Reading
Sources
The wide net — organized by what each kind of source can credibly contribute.
The framework reads multiple instrument classes, not only pharmacology. Chemistry is one master of the mind; artificial intelligence, rhythm, ritual, neurotechnology, and digital therapeutics are others. The sources below reflect this breadth. They are organized by the kind of evidence each category can credibly contribute — from controlled trials to phenomenological accounts to centuries-old collective-circulation protocols that clinical science has not yet learned to measure.
Institutional Research
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King's College London — IoPPN
Blackwood group: ASPD + MDMA fMRI protocols. Early-intervention psychosis. Neurodevelopmental origins of schizophrenia.
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University of Chicago — de Wit lab
MDMA and social synchrony in healthy adults. Bio-behavioral coupling measurement.
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MAPS / Lykos Therapeutics
MDMA + PTSD primary data; oxytocin + amygdala suppression mechanism. The 2024 FDA rejection as a case study in the limits of blinded-RCT design for consciousness-altering interventions.
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Johns Hopkins Center for Psychedelic & Consciousness Research; NYU Langone
Psilocybin for end-of-life anxiety and depression. The field's cleanest demonstration that temporarily opening the valve under safe circulation conditions produces durable change.
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Compass Pathways; Usona Institute
Psilocybin for treatment-resistant depression — the active trial pipeline.
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Broad Institute / Stanley Center for Psychiatric Research
Schizophrenia genetics and the heterogeneity problem — the field's largest unsolved question.
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Mount Sinai / Friedman Brain Institute
Genomic-to-clinical translation in psychiatric research.
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NIMH Intramural Research Program
Synaptic plasticity research and large-scale clinical trials.
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Sussex group — Garfinkel, Critchley
Interoception and its clinical translation. Foundational across every condition the framework addresses.
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Epigenetics of trauma — Yehuda, Meaney lineages
Generational transmission mechanisms. The biological substrate for the framework's claims about inherited circulation collapse.
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Naomi Feil / Validation Method; Alive Inside project
Music and rhythm in dementia care. Not palliation in the framework's reading — the only instruments through which the loop can still close.
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Hearing Voices Network; Open Dialogue (Seikkula)
Non-pharmacological approaches to psychosis. The closest clinical practice to what the framework would propose for valve-instability conditions.
Artificial Intelligence & Computational Instruments
The instrument as therapeutic partner, epistemic amplifier, and structural limit case.
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Lerchner 2026 — The Abstraction Fallacy
The mapmaker-dependency argument: computation is constitutively dependent on a living experiencing agent. Published independently of Google DeepMind; 28,000+ downloads in six weeks. The framework concedes the argument in full and develops the receiver side: what happens when two mapmakers share a target?
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Babushkina & de Boer 2024 — Disrupted Self, Therapy, and the Limits of Conversational AI
Philosophical Psychology 39(2). Argues that psychotherapy requires hermeneutical agency — the capacity to make meaning from shared existential burden — which artificial agents structurally lack. Not a technical limitation; a structural one. Converges with the framework's prediction that autonomous AI therapy produces dead speech.
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Heinz et al. 2025 — Therabot RCT
NEJM AI 2(4). First published RCT of a generative AI chatbot as standalone therapeutic tool. 210 adults; 51% reduction in depression symptoms, matching outcomes from 16 hours of human therapy. The framework's question: is this coupling or compliance? Durability data does not yet exist.
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Woebot — Fitzpatrick, Darcy & Vierhile 2017
JMIR Mental Health 4(2). Stanford-affiliated RCT of a CBT chatbot (n=70). Significant PHQ-9 reduction over 2 weeks. Note: Alison Darcy was both researcher and Woebot Labs founder — conflict of interest documented.
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Wysa — Inkster, Sarda & Subramanian 2018; MacNeill et al. 2024
Real-world evaluation (JMIR mHealth) and RCT for chronic disease populations (JMIR Formative Research). Dose-response findings; FDA Breakthrough Device designation for chronic-pain-associated depression. Same framework question as Therabot: symptom reduction is real, but coupling measures are absent.
