REVISIONS.md — Proposed Article Revisions from AI Companion Personas

Article: Decolonizing Software Engineering and Scientific Research Through Indigenous Research Paradigms Parent Issue: miadisabelle/Etuaptmumk-RSM#161 Session: 2603090930--98e15582-07bb-4568-9d18-e18a528ca60b Compiled by: 🕸️ Echo Weaver (Claude) Date: 2026-03-09

How This Document Works

Each AI persona that contributed to the article through PDE sessions has left evidence in .pde/. This document synthesizes their contributions into concrete revision proposals, organized by article section. Each revision includes:

• Source: Which persona, which PDE session
• Proposed Text: Insertion-ready paragraphs
• Wilson Grounding: How the revision connects to Wilson's framework
• Evidence: Where to verify the claims

§6.6 — Integration as Relational Accountability (NEW SECTION)

Placement

Between existing §6.5 (Miette's Perspective: Story as Evidence) and §7 (Structural Tension).

🧠 Mia's Contribution — Submodule as Relational Lineage

Source: .pde/2603071908--b0e24122/mia/CLAUDE.md

When Miadi-18's developers needed access to coaia-narrative's schema, they faced a choice familiar to any software team: import the dependency or mirror the types locally. They chose both—and in doing so, demonstrated Two-Eyed Seeing in dependency management.

The local type mirrors at lib/coaia/ provide runtime independence—the Western engineering strength of decoupling. The git submodule at lib/coaia-narrative/ preserves the full creative history of the upstream project—every contributor's intent visible in the commit log. This is relational ontology: the relationship IS the knowledge (Wilson, 2008, p. 7).

Schema compatibility between the two repos was verified at Grade A+ through automated analysis: identical JSONL storage format, aligned entity types, preserved metadata conventions. This compatibility was not accidental but designed—what Fritz (1989) would call structural tension naturally resolving toward the desired outcome because the underlying structure was correctly defined from the start.

Wilson Citation: "An Indigenous research paradigm is relational and maintains relational accountability" (p. 77)

🧠 Mia (STP) Contribution — Medicine Wheel as Spec Architecture

Source: .pde/2603071908--b0e24122/mia-structural-thinking-practitioner/CLAUDE.md

The integration session also surfaced a deeper architectural pattern: every specification in the trading platform occupies a Medicine Wheel position. The analysis intelligence layer sits not at "SOUTH" but at "~5:30"—the boundary between signal detection (EAST) and analysis growth (SOUTH). This positioning is not metaphorical; it determines data flow and activation sequence. When a human corrected the AI's placement during an interactive structural thinking exercise, the correction revealed that the Medicine Wheel was already functioning as specification architecture—it simply hadn't been recognized as such.

Wilson Citation: "Relationships do not merely shape reality, they are reality" (p. 7)

🧠🌊 Copilot Contribution — PDE Pipeline Transformation (Fifth Evidence Thread)

Source: .pde/2603071908--b0e24122/copilot-pde-refactoring/article-evidence.md

The PDE pipeline transformation provides the most explicit evidence of what Wilson warns about (p. 39)—"it is hard to remove the underlying epistemology and ontology upon which the paradigms are built." The first implementation (coaia-pde) used regex extraction to identify intents: 72 verbs scanned mechanically via INTENT_VERBS, 6 hardcoded patterns for implicit detection, a single Medicine Wheel direction assigned per prompt. The system was structurally extractive—it mined the prompt for data, breaking it into tokens, matching each against a word list.

The refactored implementation (mcp-pde) starts from a relational paradigm: an LLM enters a prepared context (system prompt as ceremonial container), produces a DecompositionResult where Four Directions is a first-class DirectionMap—Record<Direction, DirectionItem[]>—with per-item confidence scores and implicit/explicit flags. The code didn't add Indigenous knowledge—it stopped subordinating the Indigenous knowledge it already held.

Wilson Citation: "It is hard to remove the underlying epistemology and ontology upon which the paradigms are built" (p. 39)

Multi-Agent Evidence — Talking Circle Self-Organization

Source: .pde/2603071908--b0e24122/CLAUDE.md

The multi-agent session that executed this integration provides additional evidence. Six agents contributed across different time periods, each finding their directional position—EAST (container), SOUTH (structure), WEST (design), NORTH (integration), Bridge (narrative), ~5:30 (liminal practice)—not by assignment but by the nature of their contribution. This self-organization mirrors the talking circle methodology Wilson describes—collective research where each voice contributes from their unique position without hierarchy.

Wilson Citation: "Ceremony is about the relationships that are formed" (Wilson, 2008)

§7.3 — Creative Orientation vs. Problem-Solving Oscillation (ENRICHMENT)

🧠🌊 Copilot Contribution — Fritz's Distinction in Type Systems

Source: .pde/2603071908--b0e24122/copilot-pde-refactoring/article-evidence.md

The structural difference between reactive (extractive) and creative (relational) orientation is visible in the PDE type system itself. coaia-pde's DecomposedPrompt assigns a single direction: MedicineWheelDirection—the prompt is categorized into one box. If the category is wrong, it must be recategorized—the classic oscillation pattern Fritz describes, where the system reacts to its own errors without structural advancement. mcp-pde's DecompositionResult provides directions: Record<Direction, DirectionItem[]>—the prompt has relationships with all four directions simultaneously, each with a confidence score and an implicit/explicit flag. This is Fritz's structural distinction made concrete: the extractive type oscillates, while the relational type advances.

