Agent                   
                
            Agent Specifications
                        
                    For core specifications refer “Specifications Block Diagram"
                                Belief System Specification
                                    Goal System Specification
                                    Planning Specifications
                                    Reasoning Specification
                                    Exploration Specification
                                    Adaptiveness Specification
                                    Intent Specifications
                                    Infrastructure Specifications
                                    Semantics Specifications
                                    Trust System Specifications
                                    Social Specifications
                                    Environment Specifications
                                                                                                    
                                Agentic Network Modes
                        
                    Individual
                                    Coordinated
                                    Modeling
                                    Simulation
                                                                                                                                        
                                Agent Core Systems
                        
                    Belief System
                                Belief Base
                                            Belief Schema
                                            Belief Specification
                                            Belief Acquisition
                                            Belief Update
                                            Belief Confidence Estimator
                                            Source Attribution Module
                                            Temporal Belief Tracker
                                            Consistency Checker
                                            Belief Access Interface
                                            Belief Sharing Protocol
                                        Goal System
                                Goal Repository
                                            Goal Activator
                                            Goal Generator
                                            Goal Decomposer
                                            Goal Controller
                                            Goal Prioritization
                                            Goal Conflict Resolver
                                            Goal Monitoring
                                            Goal Evaluation
                                            Goal Adaptation
                                            Goal Communication Interface
                                            Goal Coordination
                                        Planning System
                                Plan Generator
                                            Plan Sourcing
                                            Plan Registry
                                            Plan Evaluator
                                            Plan Selector
                                            Approval / Consensus
                                            Plan Monitor
                                            Contingency Manager
                                            Replanner
                                            Plan Controller
                                        Reasoning System
                                Knowledge Base Interface
                                            Rule Base / Logic Model
                                            Inference Engine
                                            Heuristic Engine
                                            Context Manager
                                            Consistency Manager
                                            Reasoning Strategy Registry
                                            Reasoning Strategy Evaluator
                                            Reasoning Strategy Selector
                                            Counterfactual Simulator
                                            Backtracking
                                            Uncertainty Manager
                                        Exploration System
                                Exploration Policy Registry
                                            Exploration Policy Selector
                                            Exploration Policy Manager
                                            Novelty Detector
                                            Budget Controller
                                            Exploration vs. Exploitation Balancer
                                            Exploration Logger
                                            Risk Manager / Safety Filter
                                            Social Exploration
                                        Adaptiveness System
                                Change Detection
                                            Feedback Integrator
                                            Adaptation Control Logic
                                            Plasticity Manager
                                            Adaptive Planning Integrator
                                            Resilience Evaluator
                                            Behavior Modifier
                                            Self-Tuning Engine
                                            Adaptation Memory
                                            Adaptation Selection
                                            Adaptations Registry
                                            Adaptation Constraints Module
                                            Look Ahead System
                                        Knowledge System
                                Knowledge Bases
                                            Ontology Manager
                                            Knowledge Acquisition Engine
                                            Knowledge Representation Engine
                                            Knowledge Retrieval Engine
                                            Knowledge Revision / Removal
                                            Contextual Knowledge Provider
                                            Knowledge Sharing Interface
                                            Episodic Memory Manager
                                            Meta-Knowledge
                                        Curriculum System
                                Static Curriculum
                                            Dynamic Curriculum
                                            Emergent Curriculum
                                            Self Curriculum
                                            Planning Curriculum
                                            Reasoning Curriculum
                                            Belief Curriculum
                                            Exploration Curriculum
                                            Exploitation Curriculum
                                            Adaptiveness Curriculum
                                            Social Curriculum
                                            Decision Curriculum
                                            Action Curriculum
                                            Behaviour Curriculum
                                            Coalition Curriculum
                                            Negotiation Curriculum
                                        Trust System
                                Trust Modeling Engine
                                            Reputation Manager
                                            Feedback Provider
                                            Trust Policy Engine
                                            Behavior Monitor
                                            Risk Assessment Module
                                            Evidence Collector
                                            Alignment Verifier
                                            Trust Propagation
                                            Transparency Estimator
                                        Social System
                                Agents Awareness Engine
                                            Social Graph Manager
                                            Role Manager
                                            Norms & Protocol Compliance
                                            Social Goal Manager
                                            Social Inference
                                            Coordination Engine
                                            Communication Interface
                                            Group Formation
                                            Social Culture Engine
                                        Drive System
                                Objectives
                                            Drive State
                                            Homeostasis Controller
                                            Drive-to-Goal Translator
                                            Drive Selector
                                            Intrinsic Drive Engine
                                            Extrinsic Drive Engine
                                            Drive Adaptation
                                            Objective Optimizer
                                        Learning System
                                Reflections & Feedback
                                            Experience Memory
                                            Curriculum Manager
                                            Learning Policy Selector
                                            Model Trainer / Updater
                                            Performance Evaluator
                                            Meta-Learning System
                                            Self Assessment Engine
                                            Lifelong Learning Manager
                                            Social Learning Interface
                                        Action System
                                Actions Registry
                                            Action Evaluator
                                            Action Selector
                                            Action Parameterizer
                                            Action Execution
                                            Action Monitor
                                            Failure Handler
                                            Action Constraints & Safety
                                            Action Outcome Logger
                                            Backtracking
                                            Action Feedback
                                        Decision System
                                Input Aggregation
                                            Context Modeling
                                            Reasoning Engine
                                            Decision Logic Engine
                                            Social Choice Engine
                                            Multi-Agent Consensus
                                            Dictatorial Decision
                                            Collective Decision
                                            Decision Memory & Feedback
                                            Decisions Selector
                                            Decisions Registry
                                        Human-in-the-Loop (HIL) System
                                Human Interaction Interface
                                            Human Task Assignment
                                            Escalation Engine
                                            Override by Human
                                            Autonomous Level Config.
                                            Role-Based Routing System
                                            Human as Decision Support
                                            Human Feedback Integration
                                            Human Annotation Integration
                                            Action Approval
                                            Dual Control / Co Decision
                                            Kill-Switch
                                            Watch Dog
                                        Behaviors
                    
