Human–AI Meta-Orientation Framework · Phase One research instrument

Fifteen therapeutic, coaching, and contemplative modalities compared not by which is true, but by whether they can help orient the same person without forcing premature certainty. Difference is not conflict. The strongest conflict signal is a proposed interpretation hardening into certainty before that certainty is necessary, helpful, or healthy.

Difference is not conflict.

Different modalities may illuminate different parts of the same problem space.

Required belief matters.

A useful lens should not have to become literal ontology before it can help.

Interpretive authority matters.

The person should retain a meaningful ability to reject, revise, or defer an offered interpretation.

Ten core findings

The smallest set of findings needed to understand compatibility, resonance, impedance, and useful synthesis. Open any one for evidence and what not to infer.

    Compatibility matrix

    Primary result is orientation coherence. Select a cell for the full relationship; select a name to isolate one modality. Hatched cells are relationships not yet scored.

    Modality profiles

    How each modality tends to orient. Human and clinical readability first; AI and computational implications last.

    Resonance and synthesis

    Where modalities positively reinforce orientation, and where they can be usefully combined without ontological unification.

    Resonance strength across scored pairs
    How synthesis tends to work

    Impedance and timing

    The 28 tensions and conflicts, re-probed by the Orientation Impedance Engine. Every algorithmic conflict was downgraded to a conditional probe on review — none established a necessary contradiction.

    When apparent conflict may be rhythm

    Concepts and latent functions

    Where systems agree about how to help someone orient, even when they disagree about why. Six clusters, 24 concept nodes, twelve latent functions, and the boundaries that keep similar functions from collapsing into the same construct.

    Same function, different language
    Functional boundaries — similar function is not the same construct

    Orientation functional rhythm

    An exploratory sequence, not a clinical protocol. It tests whether some apparent conflict is a matter of timing: the right function introduced too early, too late, in parallel, conditionally, or not at all.

    Sequence, parallelism, and timing hypotheses

    Extend the framework

    Everything on this page is rendered from one data model. A new modality is one record; its 15 relationships appear hatched in the matrix until they are scored. Paste a record below to see it take its place.

    Record shape
    modalityOne per modality. Required: id, name, short. Everything else can be filled in later. dimsNine orientation dimensions using the shared vocabulary below. pairOne per relationship, keyed by a and b ids. Required: coherence. Optional blocks: conflict, resonance, synthesis, impedance. conceptA concept node lists the modality ids it connects; bridge strength recomputes from family reach.
    Scale vocabulary: Very Low Low Low–Moderate Mixed Moderate Moderate–High High Very High. Agency and authority: Person-led Shared Framework-led (combine with / for a range). Falsifiability: F M NF (use → for a gradient). Coherence: High coherence Complementary Conditional Tension Conflict.
    Phase-One stopping rule still applies: add a category only if it materially changes a compatibility, resonance, impedance, synthesis, or timing conclusion.
    Intake sandbox
    Additions live in this session only. Download to keep them.

    Legend and method

    Definitions used throughout, and the deferred language layer that Phase One deliberately did not score.

    Deferred language and speech-act layer