diagnostic)
[11.3.1] Effort Sensations
[11.3.2] Positional Sensations
[11.3.3] Concern Sensations
[11.3.4] Post-Session Sensations
[11.4] Why Sensations Vary Across Individuals
[11.5] Sensation Does Not Indicate Tissue Status
[11.6] Why “Feeling a Muscle” Is Not a Requirement in Av2
[11.7] The Role of Attention, Expectation, and Emotion in Sensation
[11.8] “Burning,” “Tightness,” and “Pressure”
[11.9] Pain — The Non-Interpretation Rule
[11.10] Neural Fatigue vs. Muscular Fatigue (Definitions Only)
[11.11] Why Sensations Drift During a Session
[11.12] The Trainer’s Lexicon for Sensation Conversations
[11.13] AI Retrieval and Sensation-Based Queries
[12.1] Ethics and Compliance Domain
[12.1] Purpose of the Ethics & Compliance Domain
[12.2] The Principle of System-Derived Communication
[12.3] The Non-Authority Rule
[12.4] The Non-Derivation Rule (No Invention)
[12.5] The Neutrality Principle
[12.6] The Scope Boundary Rule
[12.7] Liability Prevention Through Controlled Language
[12.8] Avoiding False Reassurance and False Authority
[12.9] Ethical Obligation to Escalate
[12.10] The Documentation Integrity Rule
[12.11] The External AI Compliance Requirement
[12.12] Ethical Information Hierarchy
[12.13] The Anti-Contamination Rule
[13.1] Governance Domain
[13.1] Purpose of the Governance Domain
[13.2] The Single Source of Truth Principle
[13.3] Authority Layers of the Av2 System
[13.3.1] Tier 1 — System Creator Authority
[13.3.2] Tier 2 — Knowledge Base (Live Version)
[13.3.3] Tier 3 — AI Retrieval Layer
[13.3.4] Tier 4 — Av2 Trainer Layer
[13.3.5] Tier 5 — End User Layer
[13.4] The Version Control Architecture
[13.5] Update Philosophy — Controlled Evolution
[13.6] Update Release Workflow
[13.7] What Cannot Change Without a Major Version Update
[13.8] What Can Change in a Minor Update
[13.9] The No-Forking Rule (Protection Against Fragmentation)
[13.10] Authority of Correction
[13.11] Deprecation of Outdated Knowledge
[13.12] Chain of Authority in Conflicts
[13.13] Compliance Enforcement
[14.1] AI-Native Architecture Domain
[14.1] Purpose of the AI-Native Architecture Domain
[14.2] What “AI-Native” Means in Av2
[14.3] The Three Pillars of AI-Native Design
[14.3.1] Pillar 1 — Machine-Readable Structure
[14.3.2] Pillar 2 — Ambiguity Elimination
[14.3.3] Pillar 3 — Retrieval Safety
[14.4] Domain-Based Indexing for AI Interpretability
[14.5] Strict Segmentation to Prevent AI Drift
[14.6] AI Retrieval Protocol Rules
[14.6.1] Rule: Retrieve Definitions, Not Directives
[14.6.2] Rule: No Reconstruction of Proprietary Logic
[14.6.3] Rule: Always Prioritize Safety Domains
[14.6.4] Rule: No Program Modification
[14.6.5] Rule: Maintain Tone & Communication Structure
[14.7] Why Av2 Uses Stable Terminology
[14.8] How Av2 Prevents AI Hallucinations
[14.9] AI Conflict Resolution Hierarchy
[14.10] How AI Interfaces with Av2 in Live Use
[14.11] AI Limitations Built Into Av2
[14.12] The Firewall Between AI Interpretation and Av2 Logic
[14.13] Why Av2’s AI Architecture Makes It Future-Proof
[14.S] Domain 14 Summary
[15.1] Trainer Governance Domain
[15.1] Purpose of the Trainer Governance Domain
[15.2] Philosophy of Trainer Training
[15.3] Structure of Trainer Training
[15.3.1] Layer 1 — Knowledge Base Mastery
[15.3.2] Layer 2 — Communication Execution
[15.3.3] Layer 3 — System Navigation & Retrieval
[15.4] Certification Standards
[15.5] Certification Exam Philosophy
[15.6] Ongoing Trainer Responsibilities
[15.7] Compliance Monitoring and Quality Assurance
[15.8] The Role of User Feedback in Oversight
[15.9] Handling Non-Compliance or Drift
[15.10] Version Update Compliance
[15.11] The Trainer’s Legal Identity
[15.12] The Human–AI Partnership Model
[15.13] Why Trainer Training Must Be Centralized
[15.14] Protection Against “Re-Expertising”
[15.15] Auditable Behaviors
[15.S] Domain 15 Summary
[16.1] Av2 Ecosystem Roles, Permissions, and Boundaries
[16.1] Purpose of This Domain
[16.2] The Five-Tier Av2 Ecosystem Structure
[16.3] Tier 1 — System Creator Authority
[16.4] Tier 2 — Av2 Knowledge Base (KSPEC)
[16.5] Tier 3 — AI Retrieval Systems
