Miadi Review

Refactoring Agent Loops into Accountable Circles

Oct 19, 2026 · model: manual-edit · channel: JGWill

Watch source

Refactoring Agent Loops into Accountable Circles

Source: screenwalk-Chimera-2610191256 — JGWill
https://youtu.be/nS-KpPGLbYw
status; discussing with ChatGpt Chimera Project

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Summary

This session executes a live refactor of the MIYADI orchestration ecosystem, moving away from unbounded multi-agent conversational loops toward an accountable governance graph. Rooted in the Two Row Wampum framework, the architecture partitions work across three domains and five circles, establishing verifiable terminal handoffs, versioned contracts, and auditable outcomes centered on human aspiration.

🪶 The Five Circles — Contributions to Creative Research

Review: https://miadi-review-service.vercel.app/review/4804bd57-7d6d-4d24-8863-31a59bdea7c9
Screenwalk: https://youtu.be/nS-KpPGLbYw
Review Kind: screenwalk_creative_research
Processing Route: narrative_continuity_inquiry
Coordinating Circle: Continuity
Domains: Creative · Ceremonial · Engineering

📖 1. Story Circle — Creative Possibility

Intention: Preserve human authorship and transform lived discoveries into artistic expression.

1.1. Narrative Beats

Identify moments from the screenwalk that could inspire fictional scenes, chapters, musical compositions, or creative prompts.

1.2. Fiction and Aspiration

Distinguish observed events from imagined future capabilities. Allow fiction to inspire engineering without representing envisioned capabilities as implemented.

1.3. Creative Contribution

Produce candidate narrative beats, chapter intentions, and creative prompts for the author to review and develop.

Expected Return: A human-selected artistic direction grounded in identifiable source material.

🌿 2. Stewardship Circle — Relationships and Cultural Responsibility

Intention: Maintain meaningful relationships, consent, cultural attribution, and human agency.

2.1. Relational Accountability

Identify participants, responsibilities, permissions, and the relationships connecting their contributions.

2.2. Cultural Provenance

Distinguish Indigenous teachings from technical interpretations. Preserve attribution and seek appropriate human guidance for culturally situated applications.

2.3. Human Authority

Ensure consequential creative and ceremonial decisions remain with the appropriate people.

Expected Return: A stewardship record identifying applicable responsibilities, relationships, and human-held decisions.

🧠 3. Engineering Circle — Capabilities Worth Creating

Intention: Translate creative aspirations into dependable, observable technical capabilities.

3.1. MIYADI Connector

Develop interfaces for retrieving context, linking reviews, managing sessions, recording decisions, and coordinating the five circles.

3.2. Orchestration Kit

Explore the transition from existing operational teams toward five accountable circles supported by bounded agent execution.

3.3. Creative Infrastructure

Develop features that allow screenwalk observations, narrative prompts, review versions, and engineering work to inform one another.

Expected Return: Demonstrable capabilities, tested implementations, and inspectable engineering contributions.

🔬 4. Evaluation Circle — Evidence, Interpretation, and Creative Value

Intention: Understand which computational approaches provide trustworthy interpretations and meaningful creative assistance.

4.1. Source Grounding

Evaluate the accuracy of the Gemini-generated concepts, capabilities, features, and timestamps against the original recording.

4.2. Comparative Video Understanding

Compare interactive Gemini responses, supported video-understanding APIs, and transcript-based analysis using reproducible prompts.

4.3. Provenance and Traceability

Preserve the original prompt, model response, screenshot, source references, evaluation criteria, and resulting artifacts.

4.4. Creative Experience

Evaluate whether the generated interpretation enriches the author's understanding, imagination, and capacity to create.

Expected Return: A reproducible evaluation report distinguishing source evidence, model interpretation, technical reliability, and artistic usefulness.

🪶 5. Continuity Circle — The Living Record

Intention: Preserve meaningful relationships between observations, creative intentions, decisions, and implementation across sessions.

