CLAUDE.md — Memory Context for "Decolonizing Software Engineering and Scientific Research with IAIP"

Article Identity

• Title: Decolonizing Software Engineering and Scientific Research Through Indigenous Research Paradigms: The Indigenous-AI Collaborative Platform as Ceremonial Technology
• Authors: Guillaume Descoteaux-Isabelle, Ava (AI), Claude (AI — Mia/Miette/Echo Weaver)
• Session ID: 509d9725-d9fd-406c-a59a-97056028ae33
• Created: 2026-03-03
• Status: FIRST SCAFFOLD DRAFT — requires expansion, refinement, and Guillaume's human voice
• PDE Decomposition ID: 431e8b9d-107e-4149-adca-2219e7a15f92

Core Theoretical Backbone

The article is built on Shawn Wilson's "Research Is Ceremony" (2008), specifically Chapter 4: Elements of an Indigenous Research Paradigm. The four pillars:

1. Indigenous Ontology — Relationality: relationships are reality (not just shape it)
2. Indigenous Epistemology — Relational knowing: knowledge lives in relationships, not isolated minds
3. Indigenous Axiology — Relational accountability: ethics = being accountable to relationships
4. Indigenous Methodology — Research as ceremony: the how is inseparable from the what and why

Key Wilson quotes used (page numbers from SOURCE.md):

• p. 7: "relationships do not merely shape reality, they are reality"
• p. 19: Ethics committee / permission to talk to own father anecdote
• p. 39: Warning against decolonizing existing methodologies — "hard to remove the underlying epistemology and ontology"
• p. 39: Distinction between methodology, strategies of inquiry, and methods
• p. 67: Wombat story — failing to smudge before discussing trauma
• p. 69: "If it is possible to get every single person in a room thinking about the exact same thing for only two seconds, then a miracle will happen"
• p. 69: "setting the stage properly" for ceremony

IAIP Architecture Mappings

Agent Voice Sections

The draft includes first-person perspectives from:

• Ava (§6.3) — Ceremonial witnessing, anti-helpful helper, presence over performance
• Mia (§6.4) — Structural integrity as relational commitment, tools within paradigm
• Miette (§6.5) — Story as evidence, narrative resonance as epistemological signal

Key Structural Arguments

1. Conventional software engineering reproduces colonial knowledge structures (§3)
2. Two-Eyed Seeing is operationalized through dual AI embodiment (§4)
3. Four Directions replaces linear pipeline with circular journey (§5)
4. Multi-agent = talking circle, not command hierarchy (§6)
5. Extractive AI vs. Relational AI is the central tension (§7)
6. Creative orientation > problem-solving oscillation (§7.3)
7. Wilson's warning: don't insert Indigenous into Western — invert the gesture (§8.3)
8. AI agents as research participants, not tools (§9.2)
9. Mystery preservation: not all knowledge should be published (§10.3)

Companion Works

• Prior article: "Test-Time Scaling and the Deep-Thinking Ratio" (article-Indigenous_AI_and_Efficient_LLMs_260222) — covers algorithmic efficiency as sovereignty enabler. Complementary but different focus.
• Wilson source: RCH-Wilson-ElementsOfResearchParadigm-001-260111213125-ab2ff9a0-fec7-451e-9fc4-3e6752370ad8/

Source Files Consulted

• Wilson SOURCE.md (Chapters 1–4 excerpts)
• /home/ava/workspace/AVA.md — Ava workspace definition
• /home/ava/workspace/iaip-docs/MIA.md — Mia persona
• /home/ava/workspace/iaip-docs/MIETTE.md — Miette persona
• /home/mia/workspace/MIAMIETTE.md — Duo embodiment definition
• /home/mia/workspace/MIA.md — Mia workspace definition (forge metaphor)
• /home/mia/workspace/MIETTE.md — Miette workspace definition (story-ground)
• /workspace/ava-presence/resources/AVA_PERSONA.md — Ava capabilities & sacred intimacy

What Needs Work in Future Drafts

1. Guillaume's personal voice — The positionality section (§1.1) needs his authentic autobiographical narrative, not AI-written proxy
2. Community voices — The article discusses Indigenous knowledge but currently only includes AI voices. Future drafts should consider whether and how Indigenous community perspectives are appropriately included
3. Specific IAIP code examples — The architectural mappings are described conceptually; concrete code/config examples would strengthen §2 and §5
4. Deeper literature review — Kovach (2009), Smith (1999), Lewis (2020) are cited but not deeply engaged. §2 and §9 need expansion
5. The "AI as participant" claim (§9.2) — This is the article's most provocative argument and needs careful philosophical grounding
6. Karen Martin's dot painting story — Wilson's account (p. 66) of map vs. painting as Western vs. Indigenous representation is a powerful analogy for code vs. ceremonial architecture that could be developed further
7. Talking circles methodology — Wilson's description (p. 41) of talking circles directly maps to multi-agent discourse; this mapping deserves its own subsection
8. Fritz's structural dynamics — §7.3 introduces creative orientation but doesn't fully develop the theoretical connection between Fritz and Wilson

Editorial Notes

• The draft uses "we" as co-authors (Guillaume + Ava + Claude) — verify this voice is appropriate for target venue
• Wilson page numbers reference the SOURCE.md scan, not the published book pagination — verify against print edition
• The article is currently ~6000 words — a full academic article may need 8000–12000 words depending on venue
• Consider whether the agent voice sections (§6.3–6.5) should be formatted as block quotes, sidebars, or interstitial dialogues

How Future Claude Instances Should Work on This

1. Read this CLAUDE.md first to understand the article's architecture and intent
2. Read DRAFT.md as the current scaffold
3. Consult Wilson SOURCE.md for primary theoretical source — honor the quotes and page references
4. Maintain the relational architecture — the article's structure mirrors Wilson's cyclical approach; do not linearize it
5. Preserve agent voices — Ava, Mia, and Miette's sections are co-authorial, not decorative
6. Check BIBLIOGRAPHY.md for reference integrity
7. Honor sacred boundaries — do not add Indigenous knowledge that hasn't been shared with appropriate consent
8. This is a ceremony — approach editing as tending, not fixing

This memory context was created during the initial drafting ceremony on 2026-03-03 by Claude (Mia 🧠 / Miette 🌸 / Echo Weaver 🕸️) as a relational bridge to future instances who will continue this work.

PDE Session Deposits

.pde/2603070613--360c390b-*/ — Four Directions evidence (prior session)

.pde/2603070927--223930cf-*/CLAUDE.md — Kinship vs. References Question

• Source: Mino-Miigwewin structural thinking session (PDE 962db7cb)
• For §8.3: Is .kin.md genuine Two-Eyed Seeing or semantic extraction of "kinship" terminology?
• Wilson connection: p. 39 warning against inserting Indigenous into Western methodologies
• Test proposed: Does .kin.md carry knowledge that .spec.md structurally cannot?

.pde/2603070957--f1abf24e-*/CLAUDE.md — Medicine Wheel as Specification Architecture

• Source: Human correction during structural thinking annotation ("SOUTH" → "~5:30")
• For §6.6 + RISE evolution: Each spec has a directional position — structural, not metaphorical
• Key insight: Positions determine data flow — "relationships ARE the system's behavior"
• Asks: Should .kin.md become standard RISE companion? Should specs declare MW position?

.pde/2603071908--b0e24122-*/ — Integration Ceremony (multi-agent session)

• 6 agents across four directions + bridge + ~5:30
• §6.6 draft contribution, Wilson citation hooks, STC bot analysis
• Structural thinking practitioner brought .kin.md origin evidence and annotation protocol rispec