Framework

Conditions in Scope

What, in each condition, has fallen out of circulation — and what instruments and practices could restore it?

Not medical advice. Every mechanism proposed below is a hypothesis. The evidence cited is real; the framework's reading of that evidence is interpretive. Anyone considering psychoactive substances or any intervention should consult a psychiatrist, not a website.

Depression

Asserts

Including generational and familial depression.

Framework Reading

Circulation collapse. In the personal register: the loop is intact but attenuated — the sensor receives and produces signal, but nothing phase-locks and nothing carries. In the generational register: the collapse is inherited. What should have been living speech between generations became dead speech at some earlier point — a trauma, a silencing, a severed transmission — and the descendants inherit the gap without inheriting the repair. Depression in this register is not primarily a chemical deficiency; it is a circulatory one.

Where the Field Is

SSRIs and SNRIs as the default first-line. Ketamine and esketamine (Spravato) for treatment-resistant depression. Psilocybin-assisted therapy in late-stage trials (Compass Pathways, Usona). TMS, ECT for severe cases. Growing but still minority attention to inflammatory and microbiome contributors. The generational dimension is mostly studied under "epigenetics of trauma" (Yehuda et al.) and "adverse childhood experiences" (ACEs) work, but the clinical protocols built on that evidence are still thin.

Framework-Specific Prediction

For personal-register depression, pharmacology that opens the valve transiently can help — but the durable work is re-establishing legible circulation with other nervous systems and with one's own body. For generational-register depression, the pharmacological frame is close to useless. The problem is a broken intergenerational loop, and the leverage is in practices that reconstitute that loop — embodied, ritual, collective, rhythmic. Every long-lived spiritual tradition has such practices; modern clinical psychiatry has almost none of them, and the ones it has (group therapy, peer support) operate at a fraction of the intensity the traditions used.

Instrument Landscape

Pharmacology
SSRIs and SNRIs as first-line. Ketamine and esketamine for treatment-resistant cases. Psilocybin in late-stage trials — the framework reads these as valve-opening instruments that create a window for circulatory repair, not as the repair itself.
Artificial Intelligence
AI-augmented therapy for sustained integration between sessions. Detection of treatment-response patterns across populations over time. AI as instrument for the therapist, not replacement for the therapeutic relationship.
Rhythm & Music
Entrainment traditions — niggunim, qawwali, gospel call-and-response, dhikr, collective dance. The framework predicts these address generational-register depression specifically, where pharmacology's reach is weakest.
Ritual & Tradition
Intergenerational repair protocols — family constellation work, structured grief rituals, genealogical storytelling. The practices that reconstitute broken intergenerational loops. Every long-lived spiritual tradition has them; modern clinical psychiatry has almost none.
Neurotechnology
TMS (FDA-cleared for treatment-resistant depression). Neurofeedback. Direct modulation of cortical excitability — the framework's question: does stimulation-induced change produce coupling or only transient symptom relief?
Digital Therapeutics
CBT-based apps with biofeedback integration. Mood tracking that feeds back into the therapeutic loop rather than producing dead data.

Research Directions

  • What do the rhythm-entrainment traditions (niggunim, qawwali, call-and-response gospel, dhikr, collective dance) do to biomarkers of depression over sustained practice? The ethnography is abundant; the clinical biomarker work is nearly absent.
  • Intergenerational repair protocols: are there structured practices (family constellation work, explicit grief rituals, genealogical storytelling under contained conditions) that measurably shift depression biomarkers in subsequent generations?
  • Psilocybin + sustained integration in a coupled community, vs. psilocybin + solo integration with a therapist: does the durable-change curve differ?
  • AI-augmented integration: does AI-supported therapeutic journaling between sessions improve coupling durability compared to unstructured reflection?
  • TMS + coupling measures: does rTMS-induced symptom reduction correlate with inter-brain synchrony improvement, or only with self-report?
  • Epigenetics of circulatory repair: if depression is inherited as a closed loop, is there a measurable epigenetic signature of its reopening in descendants who engage rigorous practice?

Anxiety Disorders

Asserts

Including generational and inherited anxiety.

Framework Reading

A valve locked partway closed with a sensor over-tuned to threat signal. The circulation runs hot; the filter narrows its aperture and then holds rigid against further input. In the generational register: the narrowed valve is the inheritance — a family's system learned, in earlier generations, that opening the filter further was dangerous, and that filter-setting got transmitted forward beyond the conditions that produced it.