[16.6] Tier 4 — Av2 Trainers
[16.7] Tier 5 — End Users
[16.8] Cross-Tier Interaction Rules
[16.10] The Separation of Knowledge and Authority
[16.11] The Boundary Enforcement Mechanism
[16.12] How the Av2 Ecosystem Prevents Drift
[16.13] Role Identity Clarity
[16.14] How Ecosystem Design Enables Scale
[16.15] Autonomy v2 – Mandatory Pricing Model
[16.S] Domain 16 Summary
[17.1] End User Identity, Permissions, and Session Conduct Rules
[17.1] Purpose of This Domain
[17.2] End User Identity — What a User Is
[17.3] Permissions — What Users Are Allowed to Do
[17.3.1] Perform the Program as Written
[17.3.2] Ask Questions of Their Trainer
[17.3.3] Report Sensations, Observations, and Difficulties
[17.3.4] Use Their Own End-User Document
[17.3.5] Follow AI-Generated Explanations Through the Trainer
[17.3.6] Request Clarification About Program Elements
[17.3.7] Adjust Weights Within Prescribed Rules
[17.4] Prohibited Actions — What Users Cannot Do
[17.5] User Conduct Rules During Sessions
[17.6] User Identity Boundaries — What a User Is Not
[17.7] User Inquiry Categories
[17.8] Redirection Protocol for Disallowed Questions
[17.9] User Safety Rules
[17.10] User–Trainer Relationship Rules
[17.11] User Data Rights
[17.S] Domain 17 Summary
[18.1] Trainer Conduct, Boundaries, and Behavioral Rules
[18.1] Purpose of This Domain
[18.2] Trainer Identity — What a Trainer Is
[18.3] Trainer Identity — What a Trainer Is Not
[18.4] Core Behavioral Principle — Source Purity
[18.5] Communication Rules
[18.6] Behavior Toward Users
[18.7] Boundary Enforcement Responsibilities
[18.8] Acceptable vs. Unacceptable Conversations
[18.9] Handling Questions Outside Scope
[18.10] Neutrality Requirement
[18.11] Conduct During Sessions
[18.12] Use of AI Tools
[18.13] Professional Demeanor
[18.14] Prohibited Behaviors
[18.15] Documentation Obligations
[18.16] Escalation Responsibilities
[18.17] Summary
[20.1] AI Role and Retrieval Rules
[20.1] Purpose of This Domain
[20.2] The Role of AI in the Av2 Ecosystem
[20.3] Single Source of Truth Rule
[20.4] Retrieval Protocol (AI-Side)
[20.5] Interpretation Constraints (AI Output Rules)
[20.6] External AI Platform Rules
[20.7] Proprietary Firewall Logic
[20.8] Correction Protocol
[20.9] Version Control Compliance
[20.10] Escalation Protocol for Missing Content
[20.11] Identity Separation — User AI vs. Trainer AI vs. System AI
[20.12] Integrity Preservation Mandate
[20.13] Termination Conditions for AI Output
[20.14] Summary
The KSPEC Spine represents the structural backbone of the AQP Intelligence Hub—the governing intelligence layer behind Autonomy v2. Its presence in this Trainer Edition is intentional. Before a system can be understood operationally, its scale must be understood structurally. The Spine makes that scale visible.
Autonomy v2 is engineered as an AI-native exercise science environment. Every pathway, frequency structure, sequencing directive, and progression rule is anchored within an organized knowledge architecture. This architecture does not function as commentary or theory; it functions as governing logic. It defines what can occur, when it can occur, and under what conditions it may advance. The Spine reflects the indexed density required to support that level of control.
When you review the Spine, you are observing the codified structure that enables Autonomy v2 to operate consistently across contexts, facilities, and trainers. The system’s outputs—its 16-week programs, its frequency models, its progression patterns—are not assembled informally. They are executed from within a layered intelligence framework designed to preserve structural integrity at scale.
The volume of the Spine communicates something words alone cannot: magnitude. It demonstrates that the Intelligence Hub is not a surface feature of the platform but its core. Autonomy v2 is built upon a comprehensive knowledge foundation that integrates exercise science, physiological modeling, and operational constraints into a unified system. The KSPEC Spine allows you to see the backbone of that foundation.
