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An experimental documentary short combining filmed essay sequences and sound design with a navigable Twee/Twine book. The interactive layer functions as a living script and research notebook that viewers can explore alongside the film, documenting the medicine‑wheel‑based production cycles and the actions of human and computational agents.
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An experimental interactive documentary short accompanied by a Twee/Twine-based digital text. The project combines audiovisual essay, situated research, and participatory narrative to explore relational knowledge through a Medicine Wheel structure. Its production process generates a reusable Relational Production Protocol designed to sustain five ongoing iterative learning and validation cycles within the work.
A hybrid experimental documentary combining a short film with an interactive web-based narrative layer. Through audiovisual essay, situated research, and a Medicine Wheel structure, the project examines relational knowledge while developing a reusable production protocol that remains open to five successive layers of community-guided reflection and iterative growth.
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<version no=1> The most accurate existing category is an experimental, interactive documentary—more precisely, a hybrid documentary installation or expanded documentary combining a short film with an interactive book/web layer and a reusable production protocol. Your Notion notes similarly frame the project as an experimental documentary practice concerned with deconstructing colonial perception. [notion_mcp:3843e622-054d-8110-af83-f826693b12a5]
Production type:
Experimental interactive documentary short with a companion web-based narrative layer.
This is recognizable to a cinema department without forcing you to invent a new genre. The Twee/Twine layer is understood as an extension of the film’s research and storytelling—not as a separate game or software product.
An experimental interactive documentary short accompanied by a Twee/Twine-based interactive book. The project combines audiovisual essay, situated research, and participatory narrative to explore relational knowledge through a medicine-wheel structure. Its production process also generates a reusable Relational Production Protocol, with five deep-research passes remaining open within the work.
A hybrid experimental documentary combining a short film with an interactive web-based book. Through audiovisual essay, situated research, and a medicine-wheel narrative structure, the project examines relational knowledge while developing a reusable production protocol that remains open to five successive deep-research passes.
Use:
Experimental documentary short — interactive / hybrid form.
Avoid calling it primarily a “transmedia project,” “interactive fiction,” or “documentary installation” unless those are genuinely central to the final exhibition format. Those labels may shift attention away from the film, whereas experimental interactive documentary makes the cinematic outcome immediately legible.
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https://www.perplexity.ai/search/b0d35033-11cb-4278-9c98-42e954d455c3
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This project proposes film and media production as a ceremonial knowledge practice supported by multi-agent architectures that preserve relational accountability throughout the creative process. Drawing on Shawn Wilson's Research is Ceremony framework and informed by collaboration with Nicolas Renaud (Huron-Wendat filmmaker, First Peoples Studies), I position agent-supported production as a technological instantiation of Indigenous relational epistemologies—where knowledge emerges through witnessed relationship rather than extractive observation.
The work addresses a critical limitation in current AI-supported creative tools: they optimize for productivity and efficiency without preserving the relational and ceremonial dimensions through which meaning emerges in Indigenous knowledge systems. As Nicolas notes in his critique of "decolonizing and indigenizing AI" discourse, simply transferring knowledge and methods into AI platforms to make things "better, faster" remains a pure productivity paradigm that changes nothing about our understanding of knowledge itself. True knowledge, he argues through the example of tobacco offerings, can be found in gestures and objects that take a lifetime to understand—a bottomless well of reflection that stands in contrast to the ideology that processing more data faster equals more knowledge.
This project develops: - The Perceptual Agent Layer (eyes and ears of the system) capturing creative intent as structured event streams - The Narrative Cluster Processor transforming raw field recordings and rushes into thematic structures - Quality-enforcement loops ensuring outputs maintain storyteller coherence and relational accountability - Relational Production Protocols ceremony-style practices for entering and closing creative sessions
Cinema creates knowledge through juxtaposition, rhythm, and relational witnessing—not merely recording pre-existing reality. Renaud's Onyionhwentsïio' (2022) demonstrates this: an animated portage trail becomes a commentary on colonial weight through visual metaphor, generating understanding impossible through propositional language alone.
Indigenous research methodologies position inquiry as relational accountability—knowledge emerges through respectful engagement with subjects, communities, and cosmologies rather than extractive observation. Technology serving this paradigm must preserve ceremony throughout the process, maintaining critical consciousness about what constitutes knowledge.
Human meaning-making operates through narrative structures transforming discrete events into coherent stories. The Narrative Cluster Processor instantiates this cognitively: raw transcripts become thematic clusters, implied meanings, story arcs—mirroring how consciousness constructs experience.
Distributed observability through embodied metaphor—agents subscribe to event streams (ears), witness state changes (eyes), and carry contextual memory (persistent identity signatures) without direct world action. On-set recording from belt devices emits structured events: shot composition captured as visual primitives, ambient sound as environmental context, director notes as intent annotations.
The "storyteller perspective" rejection mechanism implements relational accountability: outputs lacking coherence with creative signature get flagged for revision. This isn't arbitrary constraint—it's technological ceremony ensuring production remains accountable to originating intent. Quality agents evaluate outputs against persona coherence criteria; non-compliant results trigger revision loops without expensive model retraining.
