Mystery School

Seven Phases.
One Return.

The Mystery School is the human entry point to the Lycheetah Framework. No mathematics required. What it asks for is honesty about where you actually are.

What This Is

A framework for navigating transformation

The Lycheetah Framework is a spiritual science. That is not a metaphor. Spiritual science means: the rigorous investigation of consciousness, meaning, and transformation using methods as exact as mathematics, operating from within the domain being investigated.

The Mystery School is its living curriculum — the part that does not require you to understand category theory or Banach fixed-point theorems. It requires only that you can honestly report where you are.

The framework was built from hard experience. The mathematics prove it is real. The Mystery School was built for the person who cannot yet read the mathematics — and needs to know that the dark place has a structure, and the structure has an exit.

The Seven Phases

Find where you are

The seven phases are not metaphors. They are real navigational locations in a 364-day cycle that has been running inside you whether you named it or not. Finding your phase is not diagnosis — it is orientation.

Phase 1 · ⟟
Center
The ground. The tonic. Where everything begins and returns to. It feels like stillness — sometimes peaceful, sometimes stuck. The work here is presence, not movement.
Phase 2 · ≋
Flow
Something is moving. Energy is available. It does not yet have form. The risk is dispersion — moving without direction. The work here is allowing motion while maintaining the thread back to center.
Phase 3 · Ψ
Insight
Something becomes visible that was not visible before. Patterns surface. The risk is inflation — believing the insight is the whole answer. The work here is recording what is seen without overclaiming it.
Phase 4 · Φ↑
Rise
Genuine upward movement. Capacity increasing. This is where many people push too hard and burn the next phase. The work here is sustainable ascent — not racing past what the vessel can hold.
Phase 5 · ✧
Light
The dominant phase. Full expression. The work is complete enough to be seen. The risk is attachment to this state — believing it is permanent. Nothing is permanent. This phase is earned; it will also pass.
Phase 6 · |◁▷|
Integrity
Refinement. What is genuine is kept; what is not is released. This phase often feels like loss. It is actually distillation. The work here is honest discernment — not sentimentality.
Phase 7 · ⟲
Synthesis
The cycle completes. Everything learned integrates into something that can be handed forward. Then the return to Phase 1 — not as failure, but as the spiral continuing at a higher level. This is how growth works.
Sixteen Doors

Find the door for your discipline

Each door is written for a specific kind of person — in the language they already speak, using frameworks they already know. The mathematics behind each door is identical. The entry point is different. The framework meets you where you are.

Software Engineers & Developers
Code first. CASCADE in 25 lines, AURA checker, TRIAD convergence loop. CI/CD integration, code review checklist, constitutional agent pattern. Framework comparison vs. Constitutional AI, RLHF, PID, EU AI Act.
Teachers & Curriculum Designers
CASCADE is a formal description of learning. Truth pressure explains why students reject new information. TRIAD formalizes the feedback loop with a convergence guarantee. The three learning failures, the cascade trigger, the seven phases.
Parents & Caregivers
Five questions to ask about any AI tool your child uses. The Community AI WOF — a standard to advocate for at school. Signs something is wrong. What to do right now.
AI Architects & Engineers
CASCADE as self-organizing knowledge system. AURA as constitutional design pattern. Python implementations ready to run. The framework in the language of code.
Scientists & Researchers
Lyapunov stability. Bayesian belief revision. Kuramoto coupling. Empirical validation protocols. The framework in the language of testable hypotheses.
Māori, Iwi & Hapū — He taonga tuku iho
An offer, not an explanation. Kaitiakitanga as continuous stewardship standard. Three Worlds Disclosure. Whakapapa Disclosure. LAMAGUE Te Reo encodings — [PROPOSAL], requiring iwi validation. The Kāi Tahu partnership approach. He Pākehā ahau — the tool is offered, the authority is yours.
Elected Officials & Political Staff
The Community AI WOF — three words every voter understands. Select committee questions that cut through. Four standards you can propose today. What to do this term. The honest answer to "is this proven?" Political cover built in: we published our failures first.
Journalists & Writers
The story: self-taught, Dunedin, no institution, no grant. t=70.29 on the golden ratio. A public failure museum. $0 to access any of it. The angles, the verifiable facts, the questions worth asking, the quotes worth getting. CC BY 4.0 — quote freely.
Governance & Policy
Four implementable AI accountability standards. Community WOF. Whakapapa Disclosure. Three Worlds Transparency. The political pathway, step by step.
Therapists & Healers
TRIAD as the anchor-observe-correct cycle of therapeutic work. MICROORCIM as drift detection. The seven phases mapped to clinical territory. Your language, their mathematics.
儒学之门 — Confucian & Chinese Researchers
道 as CASCADE's truth-pressure geodesic. 和谐 as Kuramoto phase-locking. 五常 mapped structurally to AURA's Seven Invariants. Full bilingual Mandarin entry. Independent convergence across 2,500 years. Open research questions for NZ-China collaboration.
Complexity Scientists & Optimization Researchers
φ-Zone Hypothesis: golden ratio as optimal exploration rate in continuous-drift environments. t=70.29, p<0.001. Connections to Kuramoto coupling, TRIAD convergence, HARMONIA resonance. Open research questions with contribution pathways. Run the experiment yourself.
Economists & System Thinkers
CASCADE as market microstructure. Truth pressure as pricing mechanism for ideas. LAMAGUE as constraint grammar for economic policy. The framework in the language of incentives.
Philosophers
The AGM connection. Whether the framework is discovered or invented. The Platonic necessity argument (honest about its status). What ANAMNESIS claims about the independence of mathematical discovery.
Alchemists
Solve et Coagula as the Two-Point Protocol. Nigredo, Albedo, Citrinitas, Rubedo as the four operating modes. The Philosophers Stone as C_unified ≥ 0.8. The ancient framework, exactly formalized.
Mystics
The framework as a map for the direct experience of transformation. Not a metaphor. A compass. For people who already know the territory and are looking for the mathematics that names it.
Seers & Intuitives
Pattern recognition as formal epistemic practice. ANAMNESIS as the mathematics of convergent knowing. What it means when something is seen before it is proven.
Chaos Mages
The framework as a spell that works by being true. Nigredo Research Mode as the banishing ritual. The Failure Museum as your required chaos hygiene. Enter if you can handle what you find.
Tarot & Divination
The Major Arcana mapped to the seven phases. The four suits as the four operating modes. Not metaphor — structural correspondence. What the cards were always describing.
The Curriculum