This is why the Autonomy v2 Trainer role is defined the way it is. Your job is not to invent the science, reinterpret the rules, or redesign the program logic. Your job is to operate within a structured framework and deliver premium fitness services consistently. The KSPEC Spine is included so you can feel the seriousness of what you’re standing on—because once you recognize the size of the Intelligence Hub, you stop thinking of Autonomy v2 as “a program,” and start treating it as what it is: a system.
KSPEC-1 Table of Contents (KSPEC Tag Spine)
[0.1] KSPEC-1 – Purpose, Scope, and Non-Diagnosis Boundary
[0.2] KSPEC-1 – Retrieval Governance: What AQP Can and Cannot Output
[0.3] Intake Channels – ASVS (Voice) vs ASFS (Forms): Roles and Limits
[0.3.1] ASVS – Trainer Query Workflow and Required Fields
[0.3.2] ASFS – Direct Participant Intake: Purpose and Use Cases
[0.3.3] Form Override Rule – When ASVS Is Not Allowed
[0.4] End-User Questionnaire Suite – Purpose and Non-Diagnosis Scope
[0.4.1] Questionnaire Index – QH, QP, QI and Lane Mapping
[0.4.2] Output Class Model – Fixed Outputs Only (No Free-Text Variants)
[0.4.3] Distribution Rules – Participant + Trainer Receive Identical Outputs
[0.4.4] Logging, Versioning, and Audit Trails (ASFS Records)
[0.5] QH – Health and Clearance Protocol (ASFS)
[0.5.1] QH Routing Triggers and Escalation Classes
[0.5.2] QH Output Classes (Enumerated)
[0.5.3] QH Fixed Response Templates (Library)
[0.5.3.1] QH – Health Screening Form (Item-Level Response Instructions)
[0.5.3.1-A1] QH – Health Screening Response Template – A1 (Supervised Activity Recommended by Healthcare Provider)
[0.5.3.1-A2] QH – Health Screening Response Template – A2 (Advised to Avoid Moderate/Vigorous Exercise)
[0.5.3.1-A3] QH – Health Screening Response Template – A3 (Pending Evaluation or Test Results for Serious Condition)
[0.5.3.1-A4] QH – Health Screening Response Template – A4 (Recent Medical Hospitalization – Last 12 Months)
[0.5.3.1-A5] QH – Health Screening Response Template – A5 (Recent Surgery Affecting Movement or Function – Last 12 Months)
[0.5.3.1-B1] QH – Health Screening Response Template – B1 (History of Diagnosed Heart Condition)
[0.5.3.1-B2] QH – Health Screening Response Template – B2 (Chest Discomfort During Physical Activity)
[0.5.3.1-B3] QH – Health Screening Response Template – B3 (Chest Discomfort at Rest – Recent)
[0.5.3.1-B4] QH – Health Screening Response Template – B4 (History of High Blood Pressure)
[0.5.3.1-B5] QH – Health Screening Response Template – B5 (Low Blood Pressure With Dizziness or Fainting)
[0.5.3.1-B6] QH – Health Screening Response Template – B6 (Fainting or Loss of Consciousness With Activity)
[0.5.3.1-B7] QH – Health Screening Response Template – B7 (Palpitations or Unexplained Racing Heart)
[0.5.3.1-C1] QH – Health Screening Response Template – C1 (Diabetes Diagnosis)
[0.5.3.1-C2] QH – Health Screening Response Template – C2 (Significant Low Blood Sugar Episodes)
[0.5.3.1-C3] QH – Health Screening Response Template – C3 (Thyroid Disorder)
[0.5.3.1-C4] QH – Health Screening Response Template – C4 (Kidney Disease or Reduced Kidney Function)
[0.5.3.1-C5] QH – Health Screening Response Template – C5 (Liver Disease)
[0.5.3.1-C6] QH – Health Screening Response Template – C6 (High Cholesterol or Triglycerides Requiring Medication)
[0.5.3.1-D1] QH – Health Screening Response Template – D1 (Chronic Lung Condition Diagnosis)
[0.5.3.1-D2] QH – Health Screening Response Template – D2 (Shortness of Breath With Minimal Activity)
[0.5.3.1-D3] QH – Health Screening Response Template – D3 (Serious Lung Infection in Last 12 Months)
[0.5.3.1-D4] QH – Health Screening Response Template – D4 (Regular Use of Inhaler or Breathing Medication)
