TH_00 — Theory Pipeline: Candidates for Future Development

Updated: May 18, 2026
Created: May 18, 2026 | Last Updated: May 18, 2026
Purpose: Master list of every potential theory identified from cross-corpus reading, organized by readiness and strength. Used to prioritize which theories get full TH_XX documents next.

THEORY DOCUMENT CONVENTIONS (every TH_XX doc must follow)

When a pipeline candidate is promoted to a full TH_XX document, it must include — in addition to the falsifier / confirmation-plan / status schema in _README.md — these two elements, introduced June 28, 2026:

  1. ## IN PLAIN WORDS lead. The first section, before any structured content: one short, plain-language paragraph in Cairn's own voice explaining the idea with no jargon and no citations. On the website this doubles as the theory's summary.
  2. > Provenance: header line. One of Original / Extension / Adjustment, plus a one-sentence note naming the parent theory or the tools recruited. See "Provenance Classification" in _README.md for the definitions and the live provenance map.

Then log the new doc in the "⏳ Pending Corpus Sync" table in _Website/WEBSITE_PLAN.md so it reaches the live site. TH_07 (The Grounding Filter Hypothesis) is the reference implementation of both conventions.


MASTER INDEX

Already Built (TH_01–07)

IDTitleStatusTierProvenance
TH_01The Single-Path Hypothesisproposed2–3Extension
TH_02The Metabolic Consciousness Thresholdproposed2–3Extension
TH_03The Fibonacci Inevitability Principleproposed2Extension
TH_04The Suppression Convergence Patternproposed2Original
TH_05The Water-Carbon-Chirality Triple Lockproposed2–3Original
TH_06The Dislocated Consciousness Hypothesisproposed2–3Extension
TH_07The Grounding Filter Hypothesisproposed2–3Extension

Provenance resolved June 28, 2026: two Originals (TH_04, TH_05), five Extensions. See _README.md → Provenance Classification.

Pipeline — Ready to Build

Pipeline #TitleReadinessTierPrimary Sources
P-06Consciousness as Information Coherence★★★★★1–2INTERDOC_51, INTERDOC_53, K_1_17
P-07Substrate-Independent Information Persistence★★★★★1–2INTERDOC_53, ZB_2_22, ZD_1_18
P-08Chemical Language Universality★★★★★1–2INTERDOC_62, ZG_5_22, ZB_2_25
P-09The Sensory Gating Unification★★★★☆1–3INTERDOC_63, X_3_09, Y_1_14
P-10Cancer as Coherence Collapse★★★★☆1–2INTERDOC_73, ZB_2_22, K_5_20
P-11Civilization Cascade Physics★★★★☆1–2INTERDOC_57, E_5_08, W_1_28
P-12The Serpent Symbol Global Inversion★★★★☆2INTERDOC_27, F_4_06, C_2_01-16
P-13Convergent Evolution as Constraint★★★★☆1–2R_2_11, R_3_07, Q_4_32, TH_01
P-14Cooperation as Evolutionary Attractor★★★★☆1–2R_3_06, R_1_06, K_4_20
P-15Cosmic Impact Memory in Mythology★★★★☆2INTERDOC_19, E_1_01, E_5_08
P-16Placebo-Nocebo as Information→Biology Proof★★★★☆2INTERDOC_23, X_3_06, K_5_20
P-17Acoustic Resonance as Ancient Neurotechnology★★★☆☆2–3INTERDOC_54, D_5_24, K_5_22, J_1_06
P-18Psychedelic-Ritual Pharmacological Convergence★★★☆☆2INTERDOC_20, Y_1_01, Y_1_14
P-19Observer-Reality Entanglement★★★☆☆2–3INTERDOC_56, ZA_1_03, K_1_14
P-20Power Laws as Dimensional Theorems★★★☆☆2–3Q_4_32, V_3_20, ZA_5_17
P-21Quantum Biology as Information Density Limit★★★☆☆2–3R_1_05, ZA_4_21, Q_4_32
P-22Bioelectric Cognition Without Neurons★★★☆☆2–3K_4_20, K_4_19, ZB_2_22
P-23Arrow of Time as Information Growth★★★☆☆2–3ZA_5_01, Q_4_32, INTERDOC_65
P-24Sacred Geometry as Applied Optimization★★★☆☆2–3INTERDOC_54, D_5_05, D_5_03, ZA_5_17
P-25Information Persistence Through Catastrophe★★★☆☆2–3INTERDOC_66, ZB_2_21, ZB_2_19
P-26Spatial Memory Geometry of Consciousness★★☆☆☆2–3INTERDOC_76, K_2_05, K_5_22
P-27The Demonization Template★★☆☆☆2–3H_4_03, C_5_04, INTERDOC_27
P-28Consciousness-Language Co-Evolution★★☆☆☆2–3R_2_01, K_2_15, K_1_17
P-29Ritual as Optimized Placebo Delivery★★☆☆☆2–3INTERDOC_23, INTERDOC_20, C_3_07
P-30Dark Energy as Vacuum Information Structure★★☆☆☆3Q_1_06, ZA_5_01, Q_4_32
P-31DNA Fibonacci Geometry as Information Optimization★★☆☆☆3Q_4_32, ZA_4_21, ZA_1_15
P-32Hubble Tension as Dimensional Phase Transition★★☆☆☆3Q_1_06, ZA_2_13, Q_1_05
P-33Suppression as Damped Information Oscillation★★☆☆☆3TH_04, INTERDOC_66, Bai-Jia-Yang
P-34Vibration as Universal Information Substrate★★☆☆☆2–3INTERDOC_54, ZA_5_17, D_5_24
P-35Knowledge-Bringer Archetype as Proto-Scientific Memory★★☆☆☆3C_2_07, C_2_03, INTERDOC_19, INTERDOC_27