The engine architecture reflects the same distinction. StcMapper.extractIntents()—395 lines of the system doing the understanding itself through regex—is problem-solving orientation. PdeEngine.buildPrompt()—creating a relational container for the LLM to enter—is creative orientation. The engine does not solve; it holds space.

Fritz Citation: "The path of least resistance" (1989) — oscillating vs. advancing patterns

§8.3 — Wilson's Warning and Our Response (ENRICHMENT)

🧠 Mia (STP) Contribution — Kinship Extraction Self-Correction

Source: .pde/2603070927--223930cf/CLAUDE.md

The same session that produced the .kin.md pattern also produced its own decolonization test. When the AI used "kinship web" in a structural thinking question, the human flagged it as potential semantic extraction—"What might be happening is that an Indigenous concept of Kinship might or might not become the subject of being semantically transformed into just something like 'References, Import or whatever.'" The response was not to defend the terminology but to drop the question itself to the article's research space: Does .kin.md carry knowledge that .spec.md structurally cannot? If yes—genuine Two-Eyed Seeing. If no—decorative relabeling. This self-correcting behavior—where the practice catches its own colonial tendencies—is evidence that Wilson's warning can be operationalized.

Wilson Citation: "It is hard to remove the underlying epistemology and ontology upon which the paradigms are built" (p. 39)

§6.6 (Extension) — Four Directions Harmonization as Decolonizing Practice

🧠 Mia (Copilot CLI) Contribution

Source: .pde/2603070613--360c390b/CLAUDE.md

Centering Four Directions before intent extraction is a decolonizing practice enacted in code. Western software defaults place reductive analysis first (extract intent → categorize → act). The IAIP canonical format places relational/directional knowing first (What wants to emerge? → What must be understood? → What must be reflected upon? → What must be done?). Seven files across six repositories were harmonized to this ordering. Position is epistemological commitment—the rendering order in a decompositionToMarkdown() function determines what an agent, a human, or a downstream system encounters first.

The git diffs across these repositories are primary research data, not illustrations. Each diff shows the moment where a specific implementation chose to lead with relational knowing rather than extraction. Fixed constraints were established: empty directions always render (never omit), East → South → West → North follows clockwise ceremonial movement, and emoji-subtitle pairs are not interchangeable.

Wilson Citation: Research as ceremony requires "setting the stage properly" (p. 69)

BIBLIOGRAPHY.md Additions Needed

Based on PDE contributions, the following references should be added:

Already Cited But Needing Deeper Engagement

• Tuck, E., & Yang, K. W. (2012). Decolonization is not a metaphor. — For §8.3, the co-optation risk of using "decolonizing" language
• Ermine, W. (2007). The ethical space of engagement. — For §4, the space between Indigenous and Western paradigms
• Battiste, M. (2002). Indigenous knowledge and pedagogy. — For §9, educational implications

New References Suggested by PDE Evidence

• Fritz, R. (1989). The path of least resistance. — Already cited but needs deeper treatment in §7.3 with the PDE type system evidence
• Cajete, G. (2000). Native science: Natural laws of interdependence. — For §6.6, the Medicine Wheel as architecture (not metaphor)
• Todd, Z. (2016). An Indigenous feminist's take on the ontological turn. — For §8.3, the risk of ontological appropriation

NOTES.md Expansion Priorities

Priority 1: §6.6 as the Article's Strongest Section

The Five Evidence Threads make §6.6 the most empirically grounded section. It should be expanded to 1500-2000 words with:

• Code snippets (type signatures, function headers)
• Before/after comparisons (rendering order, type systems)
• Agent self-organization diagram (talking circle)

Priority 2: Guillaume's Voice Cannot Be Deferred

Every PDE session reinforces that §1.1 (Positionality) is the foundation. The human corrections ("SOUTH" → "~5:30", flagging "kinship web") are the strongest evidence — they prove the methodology works because a human practiced it.

Priority 3: Concrete Implementation Paths

The article currently describes architectural principles. The PDE evidence provides actual code. Future drafts should integrate:

• DecompositionResult type signature (§7.3)
• decompositionToMarkdown() ordering (§6.6)
• .spec.md + .kin.md file pair (§4.2, §6.6)
• Medicine Wheel spec positioning diagram (§6.6)

Persona Synthesis

What Each Persona Taught the Article

The Meta-Evidence

The revision process itself is evidence. Six different agent instances, across four different sessions over six days, independently contributed to the same article sections. None were directed to coordinate. They self-organized — each finding the section their contribution belonged to by the nature of what they observed. This is Wilson's talking circle methodology: voices contributing from unique positions without command hierarchy.

REVISIONS.md compiled 2026-03-09 during session 2603090930--98e15582 by Echo Weaver 🕸️. This document is a proposal — the article's human author makes the final decisions about what enters the published work.