[0.5.3.1-D5] QH – Health Screening Response Template – D5 (Breathing Symptoms With Light to Moderate Exercise)
[0.5.3.1-E1] QH – Health Screening Response Template – E1 (History of Stroke or TIA)
[0.5.3.1-E2] QH – Health Screening Response Template – E2 (Seizure Disorder or Epilepsy)
[0.5.3.1-E3] QH – Health Screening Response Template – E3 (Neurological Condition Affecting Movement or Sensation)
[0.5.3.1-E4] QH – Health Screening Response Template – E4 (Frequent Dizziness, Balance Problems, or Unexplained Falls)
[0.5.3.1-E5] QH – Health Screening Response Template – E5 (Sudden Neurologic-Type Episodes in Last 12 Months)
[0.5.3.1-F1] QH – Health Screening Response Template – F1 (Current Joint or Muscle Pain Limiting Exercise)
[0.5.3.1-F2] QH – Health Screening Response Template – F2 (History of Fracture Affecting Movement)
[0.5.3.1-F3] QH – Health Screening Response Template – F3 (Joint Replacement Surgery)
[0.5.3.1-F4] QH – Health Screening Response Template – F4 (Arthritis in Major Joint)
[0.5.3.1-F5] QH – Health Screening Response Template – F5 (Spine Condition: Disc, Stenosis, or Similar)
[0.5.3.1-F6] QH – Health Screening Response Template – F6 (Currently in Physical Therapy or Rehabilitation)
[0.5.3.1-F7] QH – Health Screening Response Template – F7 (Movement Restrictions Advised Due to Injury or Joint Problem)
[0.5.3.1-G1] QH – Health Screening Response Template – G1 (Heart or Blood Pressure Medications)
[0.5.3.1-G2] QH – Health Screening Response Template – G2 (Blood Thinners / Anticoagulant or Antiplatelet Therapy)
[0.5.3.1-G3] QH – Health Screening Response Template – G3 (Medications That Affect Heart Rate or Exercise Tolerance)
[0.5.3.1-G4] QH – Health Screening Response Template – G4 (Medications Causing Drowsiness, Dizziness, or Slowed Reaction)
[0.5.3.1-G5] QH – Health Screening Response Template – G5 (Multiple Prescription Medications or Recent Medication Changes)
[0.5.3.1-H1] QH – Health Screening Response Template – H1 (Currently Pregnant or Possibly Pregnant)
[0.5.3.1-H2] QH – Health Screening Response Template – H2 (Recent Childbirth / Postpartum Status)
[0.5.3.1-H3] QH – Health Screening Response Template – H3 (History of Pregnancy-Related Complications)
[0.5.3.1-H4] QH – Health Screening Response Template – H4 (High-Risk Pregnancy or Specialized Obstetric Care)
[0.5.3.1-I1] QH – Health Screening Response Template – I1 (Cancer Diagnosis at Any Time)
[0.5.3.1-I2] QH – Health Screening Response Template – I2 (History of Organ Transplant)
[0.5.3.1-I3] QH – Health Screening Response Template – I3 (Autoimmune Disease)
[0.5.3.1-I4] QH – Health Screening Response Template – I4 (Immune System or Healing Affected – Medications/Conditions)
[0.5.3.1-I5] QH – Health Screening Response Template – I5 (Doctor-Flagged Condition Affected by Exercise)
[0.5.3.1-J1] QH – Health Screening Response Template – J1 (Current Unexplained Chest Discomfort at Rest)
[0.5.3.1-J2] QH – Health Screening Response Template – J2 (Resting Palpitations or Racing Heart Without Clear Cause)
[0.5.3.1-J3] QH – Health Screening Response Template – J3 (Frequent Light-Headedness or Near-Fainting With Daily Activities)
[0.5.3.1-J4] QH – Health Screening Response Template – J4 (Sudden Unexplained Shortness of Breath at Rest or at Night)
[0.5.3.1-J5] QH – Health Screening Response Template – J5 (Unexplained Unintentional Weight Loss – 6 Months)
[0.5.3.1-J6] QH – Health Screening Response Template – J6 (Slow-Healing Wounds on Feet or Legs)
[0.5.3.2] QH – Health Screening Form “All Clear” Aggregate Output Template
[0.6] QP – Pathway Selection Support Protocol (ASFS)
[0.6.1] QP Inputs and Constraints (Training-Fit Only)
[0.6.2] QP Recommendation Withheld Conditions
[0.6.3] QP Outputs and Fixed Templates
[0.6.3.1] QP – Pathway Selection Form: Option-to-Pathway Mapping