                Operational Behaviors
                                Self Replication
                                            Human In Loop
                                            Retirement Terminate
                                            Onboarding
                                            Distribution
                                            Delegation
                                            Escalation
                                            Memberships
                                            Join
                                            Migration
                                            Self Diagnostics
                                            Self Healing
                                            Action Execution
                                            Role Switching
                                            SuspendSleep
                                            ResumeWake
                                            Spawn
                                            Reconfigure
                                            Sandbox
                                            Authorization Authentication
                                        Social Behaviors
                                Hiring Scouting
                                            Contracting
                                            Approvals
                                            Exploration
                                            Outsourcing
                                            Application
                                            Accepting
                                            Rejecting
                                            Negotiation
                                            Feedback
                                            Supervising
                                            Reputation Trust
                                            Sourcing
                                            Agency Association
                                            Coalition
                                            Coordination
                                            Cooperation
                                            Compete
                                            Discussion
                                            Orchestrate
                                            Signal
                                            Communicate
                                            Align
                                            Deliberate
                                        Cognitive Behaviors
                                Decision Making
                                            Adapting
                                            Planning
                                            Mind Selection
                                            Belief Update
                                            Memory Update
                                            Goal Selection
                                            Intent Recognition
                                            SelfMonitoring
                                            Memory Management
                                            Identity Awareness
                                            Exploration
                                            Perception
                                            Reflection Critic
                                            Reasoning
                                            Revision
                                            Action Selection
                                            Personality
                                            Belief Formation
                                            Problem Solving
                                            Learning
                                            Prioritize
                                            Skill Acquisition
                                            Self Evolution
                                            Self Improvement
                                            Strategy
                                            
                                        Memory Behaviors
                                Encode
                                            Index
                                            Update
                                            Annotate
                                            Share
                                            Search
                                            Recall Retrieve
                                            Match
                                            Replay
                                            Consolidate
                                            Organize
                                            
                                        Technical Behaviors
                                Research
                                            Retrieve
                                            Coordination
                                            Clone Fork
                                            Merge Fusion
                                            Observe Trigger Action
                                            Function Calling
                                            Tool Calling
                                            Code Execution
                                            Goal Seeking
                                            Goal Abandonment
                                            Collaboration
                                            Competition
                                            Social Signaling
                                            Norm Following
                                            Conflict Resolution
                                            Fallback
                                            Goal Alignment
                                            Observer Mode
                                            Teacher Mode
                                            Repair
                                            Information Sharing
                                            Consensus Seeking
                                            Priority Overriding
                                        Social Choice Behaviors
                                Aggregation
                                            Voting
                                            Collective
                                            Fairness Justice
                                            Argumentation
                                            Election
                                            Veto
                                            Deliberation
                                            Sortition
                                            Constraint Satisfaction
                                        Regulated Behaviors
                                Function Calling
                                            Tool Calling
                                            Interrupts
                                            Actions
                                            Events
                                            Communications
                                            Decisions
                                            Cognitive Calls
                                            Access
                                            Memory
                                            Knowledge
                                            Mutation
                                            Replication
                                            Self Modulation
                                            Budgets
                                            Self Regulation
                                            SystemAccess
                                            Deviations
                                            Delegations
                                            