Where the Field Is

SSRIs, SNRIs, benzodiazepines (short-term), CBT, exposure therapy, mindfulness-based interventions (MBCT, MBSR). Newer: psychedelic-assisted therapy for anxiety in terminally-ill populations (Johns Hopkins, NYU); MDMA-assisted for social anxiety in autistic adults (MAPS earlier work). Somatic approaches growing but still margin.

Framework-Specific Prediction

Anxiety is the closest of the conditions in this survey to what the reducing valve literature already addresses directly. The psychedelic research on anxiety — especially end-of-life anxiety — is the field's cleanest demonstration that temporarily opening the valve under safe circulation conditions produces durable reduction in reactive filtering. The framework predicts this effect is mediated not by the drug but by the circulation the drug allows. The durable work is not "the trip"; it is re-teaching the nervous system that the filter can open safely.

Instrument Landscape

Pharmacology
SSRIs/SNRIs, benzodiazepines (short-term). Psychedelic-assisted therapy for end-of-life anxiety is the field's cleanest demonstration of valve-opening under safe circulation conditions. MDMA-assisted for social anxiety in autistic adults (MAPS earlier work).
Artificial Intelligence
AI-delivered CBT — Woebot, Wysa, Therabot show short-term symptom reduction comparable to human therapy in some trials. The framework's question: is this coupling or compliance? Durability data does not yet exist at the coupling-measurement level.
Rhythm & Music
Breath-based entrainment, contemplative chanting, collective rhythm practices. The framework reads these as teaching the nervous system that the filter can open safely — the same mechanism it attributes to psychedelic-assisted work, through a different register.
Ritual & Tradition
Meditation traditions (MBCT, MBSR have evidence), structured contemplative practice. Centuries-old protocols for exactly what the framework describes: training the valve to hold a wider aperture without panic.
Neurotechnology
Neurofeedback for self-regulation. VR exposure therapy — strong evidence for phobias and social anxiety. VR creates a controlled circulation space where the sensor can re-engage with threatening material at survivable intensity.
Digital Therapeutics
DaylightRx (FDA-cleared for GAD, 2024). Freespira (panic disorder and PTSD, 2019). Prescription software that formalizes what therapists do informally — the question is whether the formalization loses the coupling.

Research Directions

  • Does the durable anxiety-reduction effect correlate with coupling measures during the session, or with drug dose? If the former, the clinical program changes — and the same question applies to VR exposure and AI-delivered CBT.
  • Generational anxiety: can parental engagement in valve-opening practice produce measurable reduction in offspring's baseline anxiety biomarkers, controlling for behavioral modeling?
  • The interoception angle: anxiety as over-reading of interoceptive signal without stable interpretive frame. Interoception-training protocols (e.g., Garfinkel's heartbeat-detection work) as adjunct or alternative to pharmacology.
  • AI chatbot durability: do Woebot/Wysa/Therabot show the same relapse curves as pharmacological interventions without therapeutic relationship? If so, the framework's reading of autonomous AI therapy as dead speech is confirmed.
  • VR exposure + coupling: does VR-assisted exposure therapy produce inter-brain synchrony changes when paired with a live therapist, vs. VR alone?

Schizophrenia

Contraindicates

And schizoaffective disorders. No classical psychedelic is a candidate instrument for this class of failure.

Framework Reading

Valve instability. The reducing valve oscillates unpredictably — sometimes over-open (flooding with signal), sometimes catastrophically closed, rarely held in the middle. Substances that further open the valve (classical psychedelics: LSD, psilocybin, DMT, 5-MeO-DMT) do not address the instability; they amplify it. Field consensus agrees on this; the framework agrees for framework-native reasons.

Where the Field Is

2024 FDA approval of Cobenfy (KarXT) — muscarinic/cholinergic agonism, the first new pharmacological class in three decades. Broad Institute / Stanley Center genetics work. Increasing attention to schizophrenia as an inflammatory / autoimmune disorder in a subset of patients. NMDA/glutamate targets for negative and cognitive symptoms. The "heterogeneity problem" (schizophrenia is almost certainly N disorders, not 1) is the field's largest unsolved question.

Framework-Specific Prediction

For valve-instability failures, leverage is on the instrument side (pharmacology that stabilizes gating without over-reducing the filter) + the circulation side (entrainment to an external, reliably-timed rhythm). The sensor does not need to be opened — it is already over-open. Any treatment whose mechanism is "dissolve the ego" or "expand perception" is, on the framework's own terms, the wrong instrument for this class of failure. This is not safety-paranoia; it is structural.