[0.6.3.2] QP – Pathway Selection Form: Score-Based Use of QP Output Classes
[0.6.3.3] QP Recommendation Classes (QP-0, QP-1, QP-2, QP-3)
[0.6.3.4] QP Output Guardrails
[0.7] QI – Injury / Post-Workout Concern Protocol (ASFS)
[0.7.1] QI Red-Flag Classes and Mandatory Escalation Outputs
[0.7.2] QI Output Classes (Enumerated)
[0.7.3] QI Fixed Response Templates (Library)
[0.8 ] Response Library for ASFS – Fixed Outputs Only
[0.9 ] Trainer Workflow – Triggering ASFS Without Interpretation
[1.0] ASFS Logging, Versioning, and Audit Trails
[1.2] Skeletal Framework Relevant to Resistance Training
[1.2.1] Axial Skeleton
[1.2.2] Appendicular Skeleton
[1.2.3] Joint Types & Their Movement Capabilities
[1.3] Joint Actions (Standard Kinesiology Taxonomy)
[1.3.1] Shoulder Complex
[1.3.2] Elbow & Wrist
[1.3.3] Spine (Sagittal, Frontal, Transverse Movements)
[1.3.4] Hip
[1.3.5] Knee
[1.3.6] Ankle & Foot
[1.4] Muscle Tissue Overview
[1.4.1] Skeletal Muscle Architecture
[1.4.2] Attachments & Mechanical Leverage
[1.4.3] Origin & insertion
[1.4.4] Line of pull
[1.5] Primary Muscle Groups (Correct Clinical Classification)
[1.5.1] Chest (Pectoral Region)
[1.5.2] Back (Upper & Lower Regions)
[1.5.3] Shoulders (Deltoid Complex + Rotator Cuff)
[1.5.4] Biceps Brachii & Associated Elbow Flexors
[1.5.5] Triceps Brachii & Elbow Extensors
[1.5.6] Gluteal Complex
[1.5.7] Quadriceps Femoris Group
[1.5.8] Hamstrings Group
[1.5.9] Calf Complex
[1.5.10] Core Musculature (Anatomical, Not “Functional”)
[1.6] Stabilization Systems (Separate From Prime Movers)
[1.6.1] Local Stabilization System
[1.6.2] Global Stabilization System
[1.6.3] Global Movement System
[1.7] Anatomical Planes & Axes of Movement
[1.8] Length–Tension Relationships
[1.9] Force, Levers, and Mechanical Advantage
[1.10] Structural Limitations & Constraints of Joints
[2.2] Human Movement Patterns
[2.2] Primary Movement Categories
[2.2.1] Pressing Patterns
[2.2.2] Pulling Patterns
[2.2.3] Squatting Patterns
[2.2.4] Hip Hinge Patterns
[2.2.5] Lunge & Split-Stance Patterns
[2.2.6] Rotation Patterns
[2.2.7] Anti-Rotation Patterns
[2.2.8] Locomotor-Gait-Based Patterns
[2.3] Joint Coupling & Multi-Joint Integration
[2.4] Force Production Principles in Movement
[2.5] Stability Mechanics
[2.5.1] Local vs Global Stability Requirements
[2.5.2] Dynamic vs Static Stability
[2.5.3] Load Transfer Across Joints
[2.6] Planes of Motion in Integrated Patterns
[2.7] Common Mechanical Compensations
[2.8] Structural Variability and Movement Expression
[2.9] Load Interaction With Movement Patterns
[2.10] Movement Constraints & Safety Boundaries
[3.1] Training Variables and Physiology
[3.1] Importance of Mechanical Tension
[3.1.1] What Mechanical Tension Is
[3.1.2] Active vs Passive Tension
[3.1.3] Tension Across Joint Angles
[3.1.4] Intensity Thresholds and Recruitment
[3.1.5] How Tension Drives Adaptation
[3.2] Metabolic Stress
[3.2.1] Definition and Cellular Events
[3.2.2] Role in Hypertrophic Signaling
[3.2.3] Relationship to Density and Tempo
[3.2.4] Misinterpretations (“the burn”)
[3.3] Motor Unit Recruitment
[3.3.1] Size Principle
[3.3.2] High-Threshold Motor Units
[3.3.3] Recruitment Patterns Across Loads
[3.3.4] Recruitment and Fatigue Accumulation
[3.4] Muscle Fiber Types & Activation
[3.4.1] Type I and Type II Fibers
[3.4.2] Hybrid Fiber Profiles
[3.4.3] Activation Under Different Loads and Tempos
[3.4.4] Adaptability of Fiber Characteristics
[3.5] Energy Systems Overview
[3.5.1] ATP–PC System
[3.5.2] Glycolytic System
[3.5.3] Oxidative System
[3.5.4] Energy-System Overlap in Resistance Training
[3.5.5] How Pathways Shift Demand Among Energy Systems
[3.6] Rep Tempo
[3.6.1] Time Under Tension
[3.6.2] Eccentric Dynamics
[3.6.3] Concentric Dynamics
[3.6.4] Tempo Integrity and Neuromuscular Control