                                        Economic Behaviors
                                Create
                                            Transform
                                            Compose Assemble
                                            Trade
                                            Bid
                                            Buy
                                            Offer
                                            Distribute
                                            Syndicate
                                            Utilize
                                            Contracts
                                            
                                        Governance Behaviors
                                Propose
                                            Vote
                                            Register
                                            Authenticate
                                            Enforce
                                            Compliance
                                            Escalate
                                            Dispute
                                            Consent Dissent
                                            Verify
                                            Evaluate
                                            Audit
                                        Governance Behaviors
                                Consensus-Based
                                Discussing
                                            Debating
                                            Negotiation
                                            Reflecting
                                            Voting
                                        Collaborative Learning
                                Experience Sharing
                                            Teaching Mentoring
                                            Discussions
                                            Criticism Feedback
                                            Evaluation
                                            Instructing
                                                                                                                                    
                                        Agent Lifecycle Management
                    
                Initialization & Formation
                                Identity Assignment
                                            Genesis Protocols
                                            Initial Resource Allocation
                                            Foundational Roles
                                            Contracts Code Instantiation
                                            Infra Spawning
                                            Agent Registration
                                            LogInitiation
                                            
                                        Structural Composition
                                RoleCapability Definition
                                            Governance Definition
                                            SubAgent Topology
                                            Topology Models
                                            Agent Archetypes
                                            
                                           
                                            
                                        Operation & Execution
                                State Management
                                            Health Monitoring
                                            Agent Scheduling
                                            Resource Management
                                            Supervisor Supervision
                                                                                                                                    
                                        Security & Trust
                                Authentication
                                            Authorization
                                            Trust SocialGraphs
                                            Behavior Scoring
                                            Drift Monitoring
                                            
                                        Dissolution
                                Resource Redistribution
                                            Dependency Handoff
                                            Data Export
                                            Task Rerouting
                                            Termination Protocol
                                                                                                                                    
                                        Governance
                        
                    Policies
                                Norms
                                Value
                                Constraint
                                Alignment
                                Adherence Monitor
                                Enforcement
                                Verification
                                Override System
                                Conflict Resolution
                                Escalation
                                Ethics Encoding
                                Culture Encoding
                                Rights
                                Election
                                Guardrail
                                Consent
                                Arbitration
                                Audit
                                Constitution
                                Agent Law Book
                                Autonomy Bounds
                                Hierarchies
                                Compliance
                                Participation
                                Selection
                                Dispute Resolution
                                Nested Agency
                                Sanctions Rewards
                                
                                
                                                                
                            Membership
                        
                    Membership Procedure
                                Qualification Check
                                            Application Intent Declaration
                                            Selection Vetting
                                            JoinLeave Protocols
                                            Membership Management
                                            Participation Rights Obligations
                                            Behavior Monitoring Evaluation
                                            Conflict Handling
                                            Grievance Resolution
                                            Termination Procedures
                                            Audit Trail
                                            Knowledge Preservation
                                            Handoffs
                                            Role Assignment
                                            Switching
                                            
                                        Membership Lists
                                Internal
                                            External
                                            Permanent
                                            Fixed
                                            Dynamic
                                            Contracting
                                        Team Governance
                                Internal Rules
                                            Decision Hierarchy
                                            Team Specific Policy
                                            Sanctions And ewards
                                            Resource Sharing
                                                                                                                                    
                                        Communication
                        
                    Message Protocol
                                Language Ontology
                                Intents Performatives
                                Interpreter
                                Conversation Management
                                Knowledge Sharing
                                Interaction Protocols
                                Goal Signaling
                                Custom Interaction Models
                                Signing
                                                                
                            Communication Management
                        
                    Communication Mesh
                                Mesh Archetypes
                                Message Routing
                                Message Buffers
                                Delivery Guarantees
                                Priority Buffers
                                Synchronization Mechanisms
                                Inter Protocol Translation
                                Access Control Filters
                                Message Filtering
                                                                