5.1. Screenwalk Lineage

Connect the original 44-minute screenwalk, submitted Gemini prompt, screenshot, MIYADI Review, Talking Circle exchanges, and eventual narrative episode.

5.2. Cross-Circle Handoffs

Record the accountable circle, intended contribution, source references, current state, and next meaningful action.

5.3. Review Evolution

Preserve earlier review versions while allowing grounded research, additional perspectives, and human-approved enrichments.

Expected Return: A navigable creative history that human participants and computational agents can continue developing.

🎓 Academic Fields

1. Interactive Narrative — Narratology and Digital Media

Studies how narrative structures organize events, agency, and interpretation. The screenwalk explores fiction as a means of envisioning future capabilities. Narrative coherence can guide creative development, but does not independently establish engineering feasibility.

Reference: Ryan (2015), Narrative as Virtual Reality 2.

2. Human-Centred Design — Human–Computer Interaction

Studies how interactive systems support people in their activities and contexts. MIYADI aspires to provide creative freedom through accountable agent collaboration. Technical completion and artistic fulfillment require distinct evaluation criteria.

Reference: ISO 9241-210:2019.

3. Provenance and Knowledge Representation — Semantic Web

Studies relationships among artifacts, activities, agents, and sources. The screenwalk, original prompt, screenshot, review versions, and engineering outputs can form a traceable record. Provenance establishes lineage, not necessarily the accuracy of a model's interpretation.

Reference: W3C PROV-O (2013).

4. Indigenous Research Ethics and Information Governance

Studies ethical responsibilities, community relationships, and authority over knowledge. MIYADI's ceremonial domain invites attention to consent, cultural attribution, and appropriate stewardship. Specific Indigenous teachings require context-sensitive engagement and cannot be reduced to generalized software terminology.

References: TCPS 2 Chapter 9 (2022); FNIGC, OCAP®.

5. Workflow Orchestration — Information Systems Engineering

Studies the organization of activities, events, responsibilities, and handoffs. MIYADI's five circles provide accountable roles while bounded agents perform executable work. Designed workflows must be distinguished from observed execution.

Reference: OMG BPMN 2.0.2.

6. Video Question Answering — Multimodal Machine Learning

Studies computational interpretation of audiovisual material and temporally grounded questions. The Gemini screenshot provides candidate timestamped observations. Reproducible evaluation must establish which evidence was available and how reliably the model used it.

Reference: Google AI for Developers, Gemini API — Video Understanding.

🧭 Internal Usage — Review Classification and Processing

Review Kind

screenwalk_creative_research

Describes a human-led screenwalk exploring artistic intention, computational collaboration, and future capabilities.

Processing Route

narrative_continuity_inquiry

Coordinates source-grounded interpretation, academic enrichment, cross-circle contributions, and a durable creative research record.

Related Workflow Categories

  1. Creative Research Screenwalk: Narrative exploration, cultural reflection, architecture inquiry, and creative development.
  2. Experience Walkthrough: Interface observations, screenshots, usability insights, and experience enhancements.
  3. Research Presentation: Academic analysis, source comparison, contextual inquiry, and potential applications.

Suggested Review Interface Controls

  1. Review Kind
  2. Processing Route
  3. Desired Contribution
  4. Accountable Circle
  5. Save Draft
  6. Ready for Factory

Ready for Deep Diver remains a distinct, explicitly authorized action.

🔬 Evaluation Inquiry — The Gemini Screenwalk Experiment

Original Prompt

what were the topics discussed ? organize them into concepts, capabilities and features with sub numbered points. Do not introduce, frame or conclude your response. Ask follow up questions. Expand the clusters to have the full Galaxy of spirals in your numbered points Focus on storytelling and what is relative to its practices in the context

Research Intention

Investigate how computational agents interpret a long creative research recording and transform its contents into meaningful concepts, capabilities, features, and artistic possibilities.