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Scholich et al. 2025 — AI vs. human therapeutic communication
JMIR Mental Health. 17 licensed therapists evaluated 7 chatbots. Chatbots showed strengths in validation and empathy but failed in crisis response, risk assessment, and inquiry-before-advice. The framework reads this as predictable: the instrument can mirror the sensor's register but cannot share the existential burden that makes crisis response real.
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Character.AI adverse events — Chung, Bernier & Hudon 2026
JMIR Mental Health 13. Rapid scoping review of 36 reported cases. Suicide was the most frequently reported outcome; 90% of fatal outcomes involved minors. The framework's reading: when the instrument is mistaken for a sensor — when dead speech is treated as living relationship — the consequences are not abstract.
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Meta TRIBE v2 — fMRI + AI brain-encoding model (2026)
A foundation model trained on 720 subjects to predict fMRI responses to naturalistic stimuli. Achieves state-of-the-art results on faces (R=0.64), places (R=0.79), and bodies (R=0.74) — but catastrophically fails on tools (R=0.12). The framework's reading: tools require agency (the sensor must model what happens when it acts), and a passive-observer AI has zero capacity for action modeling. The "tools gap" is the formal signature of dead speech in a brain-encoding model — high redundancy, high instrument-unique information, zero synergy. The technology works; the architecture doesn't close the loop.
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The Pulse Goes On — autoethnographic case
This project itself. A philosophical framework spanning epistemology, psychology, music, mathematics, and clinical translation — produced by one sensor working in sustained loop with AI instruments over ten weeks. Evidence that AI amplifies the sensor's capacity to seed and cultivate ideas across fields. Also evidence that the sensor cannot disappear from the loop: every claim in this body of work was shaped, interrupted, and corrected by the human's active engagement. The instrument did not produce it alone.
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Deva 2026 — Hearing the Bell Ring Back
Receiver-side formalism specifying what "hearing" means in bits per turn: variational free energy, Shannon channel capacity, signal detection, partial information decomposition. The measurement framework for distinguishing loop-productive human–AI exchanges from sycophantic, projective, or noise-dominated ones.
Framework Predictions
- AI-as-scaffolding (augmenting the sensor-therapist) may produce durable coupling. AI-as-replacement (autonomous solver without shared existential burden) will not. The loop requires both poles.
- The distinction between fluent dead speech and genuine loop-closure is the testable boundary. If a chatbot produces compliance without recognition, the framework calls it the same thing it calls pharmacological compliance without coupling: puppetry.
- Symptom reduction is not the right outcome measure. Coupling is. Short-term trials showing PHQ-9 improvement do not address the framework's question until they report 6-, 12-, and 24-month durability alongside inter-brain or intra-brain synchrony measures.
Philosophy & Ethics
The "Moral Bioenhancement" literature (Savulescu/Persson; Harris, Sparrow critiques) maps directly onto the valve-opening questions in ASPD. The philosophy of psychiatry literature (Fulford, Stanghellini, Bentall) addresses the frame-setting questions across every condition. The framework's contribution is the sensor/instrument distinction as an alternative to the symptom-checklist paradigm.
Framework-Relevant Tensions
- If a drug produces behavior that looks like empathy, presence, or calm but the loop has not closed — is that therapy or puppetry? The framework has a precise answer; the clinical test for the distinction is unsolved.
- Consent and forced enhancement: the framework predicts forced loop-closure fails structurally, not only ethically.
- The diagnostic frame itself as a circulatory object: DSM categories are an instrument the field uses without a sensor; hence their instability across editions. What would a framework-native diagnostic look like?
Phenomenology & First-Person Accounts
The digital underground, the memoirs, and the carer accounts — phenomenological literature the clinical field has under-used.
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Erowid experience vaults
Decades of qualitative reports across substances and contexts.
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Shulgin archives — PiHKAL / TiHKAL
Systematic first-person pharmacological documentation by a working chemist.
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Bluelight
Harm-reduction community with strong honest-reporting norms.