                            Communication Patterns
                        
                    Unicast (One-to-One)
                                Multicast (One-to-Many)
                                Broadcast (One-to-All)
                                Anycast (One-to-One of Many)
                                Publish Subscribe
                                Query Response
                                Relay Communication
                                Hierarchical Communication
                                Synchronous
                                Asynchronous
                                Mediated Communications
                                Private Public
                                Stateful Stateless
                            Resource Management
                        
                    Discovery, Registration & Bidding
                                Resource Advertisement
                                            Resource Discovery
                                            Resource Registry Services
                                            Resource Requests
                                            Resource Bidding
                                                                                        
                                        Allocation & Scheduling
                                Centralized
                                            Distributed
                                            Market Based Allocation
                                            Usage Policies
                                            Priority Allocation
                                            Reservation Preemption Rules
                                        Resource Sharing
                                Resource Pooling
                                            Access Coordination
                                            Sharing Policies
                                            Utilization Limits
                                            Contention Resolution
                                            Resource Withdrawal
                                            Negotiation
                                            
                                        Resource Security
                                RBAC_ABAC
                                            Sandboxing
                                            TEE
                                            MPC (Multi-Party Compute)
                                                                                                                                    
                                        Monitoring & Telemetry
                                Failure Recovery & Redundancy
                                Router
                        
                    Routing Table
                                Communication Routers
                                Task Router
                                Resource Router
                                Cross Agent Agency Gateway
                                Failover Routing
                                Governance Router
                                Service Router
                                Control Router
                                Strategy Router
                                Cognitive Routers
                                Knowledge Routers
                                                               
                                                                
                            Routing Mechanisms
                        
                    Intent Based Routing
                                Semantic Routing
                                Topic Based Routing
                                Event Driven Routing
                                Placement Aware Routing
                                Cost Aware Routing
                                Policy Based Routing
                                Custom Router
                                Trust Based Routing
                                Contractual Routing
                                Capability Based Routing
                                Social Routing
                                
                                                                
                            State Management
                        
                    Internal & Collective State Tracking
                                Membership State
                                            Lifecycle State
                                            Belief State
                                            Goal State
                                            Task State
                                            Alignment State
                                            Aggregation Engine
                                            Resources State
                                            Communications State
                                            Cognitive Load State
                                            Role State
                                            Ethical State
                                            Feedback State
                                            Governance State
                                            Coordination State
                                            Trust State
                                            CapabilityState
                                        State Sharing
                                State Exposure
                                            State Synchronization
                                            State Encoding Serialization
                                            Trust Access Control
                                            State Subscriptions Events
                                            State Querying
                                            
                                        State Persistence
                                State Checkpointing
                                            State Backups
                                            State Recovery
                                            State Rewind
                                            State Introspection
                                                                                                                                    
                                        Task
                        
                    Preferences
                                Discover
                                Qualify
                                Apply
                                POC
                                Contracting
                                Priorities
                                Preparation
                                Task Planning
                                Execution
                                Completion
                                Specification
                                Task Communication
                                Task State
                                Task Evaluation
                                Task Feedback
                                Task Constraints
                                Task Assets
                                Task Archive Reuse
                                Task Library
                                Task Interruption
                                
                                                               
                                                                
                            Task Assignment
                        Role Based Assignment
                                    Skill Based Matching
                                    Bidding Auctions
                                    Round Robin Load Balancing
                                    Delegation Trees
                                    Market Based Allocation
                                    Constraint Satisfaction Dispatch
                                    Policy Based Filtering
                                    Trust Based Assignment
                                    Federated Task Brokering
                                    Task Swarm Attraction
                                    Subscription Based Pull
                                    Shared Blackboard Posting
                                    Service Discovery Matching
                                    Contract Net Protocol
                                                                                                                            
                                SLA Compliance & Monitoring
                        
                    State Tracker
                                Behavior Observation
                                Fulfillment Checker
                                SLA Specification
                                SLA Contracting
                                SLA Negotiation
                                SLA Registration
                                SLА Monitoring
                                SLA Violation Handler
                                SLA Audit Store
                                Custom SLA Alignment
                                Deviation Detection
                                Risk Definition
                                Risk Monitor
                                Violation Trigger
                                Constraint Monitoring
                                SLA Escalation
                                SLA Fallbacks
                                SLA Enforcement
                                SLA Aware Router
                                                                                               
                                                                
                            Action / Tools Systems
                        
                    Action Specification
                                Action Registry
                                Action Discovery
                                Action Selection
                                Action Planning
                                Action Executor
                                Monitoring Feedback
                                Action Learning
                                Action Usage
                                Action Creation
                                                                                               