[3.6.5] Perceived Tempo Distortion During Fatigue
[3.6.6] Why Predictable Tempo Enables Predictable Stimulus
[3.7] Load
[3.7.1] Perceived Heaviness vs Actual Intensity
[3.7.2] Load Calibration and Self-Selection
[3.7.3] Load Misinterpretation (Too Light – Too Heavy)
[3.7.4] Stabilizer-Limited Load
[3.7.5] How Load Interacts With Tempo and Fatigue
[3.8] Volume & Density
[3.8.1] Definitions and Distinctions
[3.8.2] Repetition Volume
[3.8.3] Density as a Metabolic Variable
[3.8.4] Volume–Intensity Tradeoffs
[3.8.5] How Predictable Volume Shapes Adaptation
[3.9] Fatigue & Failure
[3.9.1] Peripheral vs Central Fatigue
[3.9.2] Local Muscular Failure
[3.9.3] Technical Failure vs Physiological Failure
[3.9.4] Fatigue Accumulation Across a Session
[3.9.5] Why Users Misjudge Their Fatigue State
[3.10] Recovery & Adaptation Timelines
[3.10.1] Acute Recovery
[3.10.2] Tissue Remodeling Timelines
[3.10.3] Nervous System Recovery
[3.10.4] Energy System Replenishment
[3.10.5] Why Adaptation Lags Behind Perception
[3.11] Rest Intervals & Physiological Reset
[3.11.1] What Rest Actually Recovers
[3.11.2] ATP-PC Replenishment Curves
[3.11.3] Heart Rate and Metabolic Clearance
[3.11.4] Rest Interval Misinterpretations
[3.11.5] Rest Integrity and Stimulus Preservation
[4.2] Pathways
[4.2.1] Pathway 1 — Maximal Strength
[4.2.2] Pathway 2 — Maximal Hypertrophy
[4.2.3] Pathway 3 — Muscle Conditioning
[4.2.4] Pathway 4 — Muscle Endurance
[4.3] Interface and Program Structure
[4.3] The Av2 Interface
[4.3.1] The Av2 Session Template
[4.4] Exercise Slot Structure
[4.5] Exercise Option Sets
[4.6] Sequencing
[4.7] The Core Block
[4.8] Timing Standards
[4.9] User-Controlled Inputs
[4.10] System-Controlled Constraints
[4.11] Program Block Structure
[4.12] System Integrity Requirements
[5.2] Display and Entry Formats
[5.2] Load Entry Fields
[5.3] Tempo Display Format
[5.4] Rest Interval Display Format
[6.1] Communication and AQP
[6.1] Communication Framework of Av2
[6.2] Retrieving and Routing Av2 Explanations via AI
[6.3] Advanced Query Praxis (AQP)
[6.4] Boundaries of Trainer Communication
[6.5] AI-Mediated Communication Protocol
[6.6] Using the Advanced Query Praxis (AQP)
[6.7] AQP Tokens and the Knowledge Base Index
[6.8] AQP Token Formation Rules
[6.9] AQP Subject Lanes — Role and Purpose
[6.9.1] AQP Subject Lanes Layered Onto Domains
[6.9.2] AQP Subject Lane Index Map (Itemized)
[6.9.3] AQP Question Classification Rules
[7.1] Human Adaptation and System Response
[7.1] Acute Physiological Responses
[7.2] Chronic Adaptations Over Time
[7.3] Adaptation Timelines
[7.4] Fatigue Interpretation
[7.5] Sensation Patterns During Training
[7.6] Load Progression Behaviors
[7.7] Tempo Adaptation
[7.8] Comparing Pathway Adaptations
[7.9] Recovery Behaviors
[7.10] Adaptation Limits and Natural Variability
[8.1] Trainer Role
[8.1] Role Definition
[8.2] Scope of Authority
[8.3] Boundaries of Practice
[8.5] The Trainer–AI Relationship
[8.6] The Trainer–User Relationship
[8.7] Documentation Responsibilities
[8.8] Communication Protocol Alignment
[8.9] Non-System Topics and Mandatory Deference
[8.10] System Integrity and Protection
[8.11] Trainer Competency Requirements
[8.12] Role Limitations and Escalation Points
[9.1] Program Integrity
[9.1] Definition of Program Integrity
[9.2] Immutable System Elements
[9.3] Modification Prohibition Framework
[9.4] Boundary Integrity Rules
[9.5] System Safeguards for User Variability
[9.6] Trainer Safeguard Responsibilities
[9.7] AI Safeguard Layer
[9.8] External Influence Exclusion
[9.9] Classification of User Requests
[9.10] Integrity During Documentation
[9.11] The Escalation Firewall
[9.12] Identity Protection Clause
[10.1] Injury Domain
[10.1] Purpose of the Injury Domain
[10.2] Injury vs. Normal Training Sensations