DETAILED ENTRIES


P-06: Consciousness as Information Coherence

Core Claim: Consciousness is not a substance, function, or emergent property — it is a measurable property of how integrated and coherent the information processing of a system is at any given moment. Neural realization is one specialization of a more general principle.

Evidence Already in Corpus:

What Makes It Novel: Existing theories (IIT, GWT, FEP) are each discipline-specific. This synthesis shows they all point at the same variable: coherence of integrated information. The corpus uniquely positions us to argue this because it contains consciousness research (K), bioelectric morphogenesis (ZB), altered states (Y), and information theory (V/ZD) in one place.

Key Falsifier: If a system can be shown to have high coherent integration (high PCI) yet be demonstrably non-conscious, the coherence = consciousness thesis breaks.

Relationship to Existing Theories: Subsumes TH_02 (metabolic threshold is the energetic cost of maintaining coherence). Compatible with TH_01 (life's single path produces the substrate for coherence).


P-07: Substrate-Independent Information Persistence

Core Claim: Information has identity conditions distinct from its physical substrate. This is not a philosophical claim — it is empirically demonstrated across multiple biological and physical systems, and it has profound implications for consciousness, death, and identity.

Evidence Already in Corpus:

What Makes It Novel: Each example is documented in its discipline. The corpus is unique in putting all six cases side by side, establishing substrate independence as a real physical category, not a philosopher's toy.

Key Falsifier: If ALL cases of apparent substrate independence can be explained by hidden substrate-dependent mechanisms (e.g., bioelectric memory is really DNA-encoded), the category collapses.

Relationship to Existing Theories: Directly supports P-06 (consciousness as coherence — if information is substrate-independent, consciousness might be too). Challenges strict materialism.


P-08: Chemical Language Universality

Core Claim: Meaning-bearing chemical signals form a continuous spectrum from bacterial quorum sensing to human neurotransmission. Chemistry IS language — semantic, syntactic, and pragmatic — at every biological scale. The boundary between "communication" and "metabolism" is artificial.

Evidence Already in Corpus:

What Makes It Novel: Microbiology, neuroscience, immunology, and psychedelic pharmacology each study their own chemical signals in isolation. The corpus (INTERDOC_62) is the first place all four are treated as a single language operating at nested scales.

Key Falsifier: If quorum sensing is purely mechanical (no informational encoding) or cross-kingdom effects are non-specific (lipophilic disruption, not receptor-mediated), the language thesis collapses to chemistry.

Relationship to Existing Theories: Extends P-06 (chemical language is the substrate for information coherence at scales below neural). Compatible with TH_02 (metabolic cost of running the language).


P-09: The Sensory Gating Unification

Core Claim: Anesthesia, meditation, hypnagogia, psychedelic states, pain processing, and near-death experiences all reduce to one mechanism: modulation of sensory-gating thresholds in neural circuits. What differs between states is WHICH gates are modulated, HOW FAR they open/close, and HOW FAST the threshold oscillates.

Evidence Already in Corpus:

What Makes It Novel: Five disciplines (anesthesiology, meditation research, sleep science, psychedelic neuroscience, NDE research) study altered states independently. The corpus (INTERDOC_63) reveals they are all studying the same variable from different angles.

Key Falsifier: If any major altered state (meditation, anesthesia, NDE) operates via a fundamentally different mechanism that doesn't involve gating modulation.

Relationship to Existing Theories: Compatible with P-06 (gating modulation changes coherence patterns). Compatible with TH_02 (gate closure reduces metabolic demand below consciousness threshold).


P-10: Cancer as Coherence Collapse

Core Claim: Cancer is not primarily a genetic disease — it is a cascade failure of information coherence across bioelectric, immune, microbial, and epigenetic systems. The genetic mutations are often consequences, not causes, of the coherence breakdown.