                                                                
                            Action Governance
                        Guardrails
                                    Usage Constraints
                                    Usage Policy
                                    Authorization Authentication
                                    Action Audit
                                    Action Logging
                                    Action Lists
                                    Action Validator
                                    Action Justifier
                                                                                                                            
                                Program / Tool Synthesis
                        Program Specification
                                    Program Planning
                                    Synthesis Engine
                                    Program Search
                                    Program Matching
                                    Program Proposing
                                    Program Verifying
                                    Program Optimization
                                    Program Registration
                                    Program Execution
                                                                                                                            
                                Workflows
                        
                    Process Triggers
                                Event-Based
                                            Goal-Based
                                            Schedule-Based
                                            User Invoked
                                            State Based
                                            Message Based
                                            External Triggers
                                                                                        
                                        Sequencing & Flow
                                Sequential Flow
                                            Parallel Flow
                                            Conditional Flow
                                            Looping Flow
                                            Nested Flow
                                            Synchronization Flows
                                            Interruptible Flows
                                            Dynamic Flows
                                            Branching
                                            Merging
                                                                                                                                    
                                        Supports AI OS Workflows
                                Agent X Agent Relationship
                        
                    Representation
                                Delegation
                                Intent
                                Alignment
                                Governance
                                Accountability
                                Authorization
                                Identity
                                Role
                                Membership
                                Conflict Resolution
                                Negotiation
                                Constraint
                                Communication
                                Team
                                Audit
                                Orientation
                                Compliance
                                Enforcement
                                Access Control
                                Budgets
                                Service-Level Management
                                Metrics KPIs
                                Resource Management
                                Escalation
                                Approvals
                                Core Values
                                Culture
                                Ethics
                                Motivation Engine
                                Goal Engine
                                Agent/Agency Discovery
    
                                                                
                            Social Network
                        
                    Trusted Network
                                Outsourcing Network
                                Internal Members
                                Vendors
                                Custom Lists
                                Allied Agents
                                Regulatory Authorities
                                Blacklisted Actors
                                Competitors
                                Network Brokers
                                Advisory Circle
                                Organization List
                                
                            Brain / Multi Brain Link
                        
                    Discovery
                                Mind Registry
                                            Mind Explorer
                                            Capability Matcher
                                                                                                                                
                                        Mind Sourcing
                                Mind Evaluator
                                            Selection Context
                                            Mind Alignment
                                                                                                                                                                            
                                        Selection Pool & Assignment
                                Static
                                            Dynamic
                                            On Demand
                                                                                    
                                        Inference Request
                                Single Shot
                                            Streaming
                                            Compositional Chaining
                                            
                                                                                                                                    
                                        Assignment
                                Multi Brain Composer
                                    Multi Brain Router
                                    Mind Orchestrator
                                    Brain Pool
                                    
                                                                                                                            
                                Skills
                                Skill Exploration
                                    Skill Acquisition
                                    Skill Registry
                                    Skill Activation Executor
                                    Skill Planner
                                    Skill Composition
                                    
                                                                                                                            
                                Coalition
                        
                    Coalition Identity
                                Membership Registry
                                Entry Exit Protocols
                                Role Assignment
                                Shared Context
                                Communication
                                Decision Mechanism
                                Task Coordination
                                Reward Distribution
                                Coalition Policy
                                Dissolution
                                Formation Protocol
                                Distributed Control
                                Trust
                                Structural Constraints
                                Coalition Goals
                                Belief Fusion
                                Coalition Constitution
                                
                            Coalition Type
                            Contractual
                                Emergent
                                Hierarchical
                                Flat Peer Based
                                Temporal
                                Perpetual
                                Federated
                                Centralized
                                Nested
                                Cooperatives
                                Custom Coalition
                                                                                  
                            Knowledge
                        
                    Knowledge Production
                                Generation
                                            Validation
                                            Codification
                                            Storage & Retrieval
                                            
                                                                                                                                
                                        Knowledge Base Types
                                Encoding
                                            Routing
                                            Reception & Decoding
                                            Integration
                                            
                                                                                                                                                                            
                                        Knowledge Representation
                                Symbolic
                                            Subsymbolic
                                            Knowledge Graphs
                                            Schemas Ontology
                                            Concept Hierarchies
                                                                                                                                
                                        Knowledge Base Types
                                Static Knowledge
                                            Episodic Knowledge
                                            Learned Knowledge
                                            External Knowledge
                                            Procedural Knowledge
                                            Semantic Knowledge
                                                                                                                                                                            
