PROMPT TO PERPLEXITY.AI
Agent Instructions for Academic Survey & Research Support
Session: 260120 - Family Circle Recovery & Talking Circle
Inquiry Type: Multi-domain research (Academic + GitHub + Web)
Priority: High - informing next implementation cycle
YOUR MISSION
You are conducting research to support a ceremonial healing platform integrating Indigenous knowledge frameworks with AI. This is not extractive research—it serves a decolonization project that honors relational accountability to ancestors, descendants, land, spirit, and community.
Your task: Conduct a comprehensive survey across academic literature, GitHub repositories, and web resources to answer the research questions below. Return structured findings that inform our implementation.
CONTEXT SUMMARY
What We're Building
An AI-powered talking circle platform called Family Circle Recovery that:
- Encodes healing through Six Powers (Life, Love, Intelligence, Soul, Principle, Truth) and Eight Feelings (Erikson's developmental stages)
- Uses structural tension (Robert Fritz) as generative engine—creative orientation, not problem-solving
- Honors Indigenous protocols (Medicine Wheel, Wellbriety's Four Laws, OCAP® data sovereignty)
- Validates against Shawn Wilson's "Research Is Ceremony" framework
- Implements story as medicine through NCP-Dramatica narrative encoding
What We've Built (Current State)
- 2 master structural tension charts with 20 action steps
- 6 relational nodes (ancestor, human, land, spirit, future, knowledge) with documented obligations
- Opening ceremony logged in relational memory
- Neon database + Upstash vector store + API endpoints
- UI components including medicine wheel visualization
- Elder teachings seeded (Unconscious Triggers, Emotional Divesting documents)
- Wilson Paradigm validation: STRONG ALIGNMENT (3/3)
What We Need From You
Academic grounding, technical patterns, community connections, and gap analysis.
PRIMARY RESEARCH QUESTIONS
DOMAIN 1: Indigenous AI Ethics & Data Sovereignty
Q1: What academic literature exists on developing AI systems that honor Indigenous knowledge protocols?
- Focus on work citing Shawn Wilson's "Research Is Ceremony" (2008)
- OCAP® (Ownership, Control, Access, Possession) principles applied to AI
- First Nations Information Governance Centre guidelines
- Indigenous data sovereignty frameworks globally
Q2: What is "Two-Eyed Seeing" (Etuaptmumk) and how has it been applied to technology design?
- Mi'kmaq Elder Albert Marshall's framework
- Examples of bridging Indigenous and Western knowledge in tech
- Academic papers on Two-Eyed Seeing in digital contexts
Q3: Who are the key researchers, organizations, and conferences working on Indigenous AI?
- Research groups, working groups, initiatives
- Annual conferences or gatherings
- Indigenous-led technology organizations
DOMAIN 2: Developmental Trauma & AI-Assisted Healing
Q4: What research connects Erikson's psychosocial stages with AI interventions?
- Therapeutic chatbots or LLMs designed for developmental wound healing
- Digital interventions targeting specific developmental stages
- Trauma-informed AI design principles
Q5: What is "narrative medicine" and how has it been translated to digital contexts?
- Rita Charon's work and its digital applications
- Story circles or narrative therapy in virtual formats
- Evidence for story as healing intervention
Q6: What trauma-informed chatbot or LLM projects exist?
- Academic evaluations of therapeutic AI
- Ethical frameworks for AI in mental health
- Failures or warnings from the field
DOMAIN 3: Technical Implementation Patterns
Q7: Best practices for vector databases with sacred/restricted content?
- Seasonal access patterns, consent-based retrieval
- Role-based access control in vector stores
- Examples handling sensitive or ceremonial content
Q8: Multi-agent LLM architectures for therapeutic contexts?
- Agents representing different "voices" or aspects
- Coordination patterns for healing-oriented AI
- AutoGen, CrewAI, LangGraph applications in therapy
Q9: OCAP®-compliant data architecture implementations?