Belt-device captures director intent as audio stream → automated transcription → Narrative Cluster Processor generates thematic structures → editing brief with agent-generated markers → multi-agent coordination assembles sequences → quality-enforcement validates storyteller coherence → human review and ceremonial closure.
This work sits at the intersection of: - Multi-Agent Systems & Event-Driven Architecture - autonomic computing, MAPE-K loops, distributed coordination - Indigenous Cinema & Decolonial Media Practice - experimental film, Indigenous knowledge systems - Narrative Cognition & Knowledge Representation - symbolic systems, narrative processing - Human-Agent Interaction - terminal UX, conversational interfaces - Runtime Observability & Quality Enforcement - policy-driven governance, intent-context alignment
The Film Production MA at Concordia (established 3-4 years ago) provides an ideal institutional home. Unlike previous theory-only film studies programs, this MA is production-focused—students create actual work supported by departmental technical resources and faculty expertise. The program structure includes 4-6 courses with the remainder dedicated to project development, allowing flexibility for a practice-based research approach that bridges technical implementation with critical media theory.
Martin Lafebvre, Cinema department chair, is developing a certificate program in Film Production for Indigenous communities, indicating departmental alignment with Indigenous methodologies in media production. The program's openness to experimental production methodologies and intercultural communication positions it well for work that interrogates how technology can serve—rather than extract from—Indigenous knowledge practices.
This is a practice-based research project combining: - System development - building and refining the multi-agent architecture - Production experimentation - field testing with actual film/media projects - Collaborative practice - working with Indigenous filmmakers and knowledge holders - Critical reflection - examining how technology shapes (or disrupts) relational knowledge practices - Documentation - maintaining ceremony protocols throughout research and production
The work refuses what Nicolas calls "academic garlands"—concepts chasing their own tails without clarity about actual practice. Instead, it grounds theoretical claims in implemented systems and lived production workflows.
Potential enrollment for Autumn 2027 would require application by Winter 2027. Questions to resolve: - Physical presence requirements vs. remote work possibilities - Access to departmental technical resources (editing facilities, equipment, computational infrastructure) - Supervisor identification within Film Production faculty (tenure-track/tenured requirement) - Committee formation (Nicolas Renaud has indicated openness to serving as committee member) - Alignment with any existing labs or research groups within Cinema department
This project maintains what Nicolas describes as critical consciousness about knowledge and technology. It refuses the extractive logic of current AI creative tools (Adobe Sensei, Runway, Descript) that accelerate production without preserving relational and ceremonial dimensions. It resists the "decolonizing AI" rhetoric that simply transfers Indigenous knowledge into platforms claiming to make things "better, faster"—remaining instead within a pure productivity paradigm.
The tobacco offering example Nicolas shared illustrates the epistemic stance: knowledge isn't about accumulating and processing data faster, but about depth—simple gestures and relationships containing bottomless reflection. This project asks how technology can honor that understanding of knowledge, creating tools that serve ceremony and relationship rather than extraction and efficiency.
Unlike a recent undergraduate exploring graduate options, this project builds on: - Existing multi-agent development work (Hermes-agent, OpenClaw) - Terminal application infrastructure (tmux, ttyd integration) - Narrative Cluster Processor methodology already tested in practice - Active collaborations with filmmakers and knowledge holders - Established theoretical grounding in Indigenous epistemologies
The master's program would provide intellectual support, technical resources, structured feedback, and academic credibility—a framework for work already underway, not a search for what to pursue.
Further conversation with Nicolas Renaud upon his return, exploration of Film Production faculty research interests, potential outreach to Martin Lafebvre regarding certificate program connections, review of program requirements and application timelines.
"Knowledge comes from relationship. There are gestures and objects extra simple that can take a lifetime to understand. For me, that's also knowledge." — Nicolas Renaud, reflecting on tobacco offerings as bottomless wells of knowledge
https://www.perplexity.ai/search/e07d1a58-2b5b-4f3c-8923-04bb34b7d9a8?preview=1
This paper proposes film production as a ceremonial knowledge practice supported by multi-agent architectures designed to preserve relational accountability throughout the creative process. Drawing on Shawn Wilson's "Research is Ceremony" framework and Nicolas Renaud's decolonial film practice, we position agent-supported production as a technological instantiation of Indigenous relational epistemologies where knowledge emerges through witnessed relationship rather than extractive observation. The Perceptual Agent Layer (eyes and ears of the system) captures creative intent as structured event streams; the Narrative Cluster Processor transforms raw material into thematic structures; quality-enforcement loops ensure outputs maintain storyteller coherence. This approach addresses a critical limitation in current AI-supported creative tools: they optimize for efficiency without preserving the relational and ceremonial dimensions through which meaning emerges in Indigenous knowledge systems.