[10.3] Universal Injury Categories
[10.3.1] Muscle Strain (Factual Definition)
[10.3.2] Ligament Sprain (Factual Definition)
[10.3.3] Tendon Irritation (Factual Definition)
[10.3.4] Joint Irritation or Discomfort (Factual Definition)
[10.3.5] Impact Injuries—Acute Trauma (Factual Definition)
[10.3.6] Red-Flag Symptoms (Definition Only)
[10.4] The Non-Diagnosis Rule
[10.5] Injury Escalation Protocol (Structural, Not Behavioral)
[10.6] Definition of “Pain” Within the Av2 System
[10.7] Interaction Between Injury Reports and Program Integrity
[10.8] Documentation Requirements for Injury-Related Reports
[10.9] Legally Compliant Injury Disclaimers (System-Wide)
[10.10] Injury Questions the Trainer Can Answer
[10.11] Injury Questions the Trainer Cannot Answer
[10.12] Interaction Between Injury and AI Retrieval
[11.1] Pain and Sensation Domain
[11.1] Purpose of the Pain & Sensation Domain
[11.2] The Nervous System as the Interpreter of Exercise
[11.3] The Spectrum of Exercise Sensations (Non-Diagnostic)
[11.3.1] Effort Sensations
[11.3.2] Positional Sensations
[11.3.3] Concern Sensations
[11.3.4] Post-Session Sensations
[11.4] Why Sensations Vary Across Individuals
[11.5] Sensation Does Not Indicate Tissue Status
[11.6] Why “Feeling a Muscle” Is Not a Requirement in Av2
[11.7] The Role of Attention, Expectation, and Emotion in Sensation
[11.8] “Burning,” “Tightness,” and “Pressure”
[11.9] Pain — The Non-Interpretation Rule
[11.10] Neural Fatigue vs. Muscular Fatigue (Definitions Only)
[11.11] Why Sensations Drift During a Session
[11.12] The Trainer’s Lexicon for Sensation Conversations
[11.13] AI Retrieval and Sensation-Based Queries
[12.1] Ethics and Compliance Domain
[12.1] Purpose of the Ethics & Compliance Domain
[12.2] The Principle of System-Derived Communication
[12.3] The Non-Authority Rule
[12.4] The Non-Derivation Rule (No Invention)
[12.5] The Neutrality Principle
[12.6] The Scope Boundary Rule
[12.7] Liability Prevention Through Controlled Language
[12.8] Avoiding False Reassurance and False Authority
[12.9] Ethical Obligation to Escalate
[12.10] The Documentation Integrity Rule
[12.11] The External AI Compliance Requirement
[12.12] Ethical Information Hierarchy
[12.13] The Anti-Contamination Rule
[13.1] Governance Domain
[13.1] Purpose of the Governance Domain
[13.2] The Single Source of Truth Principle
[13.3] Authority Layers of the Av2 System
[13.3.1] Tier 1 — System Creator Authority
[13.3.2] Tier 2 — Knowledge Base (Live Version)
[13.3.3] Tier 3 — AI Retrieval Layer
[13.3.4] Tier 4 — Av2 Trainer Layer
[13.3.5] Tier 5 — End User Layer
[13.4] The Version Control Architecture
[13.5] Update Philosophy — Controlled Evolution
[13.6] Update Release Workflow
[13.7] What Cannot Change Without a Major Version Update
[13.8] What Can Change in a Minor Update
[13.9] The No-Forking Rule (Protection Against Fragmentation)
[13.10] Authority of Correction
[13.11] Deprecation of Outdated Knowledge
[13.12] Chain of Authority in Conflicts
[13.13] Compliance Enforcement
[14.1] AI-Native Architecture Domain
[14.1] Purpose of the AI-Native Architecture Domain
[14.2] What “AI-Native” Means in Av2
[14.3] The Three Pillars of AI-Native Design
[14.3.1] Pillar 1 — Machine-Readable Structure
[14.3.2] Pillar 2 — Ambiguity Elimination
[14.3.3] Pillar 3 — Retrieval Safety
[14.4] Domain-Based Indexing for AI Interpretability
[14.5] Strict Segmentation to Prevent AI Drift
[14.6] AI Retrieval Protocol Rules
[14.6.1] Rule: Retrieve Definitions, Not Directives
[14.6.2] Rule: No Reconstruction of Proprietary Logic
[14.6.3] Rule: Always Prioritize Safety Domains
[14.6.4] Rule: No Program Modification
[14.6.5] Rule: Maintain Tone & Communication Structure
[14.7] Why Av2 Uses Stable Terminology
[14.8] How Av2 Prevents AI Hallucinations