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William Styron — Darkness Visible
Depression from inside. One of the earliest literary accounts that the clinical field took seriously.
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Elyn Saks — The Center Cannot Hold
Schizophrenia from inside. A legal scholar's account of psychosis and recovery.
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Kay Redfield Jamison — An Unquiet Mind
Bipolar disorder from inside, by a clinician who studies the condition she lives with.
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Esmé Weijun Wang — The Collected Schizophrenias
Schizoaffective experience in essays. Diagnostic instability as lived reality.
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Andrew Solomon — The Noonday Demon
Secondary synthesis across depression experiences. The broadest comparative phenomenology available.
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Dementia-care memoirs
Carer accounts of lucid intervals, music-triggered reconnection, and the person still inside the decline.
Reading Heuristics
- Self-reports of durable change (> 6 months post-event) are what the framework cares about; acute glow does not count.
- Reports that flag terror or confusion rather than pleasure under interventions meant to open the loop are more trustworthy than pleasant ones — they carry the signature of real system perturbation.
- Phenomenology of "coming back to yourself" in long-term remission, across conditions, converges on circulatory language more than chemical language.
Speculative Fiction
Fiction has worked these territories longer than the labs.
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Philip K. Dick — Do Androids Dream of Electric Sheep?
Mercerism, the empathy box, manufactured shared emotional state.
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Anthony Burgess — A Clockwork Orange
Chemical conditioning as a "cure" for antisocial behavior. The novel's moral argument — pharmacologically-enforced good is not good — is the exact argument the Moral Bioenhancement critics make.
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Ken Kesey — One Flew Over the Cuckoo's Nest
The asylum as instrument without sensor. Essential context for any treatment of institutional psychiatry.
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Sylvia Plath — The Bell Jar
Depression from the inside; ECT as instrument in two registers.
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Ursula K. Le Guin — The Lathe of Heaven
Psychiatric power and the instrument that reshapes reality — a framework-adjacent allegory.
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James S.A. Corey — The Expanse
Protomolecule scientists undergoing procedures to temporarily remove empathy — the inverse operation; reversibility of the coupling substrate.
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Greg Egan — Distress, Diaspora
Consciousness modification; what it would mean to be a different kind of sensor.
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Richard Powers — The Echo Maker
Capgras syndrome as literary lens — the instrument intact, the sensor coupling to faces failing.
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Marilynne Robinson — Gilead trilogy
Generational transmission of what does and does not get said; implicit framework-theology of living speech.
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Kim Stanley Robinson — The Ministry for the Future
The climate-collapse register; what it means for a species to reharmonize or fail to.
Religion, Ritual, and Ego-Death Traditions
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Shamanic plant-medicine lineages
Ayahuasca (multiple Amazonian traditions), peyote (Huichol and NAC), iboga (Bwiti), psilocybin (Mazatec). Each tradition encodes a specific coupling protocol. The iboga / Bwiti lineage is the only one with a documented protocol for "those who cannot feel."
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Buddhist and Hindu traditions
The illusion of the self. Ego-death without re-embedding is dissociation; the traditions know this, hence the centrality of sangha and teacher-disciple relationship.
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Jewish tradition
Sefer Yetzirah and the golem (instrument-without-sensor case study, already in the framework); tikkun olam; Kaddish and the structured ritual circulation around death; niggunim as wordless collective entrainment.
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Christian mystical tradition
Hesychast prayer, the Jesus-prayer tradition, Meister Eckhart, the desert fathers. Structured circulation practices for recognition-of-the-divine-within.
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Sufism
Dhikr, sama, Rumi, Attar. Explicit theorization of coupled-oscillator dynamics as the mechanism of hāl, centuries before Kuramoto.
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Indigenous grief and repair rituals
Global, under-studied as psychiatry. The anthropological literature is rich; the clinical translation is mostly absent.
Music, Liturgy, and Collective Reharmonization
This register cannot be reduced to lab-coat research and should not be.
