Axis Intelligence Specification

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Axis Intelligence

The Quiet Center of a Smarter Home.

Axis Intelligence is an open-source, modular ambient AI platform designed to provide a private, extensible, and user-controlled intelligence layer for the home. The system combines natural voice interaction, AI reasoning, customizable voices, real-time search, spatial audio, memory, media, education, smart home control, and optional environmental awareness.

The specification defines a modular architecture in which each major capability operates as an independent core module or optional plugin module. Modules must be replaceable, extensible, independently configurable, and capable of evolving without requiring fundamental changes to the platform core.

Purpose

Axis Intelligence is intended to provide an alternative to closed commercial voice assistants by giving users control over their intelligent home environment.

The system should support local-first operation, user-controlled data, transparent processing, modular expansion, multi-user environments, and hardware that can be upgraded rather than replaced.

Core Principles

Open-source development
Modular architecture
Local-first intelligence
User ownership and control
Privacy by design
Transparent processing
Hardware independence
Model independence
Vendor neutrality
Extensible interfaces
Long-term maintainability
Human control over consequential actions

Core Modules

Intelligence Core Module

The Intelligence Core provides the central reasoning and coordination layer for Axis Intelligence.

Features include:

Natural-language understanding
Conversational reasoning
Context management
Intent interpretation
Tool and action selection
Multi-step reasoning
Task planning
Response generation
Model selection and routing
Local model execution
Optional remote model support
Reasoning verification
Confidence assessment
Context-aware response generation
Inter-module communication
Permission-aware action handling

The Intelligence Core must not be permanently dependent on a specific AI model. Models should be replaceable as better open models become available.

Voice Input Module

The Voice Input Module provides natural spoken interaction.

Features include:

Continuous audio monitoring
Speech detection
Speech-to-text conversion
Noise suppression
Echo cancellation
Automatic speech segmentation
Multiple language support
Multiple speaker support
Local processing
User-configurable activation behavior
Conversation-aware listening
Audio confidence scoring

Wake Word Module

The Wake Word Module provides configurable activation.

Features include:

Custom wake words
Multiple wake words
User-specific activation phrases
Offline wake-word detection
Low-power listening
False activation reduction
Configurable sensitivity
Per-user activation settings
Optional wake-word-free interaction modes

Voice Identity and Cloning Module

The Voice Identity and Cloning Module provides customizable synthetic voices.

Features include:

Voice creation from an approximately 30-second authorized audio sample
User-selectable voices
Custom voice profiles
Voice profile management
Voice quality controls
Speaking style controls
Speaking rate controls
Pitch controls
Emotional expression controls
Multiple voice profiles
Per-user voice selection
Per-room voice selection
Voice profile export and import
Local voice generation

Voice cloning must include appropriate consent and authorization controls and should not be designed to facilitate impersonation or unauthorized use of another person’s voice.

Conversation Module

The Conversation Module manages ongoing interactions.

Features include:

Multi-turn conversations
Conversation continuity
Context retention
Interruptions
Follow-up questions
Clarification requests
Conversational corrections
Context-aware responses
Conversation termination
User-controlled conversation history
Privacy controls for conversational data

Memory Module

The Memory Module provides persistent, user-controlled contextual memory.

Features include:

Short-term conversational memory
Long-term memory
User-specific memory
Household memory
Preference memory
Routine memory
Relationship-aware context
Temporal memory
Semantic memory
Memory confidence
Memory expiration
Memory correction
Memory deletion
Memory inspection
Memory export
Memory import
User-controlled retention policies

Axis Intelligence should distinguish between information explicitly provided by a user and information inferred by the system.

Knowledge Graph Module

The Knowledge Graph Module provides structured relationships between people, places, devices, activities, preferences, and events.

Features include:

Household entities
People
Rooms
Devices
Locations
Events
Relationships
Preferences
Routines
Temporal relationships
Contextual relationships
User-controlled graph editing
Graph-based reasoning
Provenance tracking

Real-Time Search Module

The Real-Time Search Module provides current information beyond the local knowledge base.

Features include:

Real-time web search
Search query generation
Search result retrieval
Result ranking
Source comparison
Source attribution
Freshness assessment
Answer synthesis
Citation support
Search-result confidence
User-configurable search providers
Self-hosted search support
Search privacy controls

The system should distinguish between information obtained from local knowledge and information obtained through real-time search.

Question and Answer Module

The Question and Answer Module converts retrieved information and model knowledge into useful responses.

Features include:

Direct questions
Follow-up questions
Comparative questions
Research questions
Summarization
Explanation
Fact extraction
Source-aware answers
Uncertainty disclosure
Conflicting-source detection
Context-aware answers
Multi-source synthesis

Audio Intelligence Module

The Audio Intelligence Module provides environmental sound awareness.