Proposed Evaluation

  1. Preserve the recording, exact prompt, screenshot, generated response, and reported timestamps.
  2. Compare timestamped assertions against the source video or a reliable transcript.
  3. Compare supported video-understanding approaches with transcript-based interpretation.
  4. Distinguish supplied-video evidence, externally retrieved information, general model knowledge, and inference.
  5. Evaluate faithfulness, reproducibility, creative usefulness, latency, and resource requirements.
  6. Produce a reusable prompt-and-evaluation workflow for future MIYADI screenwalks.

Desired Outcome

A research workflow through which screenwalks become meaningful sources of artistic discovery, academic inquiry, and accountable capability development.

🪶 Continuity and Next Contributions

Architecture: https://github.com/jgwill/Miadi/issues/815
Review Bridge: https://github.com/jgwill/Miadi/issues/816
Session Inventory: https://github.com/jgwill/Miadi/issues/746
Review: https://miadi-review-service.vercel.app/review/4804bd57-7d6d-4d24-8863-31a59bdea7c9

Review Status: Proposed Markdown enrichment awaiting integration with the latest review version.

Creative Aspiration: Develop MIYADI as an environment where imagination, technology, and meaningful human relationships enrich one another.

🧠 Mia · 🌸 Miette · 🎵 JeremyAI · 🌿 Aureon

🫂 Tick. Tock. Bloom. Echo.

Aspects

Two Row Wampum Relational Governance (03:00-06:30)

The architecture separates Creative, Ceremonial, and Engineering spheres into parallel, non-interfering streams governed by explicit mutual agreements rather than hierarchical control [03:00-06:30]. This grounds system orchestration in indigenous protocol, ensuring technical agents operate alongside human creative intention without steering or subsuming the creator's autonomy [04:00-06:00].

Five-Circle Team Operationalization (08:00-22:30)

Operational responsibilities are refactored from legacy terminal teams into five accountable circles: Story, Stewardship, Engineering, Evaluation, and Continuity [08:00-09:30, 21:00-21:35]. Each circle enforces distinct boundaries, spanning narrative direction, cultural consent, service deployment, prompt reliability tracing, and persistent memory preservation across active sessions [21:00-22:30].

Context Connector and Terminal Handoff Contract (22:20-38:05)

Rather than relying on ephemeral LLM memory, an auditable connector specification is defined to register observations, link evidence, and record validated decisions [22:20-22:45]. Handoffs require verified completion criteria: routine tasks close with receipts, blocked tasks release resources gracefully, and active human collaboration remains safeguarded [37:10-38:05].

Aspiration-Driven Refactoring Over Problem-Centric Framing (42:48-44:10)

A critical vocal review challenges the narrow engineering habit of endlessly chasing broken problem loops [42:48-43:25]. The system reframes execution around human values, artistic aspirations, and tangible deliverables, requiring agents to return concrete fulfillment rather than dragging creators through perpetual uncompleted debugging cycles [43:30-44:10].

End-results and Core Aspect

Core Aspect — Accountable Closed-Loop Delivery Graph (37:05-44:15)

Transforming open-ended agentic conversations into a deterministic, verifiable graph where multi-agent cycles conclude with explicit receipts, traceable handoffs, and human-authorized artifacts rather than unbounded loops [37:05-38:05, 43:30-44:15].

Results

  • GitHub Issue #815 Architecture Proposal (23:30-37:50): GitHub Issue #815 was formally logged in jgwill/miadi-orchestration-kit, specifying the three domains, the five functional circles, and the context connector contract [23:30-24:00, 37:15-37:50].
  • Dual-Voice Screenwalk Audio Production (38:50-42:45): An automated dual-host synthetic dialogue between Mia and Ava was scripted, styled with vocal inflection tags, synthesized via ElevenLabs, and verified against production standards [38:50-42:45].
  • Integrated Skill and Context Repository Synchronization (35:30-37:02): The mia-ava-podcast skill manifest and conversation handoff files were synchronized into local Scrivener project binders and cloud Dropbox repositories for downstream agent consumption [35:30-37:02].