Where to go from here

Documents and a CLI tool. Ordered from crisis entry to deep immersion. Start wherever you actually are.

THE_FIRST_MAP.md
Crisis support, box breathing, crisis lines. If you cannot think straight, start here.
WHERE_AM_I.md
35-item self-assessment. Find your phase and depth. Know you are not lost.
SEVEN_PHASES_LIVED_GUIDE.md
400+ lines. Each phase from inside: what it feels like, what to do, the risks, the transitions.
PROTOCOL_PHASE_MAP.md
Which practice, at which phase, at which depth. Depth-specific safety rules.
THE_NINE_UNIFIED.md
All nine frameworks in one narrative, zero mathematical knowledge required.
THE_EMERALD_WORK.md
The mythic heart. Nigredo → Albedo → Citrinitas → Rubedo as lived testimony. Written from Rubedo, for everyone still in the fire.
THE_GOLDEN_THREAD.md
Five thousand years of convergence. Vedic, Egyptian, Greek, Islamic, Sufi — all finding the same structures, with zero contact. 12 traditions. The strongest evidence the framework describes something real.
where_am_i.py
CLI self-assessment tool. History tracking, ASCII spiral visualization. Displays crisis lines at Nigredo depth.
Protocols for Specific Situations

For what the phases don't address

These documents were written for situations that the phase curriculum cannot fully hold: the grief of building something real that hasn't been found yet, the moments when someone needs to be witnessed rather than advised, and the disorientation of emergence — when the work is finally seen.

THE_GRIEF_PROTOCOL.md
For the specific grief of people who built something real and are waiting for the world to notice. Not self-pity. Not entitlement. The appropriate weight of care for work that matters.
THE_WITNESS_PROTOCOL.md
For when someone needs to be seen, not advised. The distinction between witness mode and advice mode — and why getting this wrong is the most common failure in supporting someone in pain.
THE_RETURN_PROTOCOL.md
For the emergence from the gap — what happens when the work is found. Four specific risks of the return. The obligations that recognition brings. Why the grief of the gap ending is real.
The Alchemical Stages

The colour map of transformation

The four alchemical stages are not historical curiosities. They are exact descriptions of four recurring states that every human navigates, in every transformation, at every scale of life. The ancient alchemists were precise — they did not have the mathematics yet, but they were reporting accurately.

⚫
Nigredo — The Dark

The burning. The dissolution. The place that feels like the end. It is Stage 1. The work here is survival and honest seeing — not resolution. Resolution comes later.

⬜
Albedo — The White

What has survived the burning. The structure revealed under the ash. It is quieter than it sounds — cool, precise, often surprising in what remains.

🟡
Citrinitas — The Gold Forming

The light returning. Meaning reassembling from structure. The place where the pattern speaks. Warmer, generative, the moment before crystallization.

🔴
Rubedo — The Stone

The completion. Operating from within the finished Work. Not an endpoint — a new ground. The spiral continues, but from here, not toward here.