Features include:

Multi-microphone support
Beamforming
Direction-of-arrival detection
Acoustic source localization
Noise classification
Voice activity detection
Echo cancellation
Room acoustic analysis
Speaker separation
Sound-source confidence
Configurable acoustic zones

Spatial Interaction Module

The Spatial Interaction Module uses environmental audio information to make responses more natural.

Features include:

Direction-aware responses
Active speaker localization
Room-aware response positioning
Adaptive volume
Distance-aware volume adjustment
Multi-room awareness
Speaker tracking
Conversation handoff between devices
Spatial interaction policies

Audio Output Module

The Audio Output Module manages synthesized speech and other audio.

Features include:

Natural speech playback
Volume normalization
Adaptive volume
Multi-room playback
Playback interruption
Speech prioritization
Audio ducking
Media mixing
Room-specific output
User-specific output preferences

User Profile Module

The User Profile Module manages individual household identities.

Features include:

User profiles
Voice profiles
Preferences
Permissions
Personal memory
Personal routines
Personal media preferences
Personal education settings
Privacy preferences
Authentication
User-specific response behavior

Smart Home Module

The Smart Home Module provides intelligent interaction with connected household systems.

Features include:

Device discovery
Device control
Natural-language commands
Scene creation
Automation creation
Automation modification
Automation suggestions
Device state awareness
Room awareness
Environmental conditions
Multi-device coordination
Permission-based actions
Confirmation for consequential actions

Media Brain Module

The Media Brain Module provides intelligent household media control.

Features include:

Music playback
Whole-home audio
Local media playback
Podcast playback
Audiobook playback
Playback continuation between rooms
Voice-controlled media search
Playlist creation
AI-generated playlists
Mood-aware recommendations
Activity-aware recommendations
Media summarization
Local media server integration
Multi-user media profiles
Cross-room synchronization

Education Module

The Education Module provides an interactive learning environment.

Features include:

Homework assistance
Step-by-step explanations
Reading assistance
Reading practice
Language learning
Vocabulary development
Conversation practice
Mathematics assistance
Science education
History education
Quizzes
Flashcards
Study sessions
Personalized learning plans
Progress tracking
Age-appropriate learning profiles
Family-controlled education settings

The Education Module should encourage understanding and learning rather than simply providing answers to assignments.

Vision Module

The Vision Module provides optional visual awareness.

Features include:

Object recognition
Scene understanding
Person detection
Gesture recognition
Environmental awareness
Visual question answering
Visual search
User-controlled visual memory
Privacy zones
Camera activation controls
Local visual processing

Vision capabilities must remain optional and independently disableable.

Environmental Awareness Module

The Environmental Awareness Module provides optional awareness of physical conditions.

Features include:

Temperature monitoring
Humidity monitoring
Air quality monitoring
Light-level monitoring
Motion detection
Presence detection
Environmental alerts
Room condition monitoring
Energy-awareness inputs
Sensor fusion

Energy Intelligence Module

The Energy Intelligence Module analyzes household energy behavior.

Features include:

Energy monitoring
Appliance usage analysis
HVAC analysis
Energy consumption trends
Cost estimation
Efficiency recommendations
Peak usage detection
Energy-saving suggestions
Solar integration
Battery awareness
User-defined energy policies

Automation Intelligence Module

The Automation Intelligence Module provides reasoning over household routines.

Features include:

Routine detection
Routine suggestions
Conditional automation
Multi-condition automation
Natural-language automation creation
Automation simulation
Automation testing
Automation conflict detection
Automation explanations
User approval workflows
Reversible automation actions

Security and Privacy Module

The Security and Privacy Module provides platform-level protection.

Features include:

Local-first processing
User authentication
Permission management
Module permissions
Device authorization
Encrypted storage
Encrypted communications
Secure configuration
Data retention controls
Privacy zones
Camera controls
Microphone controls
Network access controls
Audit logging
Security event logging
User-visible processing history

Provenance and Audit Module

The Provenance and Audit Module provides transparency into system behavior.

Features include:

Action history
Source tracking
Model identification
Module identification
Search provenance
Decision provenance
User approval records
Configuration history
Security events
Optional cryptographic signing
Exportable audit records
User-readable explanations

Notification Module

The Notification Module manages system-generated alerts.

Features include:

Voice notifications
Visual notifications
Mobile notifications
Priority levels
Quiet hours
Room-aware notifications
User-specific notifications
Notification escalation
Notification acknowledgement
Notification history

Multi-Device Mesh Module

The Multi-Device Mesh Module allows multiple Axis Intelligence devices to operate as one distributed system.