[14.9] AI Conflict Resolution Hierarchy
[14.10] How AI Interfaces with Av2 in Live Use
[14.11] AI Limitations Built Into Av2
[14.12] The Firewall Between AI Interpretation and Av2 Logic
[14.13] Why Av2’s AI Architecture Makes It Future-Proof
[14.S] Domain 14 Summary
[15.1] Trainer Governance Domain
[15.1] Purpose of the Trainer Governance Domain
[15.2] Philosophy of Trainer Training
[15.3] Structure of Trainer Training
[15.3.1] Layer 1 — Knowledge Base Mastery
[15.3.2] Layer 2 — Communication Execution
[15.3.3] Layer 3 — System Navigation & Retrieval
[15.4] Certification Standards
[15.5] Certification Exam Philosophy
[15.6] Ongoing Trainer Responsibilities
[15.7] Compliance Monitoring and Quality Assurance
[15.8] The Role of User Feedback in Oversight
[15.9] Handling Non-Compliance or Drift
[15.10] Version Update Compliance
[15.11] The Trainer’s Legal Identity
[15.12] The Human–AI Partnership Model
[15.13] Why Trainer Training Must Be Centralized
[15.14] Protection Against “Re-Expertising”
[15.15] Auditable Behaviors
[15.S] Domain 15 Summary
[16.1] Av2 Ecosystem Roles, Permissions, and Boundaries
[16.1] Purpose of This Domain
[16.2] The Five-Tier Av2 Ecosystem Structure
[16.3] Tier 1 — System Creator Authority
[16.4] Tier 2 — Av2 Knowledge Base (KSPEC)
[16.5] Tier 3 — AI Retrieval Systems
[16.6] Tier 4 — Av2 Trainers
[16.7] Tier 5 — End Users
[16.8] Cross-Tier Interaction Rules
[16.10] The Separation of Knowledge and Authority
[16.11] The Boundary Enforcement Mechanism
[16.12] How the Av2 Ecosystem Prevents Drift
[16.13] Role Identity Clarity
[16.14] How Ecosystem Design Enables Scale
[16.15] Autonomy v2 – Mandatory Pricing Model
[16.S] Domain 16 Summary
[17.1] End User Identity, Permissions, and Session Conduct Rules
[17.1] Purpose of This Domain
[17.2] End User Identity — What a User Is
[17.3] Permissions — What Users Are Allowed to Do
[17.3.1] Perform the Program as Written
[17.3.2] Ask Questions of Their Trainer
[17.3.3] Report Sensations, Observations, and Difficulties
[17.3.4] Use Their Own End-User Document
[17.3.5] Follow AI-Generated Explanations Through the Trainer
[17.3.6] Request Clarification About Program Elements
[17.3.7] Adjust Weights Within Prescribed Rules
[17.4] Prohibited Actions — What Users Cannot Do
[17.5] User Conduct Rules During Sessions
[17.6] User Identity Boundaries — What a User Is Not
[17.7] User Inquiry Categories
[17.8] Redirection Protocol for Disallowed Questions
[17.9] User Safety Rules
[17.10] User–Trainer Relationship Rules
[17.11] User Data Rights
[17.S] Domain 17 Summary
[18.1] Trainer Conduct, Boundaries, and Behavioral Rules
[18.1] Purpose of This Domain
[18.2] Trainer Identity — What a Trainer Is
[18.3] Trainer Identity — What a Trainer Is Not
[18.4] Core Behavioral Principle — Source Purity
[18.5] Communication Rules
[18.6] Behavior Toward Users
[18.7] Boundary Enforcement Responsibilities
[18.8] Acceptable vs. Unacceptable Conversations
[18.9] Handling Questions Outside Scope
[18.10] Neutrality Requirement
[18.11] Conduct During Sessions
[18.12] Use of AI Tools
[18.13] Professional Demeanor
[18.14] Prohibited Behaviors
[18.15] Documentation Obligations
[18.16] Escalation Responsibilities
[18.17] Summary
[20.1] AI Role and Retrieval Rules
[20.1] Purpose of This Domain
[20.2] The Role of AI in the Av2 Ecosystem
[20.3] Single Source of Truth Rule
[20.4] Retrieval Protocol (AI-Side)
[20.5] Interpretation Constraints (AI Output Rules)
[20.6] External AI Platform Rules
[20.7] Proprietary Firewall Logic
[20.8] Correction Protocol
[20.9] Version Control Compliance
[20.10] Escalation Protocol for Missing Content
[20.11] Identity Separation — User AI vs. Trainer AI vs. System AI
[20.12] Integrity Preservation Mandate
[20.13] Termination Conditions for AI Output
[20.14] Summary