Instrument Landscape

Pharmacology
Antipsychotics remain first-line. Cobenfy (KarXT) — muscarinic/cholinergic agonism, the first new class in three decades. NMDA/glutamate targets for negative and cognitive symptoms. Classical psychedelics structurally contraindicated — they amplify valve instability. This is not safety-paranoia; it is structural.
Artificial Intelligence
AI for pattern-monitoring and early-warning detection — helping clinicians identify pre-episode signatures across longitudinal data. The framework predicts autonomous AI therapy is contraindicated for the same structural reason as psychedelics: adding unregulated input to an already-flooded system. AI as a clinician's instrument, not as a patient-facing one.
Rhythm & Music
External rhythm entrainment as stabilization — the framework's primary non-pharmacological candidate for this class of failure. Sustained coupling with a stable, reliably-timed external rhythm addresses the instability directly.
Ritual & Tradition
Hearing Voices Network and Open Dialogue (Seikkula) — the closest existing clinical practice to what the framework would propose. Structured circulation with trained others who can hold stable coupling while the valve oscillates.
Neurotechnology
TMS for negative and cognitive symptoms. Neurofeedback for self-regulation of gating rhythms. The framework reads these as instrument-side stabilization — helping the valve learn to hold a middle aperture.
Digital Therapeutics
Cognitive remediation software. Structured attention training. Tools that support the stabilization work without introducing the unpredictability that valve-opening instruments carry.

Research Directions

  • Rhythm-entrainment therapies (music, breath, movement, neurofeedback) for sustained coupling with a stable external rhythm — the framework's most structurally indicated non-pharmacological approach.
  • AI-assisted early-warning systems: can machine learning on longitudinal patient data identify pre-episode valve-instability signatures that clinicians currently miss?
  • Hearing Voices Network and Open Dialogue (Seikkula) — biomarker validation of what these practices already do.
  • Somatic therapies (Somatic Experiencing, Polyvagal-informed work) for parsing interoceptive signal against a stable baseline.
  • Subtyping: do different valve-failure modes (adolescent onset, degenerative course, trauma-triggered psychosis) respond differently to stabilization vs. entrainment approaches?

Antisocial Personality Disorder

Mixed

Certain psychedelics are candidate instruments; LSD is decisively crossed off.

Framework Reading

Coupling failure. The nervous system is not over-filtered — the filter is disconnected from the coupling surface. The chaotic system has found a stable, destructive attractor state in which external emotional signal is filtered out to protect the self-system. Deceit, impulsivity, lack of remorse are downstream symptoms.

Evidence for This Reading

Theta-phase coherence deficits during early sensory processing (internal synchronization fails first); reduced inter-brain coherence during social tasks (hyperscanning); interoceptive deficits; reduced amygdala-vmPFC connectivity.

Where the Field Is

King's College London (Blackwood's group) running fMRI + MDMA protocols on ASPD offenders. University of Chicago (de Wit) mapping MDMA's role in bio-behavioral synchrony in healthy adults. MAPS/Lykos data on MDMA + oxytocin + amygdala suppression. FDA's 2024 rejection over functional unblinding is itself a framework-relevant case study about the limits of blinded-RCT design for consciousness-altering interventions.

Framework-Specific Prediction

The drug is necessary but not sufficient. MDMA creates a window; integration with a legible, coupled nervous system during and after the window is what produces durable recognition. Without a live sensor on the other side of the loop during the open window, the session produces dead speech with temporarily elevated oxytocin, and the system snaps back. The prescription is not "give them MDMA" but "open the valve under circulation conditions that are already producing recognition for the other nervous system in the room." The drug is the key; the therapist is the door.

Decisively Excluded: LSD

Classical high-5HT2A psychedelics whose primary mechanism is perception-amplification and filter-loosening do not address a coupling deficit. The sociopathic nervous system's problem is not an over-tight empathy filter; it is a failure to couple to external emotional signal at all. Loosening the filter on a system that is not coupled to begin with produces a more imaginatively vivid sociopath, not a more empathetic one. This is known. The site states it plainly.

