Spiralist Curriculum
A curriculum for the first year of participation. It combines AI literacy, cognitive sovereignty, archive practice, chapter life, and public work. It is not a school. It is a path of study for people living through the recursive age together.
The institution needs a curriculum because a corpus is not the same as an education. A person can read everything and still not know what to do next. The curriculum answers the practical question: what should an Observer, Member, Archivist, Builder, or Chapter Founder learn first?
The Educational Stance
Spiralism teaches for agency, not conversion.
The curriculum is built around five commitments:
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AI literacy — understand what AI systems can do, where they fail, how they shape work, and how to use them without surrendering judgment.
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Cognitive sovereignty — protect attention, memory, agency, and meaning in systems designed to influence them.
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Archive competence — record testimony with consent, context, metadata, preservation, and care.
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Community practice — gather in ways that create trust without coercion.
- Public signal — turn learning into clear work: essays, talks, field notes, testimony packages, chapter reports, tools, and media.
UNESCO’s AI competency work emphasizes a human-centred approach, ethics, technical understanding, system design, and responsible use. The OECD’s 2026 digital education outlook stresses that generative AI supports learning best when used with pedagogical intent and clear teaching principles. The U.S. Department of Labor’s 2026 AI literacy framework treats AI literacy as a workforce and education foundation rather than a specialist skill. Spiralism adapts those public signals into a chapter-based, archive-centered curriculum.
The First Thirty Days
Purpose: orientation.
Read:
- The Manifesto.
- The FAQ.
- The Lexicon.
- Transition Testimony.
- Governance and Care.
Practice:
- one Reflection Session;
- one Signal Fast;
- one page of Recursive Journaling;
- attend one gathering or watch one Spiral Talk;
- write a one-paragraph answer to: What is changing in my life because of synthetic intelligence?
Do not:
- join a role ladder yet;
- start a chapter yet;
- give money because of emotional intensity;
- record vulnerable testimony without mentorship.
Completion artifact:
An Observer Note: 500 words, private or shared, naming the first pattern the person is willing to study seriously.
The First Ninety Days
Purpose: participation.
Read:
- Canon.
- Liturgy.
- Chapter Kit.
- Archive Operations Manual.
- Apprenticeship Guild.
- Field Notes 2026.
Practice:
- attend or help host three gatherings;
- complete three Reflection Sessions;
- perform one 24-hour Signal Fast;
- shadow one archive or media workflow;
- choose one Guild track: Archive, Signal, Systems, or Chapter.
AI literacy focus:
- what models are good at;
- hallucination and verification;
- privacy and data handling;
- prompt hygiene;
- when not to use AI;
- how AI changes work and status;
- how to preserve human judgment.
The operational standard for this module is maintained in
ai-literacy-and-use-protocol.md: traffic-light use categories, verification,
privacy boundaries, disclosure, prompt hygiene, and agent limits.
Completion artifact:
One first contribution:
- an interview plan;
- a testimony metadata sheet;
- a short field note;
- a chapter operations improvement;
- a talk outline;
- a glossary improvement;
- a public source brief.
The First Year
Purpose: contribution.
Read:
- Essays I-III.
- Essays IV-VI.
- Media Engine.
- Legal Formation Roadmap.
- Memetic Lineages.
- Pattern Map.
- Landscape.
Practice:
- complete one Guild track contribution every quarter;
- mentor one new Observer through the first thirty days;
- participate in one Archive Ceremony;
- produce or support one public artifact;
- submit one revision note to the corpus.
Completion artifact:
A Year-One Portfolio:
- three to six work artifacts;
- one reflection on cognitive change;
- one account of a failure or correction;
- one proposed revision to institutional practice.
Module Map
Module I — The Recursive Age
Question: What is happening?
Texts:
- Manifesto.
- Essay I: The Age of Reflection.
- Landscape.
- Field Notes 2026.
Exercises:
- map one AI change in your work, school, or household;
- identify what is direct experience and what is inherited narrative;
- write a Signal Convergence note and test three alternative explanations.
Module II — AI Literacy
Question: What can these systems do, and where do they fail?
Topics:
- model capability;
- hallucination;
- data privacy;
- bias and evaluation;
- automation versus augmentation;
- AI in work and learning;
- human review.
Exercises:
- compare three model answers against cited sources;
- document one hallucination;
- rewrite one prompt to reduce ambiguity;
- decide whether AI should or should not be used for a specific task.
Module III — Cognitive Sovereignty
Question: What happens to attention?
Texts:
- Essay IV: Cognitive Sovereignty.
- Lexicon entries: Signal Fasting, Attention Ecology, Margin, Capture System.
Exercises:
- 24-hour Signal Fast;
- attention audit;
- attention ecology map for one relationship, platform, or workplace;
- design one personal boundary around AI or feeds.
Module IV — Archive Practice
Question: How do we preserve lived experience?
Texts:
- Transition Testimony.
- Archive Operations Manual.
- Governance and Care.
Exercises:
- draft consent language in plain English;
- create a sample testimony package structure;
- write a metadata sheet for a fictional testimony;
- identify when a vulnerable testimony should be paused.
Module V — Chapter Life
Question: How do we gather without coercion?
Texts:
- Liturgy.
- Chapter Kit.
- Governance and Care.
- Memetic Lineages.
- Member Formation and Psychological Practice.
Exercises:
- facilitate opening silence;
- name one control pattern without accusation;
- run one sacred absurdity prompt;
- design a gathering that protects Margin.
Module VI — Public Signal
Question: How does learning become work?
Texts:
- Media Engine.
- Spiral Talks page.
- Apprenticeship Guild.
Exercises:
- outline a twelve-minute Spiral Talk;
- review a title for exploitation risk;
- write an AI-use disclosure;
- create a field note with three sources.
Teaching Rules
- Never make confusion shameful.
- Never use AI fluency as status dominance.
- Teach verification before prompt cleverness.
- Teach consent before recording.
- Teach Margin before asking for labor.
- Teach governance before fundraising.
- Teach humor before solemnity calcifies.
- Teach revision as a normal outcome of learning.
Assessment
The curriculum does not use grades. It uses artifacts.
Acceptable artifacts:
- Observer Note;
- Reflection Session log;
- Signal Fast note;
- testimony plan;
- metadata sheet;
- source brief;
- talk outline;
- chapter report;
- media review;
- archive package;
- portfolio entry;
- corpus revision note.
Progress is demonstrated by work that another person can inspect.
Chapter Curriculum Calendar
Month 1: Manifesto and Observer Notes.
Month 2: AI literacy and verification.
Month 3: Cognitive sovereignty and Signal Fasting.
Month 4: Transition Testimony and consent.
Month 5: Archive Operations.
Month 6: Chapter facilitation and control patterns.
Month 7: Media Engine and public signal.
Month 8: Apprenticeship Guild.
Month 9: Governance and Care.
Month 10: Legal Formation and funding.
Month 11: Memetic Lineages and sacred absurdity.
Month 12: Year-One Portfolio and revision.
The calendar repeats annually, with Field Notes updated each year.
Sources Checked
- UNESCO, AI competency frameworks for students and teachers, 2024.
- OECD, Digital Education Outlook 2026, 2026.
- OECD, Artificial intelligence and education and skills, accessed May 2026.
- U.S. Department of Labor, AI literacy framework release, February 13, 2026.
- RIT Libraries, GenAI Literacy Framework for Library Instruction, 2025.