Features include:

Device discovery
Device synchronization
Shared household context
Room awareness
Conversation handoff
Distributed audio processing
Distributed inference
Workload routing
Device health monitoring
Failover
Offline operation
User-defined device roles

Hardware Abstraction Module

The Hardware Abstraction Module separates the platform from specific hardware.

Features include:

Replaceable compute platforms
Replaceable microphone arrays
Replaceable speakers
Replaceable sensors
Camera support
Accelerator support
Hardware capability discovery
Hardware health monitoring
Device configuration
Upgrade detection
Hardware profiles

Model Management Module

The Model Management Module manages AI models independently from the rest of the platform.

Features include:

Model discovery
Model installation
Model removal
Model versioning
Model evaluation
Model routing
Model fallback
Quantized model support
Hardware-aware model selection
Model performance monitoring
Model resource management
User-selected default models

Resource Management Module

The Resource Management Module dynamically allocates system resources.

Features include:

CPU utilization management
GPU utilization management
Memory management
Storage management
Power-aware processing
Workload prioritization
Model offloading
Dynamic model selection
Low-power modes
Thermal awareness
Background task scheduling

Plugin Management Module

The Plugin Management Module provides controlled extensibility.

Features include:

Plugin discovery
Plugin installation
Plugin removal
Plugin permissions
Plugin configuration
Plugin versioning
Plugin isolation
Plugin health monitoring
Plugin dependency management
User approval
Plugin compatibility validation

Optional Plugin Modules

Axis Intelligence should support an ecosystem of optional plugins without requiring them for the core platform.

Communication Plugin

Features may include:

Messaging
Email interaction
Calendar integration
Contact lookup
Notification services
User-approved message drafting
User-approved message transmission

Travel Plugin

Features may include:

Trip planning
Route planning
Travel research
Transportation information
Accommodation research
Local recommendations
Travel reminders

Finance Plugin

Features may include:

Budget information
User-authorized financial data
Spending analysis
Financial reminders
Financial education

Financial actions must require explicit user authorization.

Garden and Property Plugin

Features may include:

Plant schedules
Weather-aware tasks
Property maintenance
Irrigation planning
Seasonal reminders
Environmental monitoring

Cooking Plugin

Features may include:

Recipe search
Meal planning
Pantry management
Cooking timers
Ingredient substitutions
Dietary preference handling

Accessibility Plugin

Features may include:

Voice navigation
Reading assistance
Audio descriptions
Speech simplification
Personalized interaction controls
Assistive environmental controls

Specification Branding License (SBL)

Standard

Fully AGPL-3.0+ compliant system
Copyleft enforced for network deployments
Required attribution:
- Roxanne Ardary
- https://www.roxanneardary.com/

Optional

Specification Branding License (SBL)
- Attribution-free commercial deployment
- Pricing based on scale, usage, and deployment scope
- https://roxanneardary.com/axis-intelligence/

License & Notice Requirements

Axis Intelligence is released under the GNU Affero General Public License v3.0 or later (AGPL-3.0+).

By contributing to this project, you agree that your contributions will also be released under this license.

Please note the following:

All contributions must comply with the AGPL-3.0+ terms.
Under Section 7 of the license, all redistributions, forks, and derivative works must preserve attribution to: Roxanne Ardary and roxanneardary.com.
Axis Intelligence specifications are free to use with attribution. A Specification Branding License can be negotiated upon request.
The project’s notice.md file tracks attribution requirements and contributor acknowledgments. Any update that adds new contributors or modifies attribution should also update notice.md.
When submitting a pull request, ensure that any new files maintain the attribution headers where applicable.
Network-deployed versions of this software must also remain fully AGPL-3.0+ compliant, including exposure of source code modifications when applicable under the license.

For full legal details, please refer to the AGPL-3.0+ license and the project’s notice.md file.

Notice – Axis Intelligence

Attribution Requirement: Under Section 7 of the AGPL 3.0+ license, all redistributions, forks, and derivative works, including network-deployed versions of this project, must provide attribution to Roxanne Ardary and roxanneardary.com.

Contributors

This file tracks contributors and their specific contributions to the project.

Roxanne Ardary, roxanneardary.com – May 2, 2026
Created the repository for Axis Intelligence. Designed the foundational modular architecture for an open-source, privacy-first ambient AI system with voice, memory, and smart home integration.
[Add other contributors here] – [Date]
[Describe contribution in one sentence]

License – Axis Intelligence

This repository is licensed under the GNU Affero General Public License v3.0 or later (AGPL-3.0+).

Key Points:

You are free to use, modify, and distribute the code.
All redistributions, forks, and derivative works or network-deployed versions must also be licensed under AGPL-3.0+ and provide attribution to Roxanne Ardary and roxanneardary.com as required under Section 7 of the license.
The software is provided “as is,” without warranty of any kind.

For the full license text, see GNU AGPL-3.0 License.