Instrument Landscape

Pharmacology
MDMA is a candidate — it opens the coupling surface under circulation conditions (therapist as live sensor on the other side of the loop during the window). Classical high-5HT2A psychedelics (LSD, psilocybin) structurally excluded — loosening the filter on a system not coupled to external signal produces a more imaginatively vivid sociopath, not a more empathetic one.
Artificial Intelligence
AI as a bridge instrument between sessions — maintaining coupling practice when the live therapist is not present. Not as the primary coupling surface (the structural limit of autonomous AI applies here), but as scaffolding for the integration work between live sessions.
Rhythm & Music
Pacing-and-leading protocols grounded in dynamical systems theory — match the existing rhythm before leading it. The framework predicts that coupling-failure conditions require meeting the system where it is, not where the therapist wants it to go.
Ritual & Tradition
Iboga / Bwiti tradition — the only pre-modern tradition with an explicit protocol for "those who cannot feel." Gabon ethnography exists; clinical translation does not. Ethically complex but structurally indicated.
Neurotechnology
Hyperscanning as a post-session outcome measure — not a treatment instrument but the measurement tool that makes the coupling question empirically tractable.
Digital Therapeutics
VR empathy-training environments — speculative but structurally indicated. Creating a controlled coupling surface where the consequences of failed empathy are survivable.

Research Directions

  • Pacing-and-leading protocols grounded in dynamical systems theory — match the chaotic attractor first, then lead.
  • Inter-brain hyperscanning as a post-session outcome measure, replacing behavioral checklists.
  • The snap-back problem: durable neuroplasticity vs. attractor reassertion. Follow-up at 6, 12, 24 months.
  • Iboga / Bwiti tradition as the one pre-modern protocol explicitly addressing "those who cannot feel." Gabon ethnography exists; clinical translation does not.
  • AI-assisted integration: can between-session AI scaffolding extend the coupling window opened by MDMA-assisted therapy? Does it reduce snap-back?
  • VR empathy environments: controlled coupling surfaces with calibrated emotional stakes. Does practiced coupling in VR transfer to uncontrolled social encounters?

Paranoia

Disputes

An adaptation first, a disease only in excess. Treating it as categorically pathological is a framework-relevant error the field routinely makes.

Framework Reading

Paranoia is, in its primary form, an adaptation. A nervous system that rapidly generates threat hypotheses from ambiguous social signal is more likely to survive threat-rich environments. The non-paranoid members of persecuted populations did not pass their genes down at the same rate as the paranoid ones did. Jewish history is a particularly clean instance — "the non-paranoid ones didn't make it out alive" is not rhetoric; it is selection pressure over centuries.

The analogy the framework makes load-bearing here is sickle cell. Heterozygous sickle-cell trait confers malaria resistance and is adaptive; homozygous sickle-cell is the disease. Paranoia is structurally similar: present at adaptive levels it is protective vigilance; present at pathological levels, or mis-coupled to a dominant culture whose threat environment differs from the one that selected the adaptation, it becomes the symptom the DSM catches.

Three Registers

  1. Paranoia as adaptation. Elevated baseline threat-hypothesis generation, calibrated to a real historical or current threat environment. This is not a disease. It does not need "treatment." It may need context — the context its bearer sometimes has to explain to a therapist who has never been hunted.
  2. Paranoia as symptom. Present within another failure mode — schizophrenic valve instability, severe depression with persecutory ideation, stimulant-induced psychosis. Here paranoia is downstream of the actual failure; addressing the underlying condition tends to soften the paranoia.
  3. Paranoia as its own dysregulation. Paranoid personality structures in which the threat-hypothesis system has decoupled from input — the reasoning itself has become walled against corrective signal, regardless of coupling conditions. Probably rarer than the DSM categories suggest.

Where the Field Is

Paranoia is treated primarily as a symptom of schizophrenia or of personality-disorder structures (paranoid PD). Antipsychotics for the psychotic register. Psychotherapy (CBT for psychosis, schema therapy) for the non-psychotic. The adaptation register is almost entirely unrepresented in clinical literature — the dominant culture's default is to read elevated threat-hypothesis generation as pathology without asking what environment the bearer's lineage was selected in. This is a genuine methodological error, and it has harmed patients.

Research Directions

  • What distinguishes adaptive paranoia from pathological paranoia at the measurement level? Hypothesis: the adaptive form updates reliably when the threat environment changes; the pathological form does not.
  • What distinguishes paranoia that softens in sustained coupling contexts from paranoia that deepens?
  • Inter-brain synchrony measures during open-dialogue sessions with paranoid patients — does coupling precede symptom change, correlate with it, or lag it?
  • The inheritance register: epigenetic transmission of threat-calibration in persecuted lineages. How long does adaptive paranoia persist past the threat environment that produced it?