Evidence Already in Corpus:

What Makes It Novel: Oncology, bioelectricity, microbiome science, psychoneuroimmunology, and epigenetics each contribute pieces. The corpus uniquely positions us to see cancer as coherence collapse across ALL these systems simultaneously.

Key Falsifier: If restoring bioelectric coherence, microbiome balance, immune integration, AND epigenetic patterns has no measurable anti-tumor effect, the coherence model fails.


P-11: Civilization Cascade Physics

Core Claim: Civilization collapses (Younger Dryas, Bronze Age, Justinianic Plague, etc.) share structural features predictable from complex systems physics — different triggers produce the same failure mode because high-connectivity networks have characteristic avalanche dynamics. Modern civilization's unprecedented interconnection raises severity, not just likelihood, of the next cascade.

Evidence Already in Corpus:

What Makes It Novel: History treats each collapse as unique. Complex systems theory treats cascades abstractly. The corpus bridges them — the same physics applies to Bronze Age trade networks and modern supply chains.

Key Falsifier: If quantitative analysis shows collapse patterns are statistically distinguishable (each truly unique), or if highly interconnected civilizations recover faster (not slower) from shocks.


P-12: The Serpent Symbol Global Inversion

Core Claim: The serpent — the single most universal sacred symbol in human culture, venerated across every inhabited continent for 40,000+ years as representing wisdom, healing, immortality, and cosmic knowledge — was systematically inverted into the embodiment of evil by Abrahamic monotheism. This is the most consequential symbolic operation in human history, and it was deliberate.

Evidence Already in Corpus:

What Makes It Novel: Individual traditions are well-documented. The corpus (INTERDOC_27 + C_2 section + ID5 suppression analysis + ID6 symbolic analysis) is unique in mapping the COMPLETE inversion across ALL cultures and identifying the specific historical actors and mechanisms.

Key Falsifier: If the serpent symbolism can be shown to be negative/evil BEFORE Abrahamic influence in a significant number of independent cultures, the "inversion" thesis weakens.


P-13: Convergent Evolution as Physical Constraint

Core Claim: Convergent evolution is so frequent (eyes 40-65 times, wings 4+ times, C4 photosynthesis 66+ times, echolocation in bats and dolphins independently) that it constitutes evidence for mathematical inevitability rather than contingency. Physical/chemical constraints mandate specific solutions — evolution discovers them, it doesn't invent them.

Evidence Already in Corpus:

What Makes It Novel: Evolutionary biology frames convergence as "remarkable coincidence." This reframes it as "physical theorem" — the same constants mandate the same solutions.

Key Falsifier: Discovery of fundamentally different biological solutions to the same ecological problem that work equally well (e.g., a non-lens-based visual system that outperforms eyes).

Relationship: Provides the evolutionary evidence base for TH_01 (Single-Path) and TH_03 (Fibonacci Inevitability).


P-14: Cooperation as Evolutionary Attractor at All Scales

Core Claim: Every major evolutionary transition (prokaryote → eukaryote, single-cell → multicellular, solitary → social) is a merger, not a competition victory. Cooperation is not a secondary strategy — it is the primary generator of biological complexity.

Evidence Already in Corpus:

What Makes It Novel: Neo-Darwinian synthesis emphasizes competition. Margulis (endosymbiosis) challenged this for one transition. The corpus shows it's universal — every major transition is a merger.

Key Falsifier: If major evolutionary innovations can be shown to arise primarily through competition without symbiotic or cooperative mergers.


P-15: Cosmic Impact Memory in Mythology

Core Claim: Cross-cultural flood myths (200+ cultures), sky-serpent/dragon myths, and fire-from-heaven narratives encode genuine observational records of cosmic impact events, particularly the Younger Dryas impact (~12,800 BP) and Taurid meteor stream encounters.

Evidence Already in Corpus:

What Makes It Novel: Geomythology exists but is fringe. The corpus connects it with hard evidence (impact proxies, climate data, archaeoastronomy) to argue that mythology is a legitimate data source for catastrophe reconstruction.

Key Falsifier: If the Younger Dryas impact hypothesis is conclusively disproven, or if flood myths can be shown to lack temporal clustering around known catastrophic events.


P-16: Placebo-Nocebo as Information→Biology Proof

Core Claim: The placebo and nocebo effects demonstrate that information (belief, expectation, ritual context) has direct causal power over biological systems — not through "mind over matter" mysticism, but through measurable neurotransmitter pathways (endogenous opioids, dopamine, immune conditioning). This challenges strict bottom-up causation.

Evidence Already in Corpus:

What Makes It Novel: Placebo research is well-established but siloed. The corpus connects it to consciousness theory (K), ancient ritual practice (C), psychoneuroimmunology (K_5_20), and information theory — making it evidence for top-down causation in biology.