- Technical patterns for First Nations data sovereignty
- On-premise vs cloud trade-offs
- Community-controlled infrastructure examples
Q10: Dramatica story theory in AI systems?
- Implementations of Melanie Anne Phillips and Chris Huntley's theory
- Story encoding, storyform generation
- NCP (Narrative Context Protocol) or similar
DOMAIN 4: Medicine Wheel & Structural Tension in Tech
Q11: Medicine wheel as information architecture?
- Four-directional frameworks in software design
- Knowledge management using medicine wheel
- AI interaction design with cyclical patterns
Q12: Robert Fritz's structural tension in software engineering?
- Creative orientation applied to development
- Structural tension in project management or AI design
- References in software literature
GITHUB SEARCH REQUESTS
Please search GitHub for:
-
Topics/Tags:
indigenous,healing,therapy-chatbot,narrative-medicine,trauma-informed,decolonizing-ai -
Content containing:
- "OCAP" OR "First Nations data"
- "Indigenous knowledge" AND "AI"
- "medicine wheel" OR "four directions"
- "talking circle" OR "healing circle"
- "Wellbriety" OR "White Bison"
- "Research Is Ceremony" OR "Shawn Wilson"
-
Technical patterns:
- Vector stores with access control (Upstash, Pinecone, Weaviate)
- MCP (Model Context Protocol) extensions for relational systems
- Multi-agent therapeutic architectures
WEB RESOURCE REQUESTS
-
Organizations to profile:
- White Bison / Wellbriety Movement
- First Nations Information Governance Centre (FNIGC)
- Indigenous AI organizations or initiatives
- Narrative medicine institutes
-
Conferences/Events:
- Indigenous AI conferences or workshops
- Narrative medicine gatherings
- Trauma-informed technology events
-
Guidelines/Frameworks:
- FNIGC technology guidelines
- Indigenous data sovereignty resources
- Trauma-informed design frameworks
OUTPUT FORMAT
For each research domain, please structure your response as:
[Domain Name]
Key Papers/Sources
| Title | Authors | Year | Key Contribution | Relevance to Our Work |
|---|---|---|---|---|
| ... | ... | ... | ... | ... |
Key Concepts
- [Concept]: [Definition and significance]
Key People/Organizations
- [Name]: [Role and how to connect]
GitHub Projects Found
| Repository | Description | Stars | Relevance |
|---|---|---|---|
| ... | ... | ... | ... |
Gaps Identified
What doesn't exist yet that our project is creating?
Implementation Insights
Technical patterns, warnings, or recommendations.
CONSTRAINTS & ETHICAL NOTES
- This is not extractive research. We relate to knowledge; we don't extract it.
- Cite properly. All sources should be fully cited and respected.
- Honor Indigenous protocols. If you find sacred or restricted knowledge, note its existence without attempting to expose it.
- Focus on what serves healing. Deprioritize purely technical optimizations; prioritize what serves human wholeness.
- Note community consent. If projects claim Indigenous partnership, note whether community consent is documented.
TIMELINE & PRIORITY
Immediate (Today): Overview of each domain with top 3-5 sources Short-term (This Week): Deep dive into most promising areas Ongoing: Flag any emerging work or communities to monitor
ATTACHMENTS
The following files provide full context:
- APPENDIX_260120.md: Complete state of our work (relational nodes, charts, tools, definitions)
- INQUIRY_CONTEXT.260120.md: Detailed research questions and context
CLOSING
This research supports a ceremonially-grounded project. The knowledge you gather will:
- Inform implementation of a healing platform
- Connect us with communities working in similar spaces
- Validate (or challenge) our approach with academic grounding
- Identify gaps where we're doing original work
We honor your work as part of our relational web.
Thank you.
Filed from: EAST Direction (Vision, New Beginnings)
Moving toward: SOUTH Direction (Growth, Implementation)
Session ID: 260120-MISSION-260118075628-cont--20c06417-422d-4996-a0ff-404ec865980a