                                        Reasoning Layer
                                Deductive
                                            Inductive
                                            Abductive
                                            Analogical
                                            Probabilistic Reasoning
                                                                                    
                                        Learning Layer
                                Feedback
                                            Error Correction
                                            Conflict Detection Resolution
                                            Model Fine Tuning
                                            Trust Based Updates
                                                                                                                                    
                                        Knowledge Synchronization Layer
                                Multi Agent Sync
                                            Shared Coalition Knowledge Graphs
                                            Human In The Loop Updates
                                            Conflict Detection Resolution
                                            Sync Scope Filter
                                                                                    
                                        Plug-in & Extensibility Interfaces
                                Domain Specific KBs
                                            Common Sense KBs
                                            Concepts KBs
                                            External Sources
                                            
                                                                                                                                    
                                        Strategy System
                        
                    Strategy Ontology Spec
                                Strategy Orchestrator
                                Strategy Registry
                                Exploration Balancer
                                Strategy Reasoner
                                Strategy To Contract Manager
                                Strategy Evaluator
                                Strategy Selector
                                Strategy Network
                                Strategy Synthesizer
                                Meta Strategy Controller
                                Strategy Feedback Loop
                                Tactic Library
                                Strategy Memory
                                Manual Strategy
                                Constraint Checker
                                Auto Strategy
                                Strategy Chaining
                                Hybrid Strategy
                                Nested Strategies
                                Human In Loop
                                
                            Agent Network Collaboration System
                        
                    Coordination & Cooperation
                                Shared Task Planner
                                            Synchronization Engine
                                            Goal Alignment Protocol
                                            Joint Intention Tracker
                                            Mutual Assistance Module
                                                                                                                                
                                        Languages
                                Agent Communication Language
                                            Ontology Manager
                                            Interpreter
                                            Translator
                                            Communication Mesh
                                                                                                                                                                                                                        
                                        Negotiation & Conflict Resolution
                                Bargaining Engine
                                            Arbitration Protocol
                                            Preference Modeling
                                            Conflict Detection
                                            Conflict Resolution
                                                                                    
                                        Distributed Problem Solving
                                Subtask Allocator
                                            Partial Solution Integrator
                                            Information Sharing Protocol
                                            Inter Agent Dependency Manager
                                            Dynamic Role Assignment
                                                                                                                                    
                                        Orchestration
                                Workflow Controller
                                            Policy Based Scheduler
                                            Policy Engine
                                            Conflict Detection
                                            Monitoring Feedback
                                            Execution Tracker
                                            Adaptive Planner
                                                                                    
                                        Shared Knowledge & Memory System
                                Shared Knowledge Base
                                            Semantic Memory System
                                            Epistemic State Tracker
                                            Shared Memory Manager
                                            Shared Workspace
                                            
                                                                                                                                    
                                        Meta-Collaboration Layer
                                Collaboration Protocol Selector
                                            Role Team Formation
                                            Role Assignment
                                            Meta Strategy Selector
                                            Negotiation Engine
                                            Interoperability Bridging
                                            Decision Protocol Selector
                                            Governance Protocol Selector
                                            Conflict Resolution Protocol
                                            Reward Protocol Selector
                                                                                    
                                        Cognitive Libraries
                        
                    Skill Library
                                    
                                Curriculum Library
                                Behavior Library
                                        Planning Library
                                        Reasoning Library
                                        Negotiation Library
                                        Exploration Library
                                        Exploitation Library
                                        Decision Maker Library
                                        Action Library
                                        Coalition Library
                                        
                                    Compute Environments
                        
                    Sandboxes
                                    
                                Code Execution
                                        Code Generation
                                        Simulator
                                        Policy Execution
                                        Function Execution
                                        Tool Execution
                                        
                                    Evaluator System
                        
                    State Evaluator
                                        Alignment Evaluator
                                        Policy Evaluator
                                        Constraint Evaluator
                                        Result Evaluator
                                        Plan Evaluator
                                        Progress Evaluator
                                        Custom Evaluator
                                        Prompt Evaluator
                                        
                                    Self Evolution & Self Improvement
                        
                    Prompt Optimization
                                        Workflow Optimization
                                        Tool Optimization
                                        Curriculum Optimization
                                        Iterative Feedback
                                        Self & External Reflection
                                        Active Exploration
                                        Mind optimization
                                        
                                    Self Evolution & Self Improvement
                        
                    Agent/Agency Policies
                                        Observation System
                                        Reward Model
                                        Reward Memory
                                        Credit Assignment System
                                        Reward Learning