I. Theoretical Foundations A. Film as Knowledge-Generation (Not Documentation) Cinema creates knowledge through juxtaposition, rhythm, and relational witnessing — not merely recording pre-existing reality. Renaud's Onyionhwentsïio' (2022) demonstrates this: an animated portage trail becomes a commentary on colonial weight through visual metaphor, generating understanding impossible through propositional language alone. tidf.org
B. Research is Ceremony (Shawn Wilson) Indigenous research methodologies position inquiry as relational accountability — knowledge emerges through respectful engagement with subjects, communities, and cosmologies rather than extractive observation. Technology serving this paradigm must preserve ceremony throughout the process.
C. Narrative Cognition & Symbolic Systems Human meaning-making operates through narrative structures transforming discrete events into coherent stories. The Narrative Cluster Processor instantiates this cognitively: raw transcripts become thematic clusters, implied meanings, story arcs — mirroring how consciousness constructs experience.
II. The Perceptual Agent Layer A. Eyes & Ears Metaphor as System Architecture Distributed observability through embodied metaphor — agents subscribe to event streams (ears), witness state changes (eyes), and carry contextual memory (persistent identity signatures) without direct world action.
B. Hook-Based Event Capture in Production Contexts On-set recording from belt devices emits structured events: shot composition captured as visual primitives, ambient sound as environmental context, director notes as intent annotations. Observer agents compile these into production knowledge graph. 260619131039.tr.EN.txt +1
C. Quality Enforcement as Ceremonial Boundary Your "storyteller perspective" rejection mechanism implements relational accountability: outputs lacking coherence with your creative signature get flagged for revision. This isn't arbitrary constraint — it's technological ceremony ensuring production remains accountable to originating intent. 260619132836.tr.EN.txt
III. Multi-Agent Coordination for Film Production A. Intent and Context in Creative Workflows Film production requires propagating creative intent (thematic coherence, aesthetic signature, relational witnessing protocol) across specialized agents (cinematography, editing, sound design). The Intent and Context Layer provides formal architecture for this semantic coordination.
B. Narrative Cluster Processor as Post-Production Engine Field recordings and rushes flow through cluster analysis: shot sequences become compositional clusters, dialogue becomes relational-moment clusters, ambient sound becomes environmental-context clusters. Agent-generated editing briefs include narrative annotations and thematic markers.
C. Closed-Loop Adaptation Without Model Retraining Quality agents evaluate outputs against persona coherence criteria (your storyteller perspective); non-compliant results trigger revision loops. This implements governance through runtime hooks rather than expensive model fine-tuning. 260619132836.tr.EN.txt
IV. Case Study: Mia × Nicolas Renaud Collaboration A. Collaboration Context Renaud: Huron-Wendat filmmaker, First Peoples Studies professor at Concordia, experimental documentary practice deconstructing colonial perception mechanisms. You: Multi-agent architect, narrative cognition researcher, terminal-interface designer. Shared goal: agent-supported film production preserving Indigenous relational epistemologies. milieux.concordia +4
B. Workflow Integration Belt-device captures director intent as audio stream → automated transcription → Narrative Cluster Processor generates thematic structures → editing brief with agent-generated markers → multi-agent coordination assembles sequences → quality-enforcement validates storyteller coherence → human review and ceremonial closure. 260619131039.tr.EN.txt +1
C. Technological Ceremony in Practice Each production phase includes relational protocols: intent-setting before capture, agent briefing establishing creative boundaries, narrative cluster seeding identifying core themes, closure reflection ensuring relational accountability maintained throughout process.
V. Discussion A. Why Existing Creative AI Tools Fail Indigenous Methodologies Current AI-supported creative tools (Adobe Sensei, Runway, Descript) optimize for extraction and efficiency — they accelerate production without preserving relational and ceremonial dimensions. They lack mechanisms ensuring outputs remain accountable to originating relationships and community protocols.
B. Perceptual Agents as Relational Accountability Infrastructure Hook-based observability creates technological ceremony: every agent action emits witnessable events, observer agents validate coherence with established relationships, quality-enforcement loops reject outputs violating protocol. This instantiates accountability as system architecture.
C. Limitations and Future Directions Current implementation requires manual persona-coherence criteria definition; future work should explore how agents learn ceremonial boundaries through participation rather than explicit programming. Indigenous community consultation essential before generalizing these approaches beyond individual practice.
VI. Conclusion Film production as knowledge practice requires technological infrastructures preserving relational accountability throughout creative processes. The Perceptual Agent Layer, Narrative Cluster Processor, and quality-enforcement loops provide architectural foundations for agent-supported production aligned with Indigenous epistemologies. The Mia × Nicolas Renaud collaboration demonstrates practical instantiation: belt-device capture, automated narrative clustering, multi-agent coordination, and ceremonial protocols ensure technology serves relationship rather than extracting from it. This approach offers pathways for AI systems respecting Indigenous knowledge systems in creative domains.
<webweave> Film & Media as Knowledge Practice: Agent-Supported Production http://simp.ly/p/0yrZJw episode: miadi-chronicle://103 </webweave>