Home / GoldenLens / GoldenLens Specification
GoldenLens
Light the Path to a Brighter Mind
GoldenLens is an open-source, modular specification for AI systems that help people examine situations from multiple perspectives, identify constructive interpretations, and encourage healthier patterns of thinking. The specification defines a framework for building privacy-conscious, explainable, and mental health aware applications that assist users in reflection without replacing professional mental health care.
Golden Path Engine
Identifies the most constructive explanation without dismissing reality.
Functions Include
- Best path selection
- Constructive reasoning
- Actionable next steps
- Growth opportunities
- Learning recommendations
- Reflection prompts
Reflection Module
Supports healthy self reflection.
Features
- Guided journaling
- Daily reflection
- Weekly reviews
- Personal insights
- Gratitude exercises
- Achievement recognition
- Personal growth tracking
Emotional Intelligence Module
Recognizes emotional patterns.
Capabilities
- Emotion detection
- Emotional trend analysis
- Confidence estimation
- Emotional balance scoring
- Reflection suggestions
- Emotional vocabulary assistance
Cognitive Pattern Module
Identifies thinking habits.
Examples
- Catastrophizing
- Black and white thinking
- Assumption detection
- Confirmation bias
- Negative filtering
- Personalization
- Overgeneralization
The specification encourages gentle education rather than labeling or diagnosing users.
Mindfulness Module
Provides optional wellness activities.
Examples
- Breathing exercises
- Grounding techniques
- Mindfulness prompts
- Gratitude reminders
- Positive affirmations
- Reflection exercises
Growth Module
Tracks long term development.
Features
- Personal milestones
- Growth timeline
- Positive habit tracking
- Progress summaries
- Learning achievements
- Reflection history
Mood Tracking Module
Records emotional trends.
Features
- Daily mood logging
- Weekly summaries
- Monthly trends
- Trigger identification
- Recovery tracking
- Wellness indicators
Insight Engine
Produces explainable conclusions.
Outputs
- Perspective summaries
- Reasoning explanations
- Supporting observations
- Confidence levels
- Suggested actions
- Alternative viewpoints
Conversation Module
Supports interactive AI discussions.
Capabilities
- Follow up questions
- Clarification prompts
- Conversation memory
- Context awareness
- Reflection guidance
- Session summaries
Community Module
Optional shared learning features.
Examples
- Anonymous experiences
- Shared perspectives
- Community reflections
- Curated success stories
- Moderated discussions
Privacy Module
Protects user information.
Capabilities
- Local storage
- End to end encryption
- User controlled exports
- Data deletion
- Offline operation
- Anonymous mode
Accessibility Module
Ensures inclusive design.
Features
- Screen reader support
- Keyboard navigation
- Voice interaction
- High contrast themes
- Adjustable typography
- Multiple languages
Explainability Module
Every AI recommendation should be understandable.
Functions Include
- Why this perspective
- Supporting evidence
- Alternative interpretations
- Confidence indicators
- Transparent reasoning
Safety Module
Promotes responsible AI behavior.
Requirements
- No diagnosis
- No crisis intervention replacement
- No manipulation
- No shame based responses
- Respectful language
- Appropriate escalation guidance
- Harm reduction principles
Feature List
- Multi perspective analysis
- Positive reframing
- Golden Path recommendations
- Guided journaling
- Reflection prompts
- Emotional trend tracking
- Mood history
- Cognitive pattern awareness
- Gratitude exercises
- Goal tracking
- Habit tracking
- Explainable AI responses
- Privacy controls
- Offline capability
- Local AI support
- Cloud AI compatibility
- Anonymous mode
- Community reflections
- Accessibility support
- Secure data storage
- Exportable journals
- Personal insights
- Daily summaries
- Weekly reviews
- Growth milestones
- Wellness dashboard
- Conversation history
- AI memory controls
- Plugin architecture
- API support
AI Compatibility
The specification is model agnostic and supports:
- OpenAI models
- Anthropic models
- Google Gemini
- Mistral
- Llama
- DeepSeek
- Qwen
- Phi
- Local GGUF models
- Future AI systems
Design Goals
The specification does not define a user interface.
Implementations may include:
- Mobile applications
- Desktop applications
- Web applications
- Voice assistants
- Journaling platforms
- Wellness platforms
- Educational systems
- Workplace wellness tools
Intended Use Cases
- Personal reflection
- Emotional awareness
- Conflict understanding
- Relationship communication
- Workplace challenges
- Educational coaching
- Life decisions
- Stress management
- Personal growth
- Daily journaling
Non Goals
GoldenLens is not intended to:
- Diagnose mental illness
- Replace licensed mental health professionals
- Provide emergency crisis services
- Manipulate emotions
- Encourage dependency on AI
- Make medical recommendations
Extensibility
The modular architecture allows additional modules to be added without changing the core specification.
Possible Future Extensions
- Family reflections
- Team communication
- Relationship coaching
- Educational mentoring
- Organizational wellness
- Emotional resilience analytics
- Wellness integrations
- Wearable device support
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/goldenlens/
License & Notice Requirements
GoldenLens 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. - GoldenLens 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 – GoldenLens
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 – March 9, 2026
Created the repository for GoldenLens. Designed and implemented the AI-powered multi-perspective insight system to promote positivity and mental clarity. - [Add other contributors here] – [Date]
[Describe contribution in one sentence]
License – GoldenLens
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.