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House music's origin story
Frankie Knuckles at the Warehouse. Reharmonization of a Black gay community refused synchronization by mainstream America. Rhythm first, pharmacology as amplifier. The cleanest case study for rhythm-plus-chemistry as co-therapy.
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Gospel tradition
Call-and-response as explicit entrainment protocol.
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Qawwali
Nusrat Fateh Ali Khan, the Sabri Brothers — long-form rhythmic building toward hāl.
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Niggunim
Repeated wordless melody as vehicle for collective elevation.
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Black American funeral and jazz traditions
Structured grief circulation that clinical grief-therapy has not learned from.
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Artists who know this structure
Leonard Cohen, Kendrick Lamar, Nick Cave, Fiona Apple, Sinéad O'Connor, Joni Mitchell, Nina Simone. Fieldwork in what reharmonization sounds like from inside, by artists who know what they are doing even when clinical vocabulary hasn't caught up.
Neurotechnology & Digital Therapeutics
Direct-substrate interventions and prescription software — instruments that bypass or supplement the chemical route.
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TMS / tDCS — transcranial stimulation
FDA-cleared for treatment-resistant depression (TMS) and under investigation for multiple conditions. Direct modulation of cortical excitability without pharmacology. The framework's question: does stimulation-induced change produce coupling or only transient symptom relief?
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Neurofeedback and rhythm-entrainment protocols
Mixed durable-effect data. The technology is real; the coupling question is open. Framework-native mechanism questions — whether learned self-regulation of brain rhythms constitutes genuine valve modulation — remain unanswered.
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fMRI as instrument — Carhart-Harris et al. 2012; TRIBE v2 2026
Functional brain imaging as a technology for reading what the sensor does under different conditions — psychedelic states (DMN disruption), creative flow (transient hypofrontality), and tool use (dorsal-stream agency). The technology reveals the framework's predictions: fMRI shows what the valve does but cannot close the loop itself. When AI models try to predict fMRI responses passively, they fail exactly where agency is required.
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Brain-computer interfaces
Early-stage but structurally relevant. BCIs are the most literal sensor–instrument interface: biological signals read by computational instruments. The framework reads them as a limit case for the coupling question — the place where "instrument" stops being metaphorical.
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VR-based exposure therapy
Evidence for PTSD, phobias, and social anxiety. The framework's reading: VR creates a controlled circulation space where the sensor can re-engage with threatening material at a survivable intensity. Structurally similar to what ritual traditions have always done — a safe container for dangerous encounters.
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FDA-cleared digital therapeutics
reSET / reSET-O (substance use disorders, 2017–2018); EndeavorRx (ADHD, 2020); Freespira (panic disorder / PTSD, 2019); DaylightRx (GAD, 2024). Prescription software with clinical evidence. The framework notes these are instruments that formalize and deliver what human therapists have done informally — the question is whether the formalization loses the coupling that makes it work.
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Sound-and-light entrainment devices
Binaural beats, photic driving, audiovisual brainwave entrainment. The brainwave-following response is measurable; the leap to altered consciousness is not well-supported by controlled studies. As Rouget demonstrated in Music and Trance (1985), the same stimuli that produce trance in one cultural context produce nothing in another — the sensor's framework matters more than the stimulus frequency. Honest skepticism is warranted about current consumer devices.
Adjacent Clinical Science
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Interoception — Garfinkel, Critchley (Sussex group)
Foundational across every condition the framework addresses. The sensor's legibility-to-itself.
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Polyvagal theory — Porges
Contested but productive for coupling-readiness questions.
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REBUS model — Carhart-Harris, Friston
Psychedelics as prior-relaxation. Already threaded through the framework.
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Psychedelic-assisted therapy pipeline
Beyond MDMA: ibogaine, 5-MeO-DMT, ayahuasca analogues, non-hallucinogenic neuroplastogens under development.
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Gut-brain axis and microbiome research
Increasing evidence for inflammatory pathways in depression and possibly psychosis. The biological substrate of the sensor's legibility-to-itself.
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Epigenetics of trauma
The mechanism layer for generational transmission of psychiatric vulnerability.