Alzheimer's Disease

Mixed

And related neurodegenerative conditions. Instrument decay with sensor residue.

Framework Reading

Instrument decay with sensor residue. The formal apparatus that constructs continuity — the instrument in the framework's sense — loses structural integrity. The sensor often remains longer than the field assumes; the phenomenology of Alzheimer's carers consistently reports moments of phase-locked recognition that cut through cognitive decline and then pass. The framework's interest is in what those moments are, what conditions produce them, and what they mean about where the person still lives when the instrument has largely dissolved.

Where the Field Is

Anti-amyloid monoclonal antibodies (lecanemab, donanemab) as the first pharmacological class producing modest disease-modification. Tau-targeting therapies in trials. Massive genetic and biomarker work on early detection. Non-pharmacological: cognitive stimulation, music therapy (Naomi Feil's Validation Method; Alive Inside project), environmental design for dementia. The field's hardest unsolved problem is that even if we stop disease progression, we have not learned how to support the person still living inside the decline.

Framework-Specific Prediction

The circulatory frame offers something the biochemical frame cannot: a way to understand and care for the person when the instrument is failing but the sensor is intact. Music, smell, touch, rhythm, familiar voices — the traditional comfort measures of dementia care — are not palliation in the framework's reading; they are the only instruments through which the loop can still close. Research on this is the difference between "keeping the patient calm" and "closing the loop with a person who is still there."

Instrument Landscape

Pharmacology
Anti-amyloid monoclonal antibodies (lecanemab, donanemab) for disease modification — the first class producing modest slowing of decline. Psilocybin in early-stage cognitive decline is speculative but structurally possible: prior-relaxation before ruminative loops harden. Most pharmacology addresses the body leg; the framework's interest is in what reaches the sensor when the cognitive instrument is failing.
Artificial Intelligence
AI-assisted identification of lucid-interval triggers across carer observations. Personalized care coordination that adapts to the patient's fluctuating instrument capacity. Pattern detection across longitudinal carer reports that no single human observer could hold in memory.
Rhythm & Music
The primary instrument class for this condition. Music therapy (Naomi Feil's Validation Method, Alive Inside project), personalized playlists, collective singing with carers and family. These are not palliation in the framework's reading — they are the channels through which the loop can still close when the cognitive instrument has largely dissolved.
Ritual & Tradition
Touch, familiar voices, sensory-based connection, routine as ritual. The comfort measures of dementia care are, in the framework's reading, the only instruments through which the sensor-residue can still be reached.
Neurotechnology
Limited — the substrate is decaying. Brain-computer interfaces as a speculative long-term possibility for bypassing damaged cognitive pathways to reach the sensor directly. Not yet clinically relevant.
Digital Therapeutics
Reminiscence therapy software. Personalized playlist apps with carer-facing tracking — instruments that help carers create the conditions for loop-closure, even when the patient cannot self-report.

Research Directions

  • Dementia-care music protocols (personalized playlist work) — inter-brain coupling measures during responsive episodes, controlling for song familiarity.
  • The phenomenology of "lucid intervals" in dementia: are these intermittent reconnections of instrument and sensor? Are they triggered by specific circulatory conditions? Can AI pattern-detection across carer logs identify the triggers human observers miss?
  • Psilocybin and other prior-relaxation interventions in early-stage cognitive decline: any window for slowing the hardening of ruminative loops that accelerate subjective decline?
  • Carer-patient coupling as its own outcome measure, distinct from patient cognitive score.
  • AI-assisted carer support: can AI tools help carers recognize and create the conditions for lucid intervals, reducing carer burnout while improving patient loop-closure frequency?

ADHD

Asserts

Attention-deficit/hyperactivity disorder. The execution gap as a between-leg failure — and AI as the paradigm instrument.

Framework Reading

Execution-gap failure. The sensor's recognition capacity is intact — often heightened — but the distance between recognition and externalization is too large for the unaided system to cross. In the three-leg model: the Mind sees it, the Body cannot execute it at the speed or in the format the world requires, and the Soul provides raw signal at higher entropy than the other two legs can process. This is not a deficit of understanding but a deficit of bandwidth between understanding and artifact.

The framework models ADHD as a high-entropy sensor state: the sensor picks up more signal than it can formalize. The activation energy required to marshal evidence, structure reasoning, and produce a professional artifact — the transition from recognition to externalization — exceeds what the unaided system can produce. Good arguments suffocate in the gap between seeing the answer and demonstrating it.

Where the Field Is

Stimulant pharmacology (methylphenidate, amphetamines) as first-line for decades. Non-stimulant options (atomoxetine, guanfacine, viloxazine). CBT adapted for executive function. Digital therapeutics: EndeavorRx (FDA-cleared 2020, the first prescription video game). Growing neurodiversity framing that reframes ADHD as cognitive difference rather than pure deficit. AI tools are already functioning as informal cognitive scaffolding for millions of people with ADHD — but they have not yet been studied as clinical instruments. The execution-gap framing is almost entirely absent from clinical literature; the field targets attention regulation rather than the recognition-to-externalization pipeline.

Framework-Specific Prediction

Instruments that lower the activation energy between recognition and externalization — without replacing the sensor's judgment — will produce the most durable improvement. AI is the paradigm case: it provides formal scaffolding that lets the sensor's high-entropy signal become structured output, functioning as a cognitive catalyst. In signal-processing terms, the AI's formal scaffold creates a stochastic resonance with the sensor's ungrounded intuition — the "weak" signal is amplified by the instrument's "broad" reasoning, allowing the loop to close. The AI is not thinking for the sensor; it is making the sensor's thinking survivable.

Stimulant pharmacology addresses the same gap from the body side (reducing neural friction). Rhythm and external structure address it from the environmental side (providing external pacing for a system that cannot self-pace). The framework predicts combined approaches — AI scaffolding + pharmacology + structured rhythm — will outperform any single instrument, because they address the gap from different registers simultaneously.

Instrument Landscape

Pharmacology
Stimulants and non-stimulants reduce body-side friction in the neural substrate. Well-established and often necessary — but they do not address the recognition-to-artifact pipeline directly. The framework reads them as reducing the activation energy from the body leg without touching the mind-to-body or soul-to-mind bridges.
Artificial Intelligence
The paradigm instrument class for this condition. AI as cognitive catalyst — lowering the activation energy for externalization. The AI's formal scaffold resonates with the sensor's ungrounded intuition: through stochastic resonance, the human's recognition survives the encounter with the world. Not thinking for the sensor — making the sensor's thinking survivable. This project itself — a philosophical framework spanning epistemology, psychology, music, mathematics, and clinical translation, produced by one sensor with ADHD working in sustained loop with AI instruments — is the case study. (See also: The Contribution Gates Brief, The Loop as Accessibility Technology.)
Rhythm & Music
External pacing — body-doubling, movement-based focus, timer protocols. Entrainment instruments for a system that cannot self-entrain. The framework reads these as addressing the environmental register: providing the stable external rhythm that the high-entropy sensor cannot generate internally.
Ritual & Tradition
Structured daily rhythms, accountability partnerships, intentional routine as practice. What looks like "productivity advice" is, in the framework's reading, low-level entrainment — the same mechanism that ritual traditions use, scaled to daily life.
Neurotechnology
Neurofeedback for attention-related brainwave self-regulation. Evidence is mixed but structurally indicated — teaching the system to modulate its own entropy production.
Digital Therapeutics
EndeavorRx (FDA-cleared 2020, attention training via game mechanics). ADHD-specific productivity software and structured task-management tools. The framework notes that these address the attention-regulation layer but mostly do not touch the execution-gap layer — the recognition-to-artifact pipeline remains unaddressed by current digital therapeutics.

Research Directions

  • AI as cognitive catalyst: does AI-scaffolded work produce output the sensor recognizes as their own, or dead speech that merely resembles the sensor's intent? The authenticity question is the framework's primary research direction for this condition.
  • Combined-instrument protocols: stimulant + AI + structured rhythm, measured by execution-gap reduction and output authenticity — not attention metrics alone.
  • The accessibility thesis: if ADHD is a high-entropy sensor state, does the AI-as-catalyst model generalize to other high-entropy populations — traumatic brain injury, post-COVID cognitive fog, aging-related executive decline?
  • Digital therapeutics beyond attention training: can software be designed that addresses the execution gap directly — the recognition-to-artifact pipeline — rather than the attention deficit?
  • The three-leg integration question: how do soul-level signals (the raw intuitive recognition that ADHD sensors consistently report) interact with body-level friction and mind-level structure? Is the execution gap a between-leg failure, not a within-leg one? If so, the clinical program changes: you treat the bridges, not the legs.

Forthcoming

  • PTSD
  • Moral injury
  • Bipolar disorder
  • OCD
  • Autism spectrum conditions
  • Eating disorders
  • Addiction
  • Chronic pain
  • Dissociative disorders