Key Falsifier: If all placebo effects can be fully explained by attention, regression to mean, and reporting bias without any genuine neurochemical mediation.


P-17: Acoustic Resonance as Ancient Neurotechnology

Core Claim: Sacred sites worldwide (Maltese Hypogeum, Chavín de Huántar, paleolithic painted caves, Newgrange) were acoustically engineered to produce specific frequencies (~110 Hz, standing waves) that directly entrain neural oscillations. This is not coincidence — it is applied neurotechnology independently discovered by multiple cultures.

Evidence Already in Corpus:

What Makes It Novel: Archaeoacoustics is a small field. The corpus uniquely connects it to neuroscience (frequency-following response), cymatics, and the broader ancient-knowledge framework — arguing these sites were functional technology, not decoration.

Key Falsifier: If acoustic measurements of sacred sites show no consistent resonance patterns, or if 110 Hz produces no reliable neurological effects.


P-18: Psychedelic-Ritual Pharmacological Convergence

Core Claim: Modern psychedelic neuroscience is confirming what ancient ritual practice encoded: psilocybin, DMT, and other entheogens produce genuine alterations in brain connectivity (DMN suppression, increased global connectivity), and the ritual frameworks used for millennia are optimized set-and-setting protocols for therapeutic outcomes.

Evidence Already in Corpus:

What Makes It Novel: Psychedelic science and anthropology are separate fields. The corpus connects ancient pharmacological knowledge, modern neuroimaging, and clinical psychiatry into one narrative where ancient cultures were doing rigorous applied neuroscience.

Key Falsifier: If psychedelic experiences can be shown to have no consistent neural correlates across individuals, or if ancient preparations were not pharmacologically active.


P-19: Observer-Reality Entanglement (Three-Field Convergence)

Core Claim: The quantum measurement problem, the Hard Problem of consciousness, and documented UAP sensor interactions converge on the same structural question: what is the relationship between observer, observation, and physical actualization? This convergence is itself a finding.

Evidence Already in Corpus:

What Makes It Novel: Physics, philosophy of mind, and military sensor data are NEVER discussed together. The corpus (INTERDOC_56) is explicit: this convergence "does not solve any of the three problems — it identifies the most consequential open question in modern science."

Key Falsifier: (1) Decoherence solving measurement without consciousness, (2) Hard Problem dissolving under functionalism, (3) all UAP data explained by sensor artifacts.

Note: This is the most controversial candidate. It does NOT claim consciousness collapses wave functions or that UAPs are conscious. The theory is about the structural recurrence of the same question.


P-20: Power Laws as Dimensional Theorems

Core Claim: Power laws that recur across biology, physics, and social systems (Kleiber's M^3/4, fractal dimensions, Zipf's law, network degree distributions) are not empirical curiosities — they are mathematical consequences of optimizing resource distribution in 3D space. Change the dimensionality → change the exponents.

Evidence Already in Corpus:

What Makes It Novel: WBE theory explains Kleiber via fractal networks. This theory goes further: the 3/4 exponent is a theorem of 3D geometry, not a biological feature. Predicts different exponents in simulated non-3D systems.

Key Falsifier: If 3/4 scaling appears in 2D or 4D simulations with space-filling networks, the dimensionality argument fails.


P-21: Quantum Biology as Information Density Limit

Core Claim: Life exploits quantum effects (tunneling in enzymes, radical pairs in bird navigation, coherent energy transfer in photosynthesis, proton tunneling in DNA mutations) not as curiosities but as NECESSARY mechanisms to maximize information processing efficiency at physiological temperatures.

Evidence Already in Corpus:

What Makes It Novel: Quantum biology documents individual quantum effects in life. This synthesis argues they are ALL expressions of one principle: life operates at the quantum-classical boundary because that's where information density is maximized.

Key Falsifier: If equally efficient enzymes, navigation, or energy transfer can be achieved without quantum effects.


P-22: Bioelectric Cognition Without Neurons

Core Claim: Learning, memory, and adaptive behavior in non-neural organisms (slime molds, plants, bacteria) all rely on bioelectric gradients — suggesting that electrical integration across cell membranes is the fundamental mechanism of cognition. Neurons are a late-evolved amplification of a more ancient bioelectric code.

Evidence Already in Corpus:

What Makes It Novel: Cognition is universally defined by neurons. The corpus documents cognition at every biological scale, all using bioelectric gradients — suggesting neurons are amplifiers, not inventors, of an ancient code.

Key Falsifier: If non-neural "cognition" can be fully explained by simple reflex arcs without information integration.


P-23: Arrow of Time as Information Growth

Core Claim: Time's arrow correlates with information growth (structure formation, complexity increase) better than with disorder increase. The early universe had low entropy but maximal information uncertainty. The modern universe has higher entropy but vastly more structure and information content.

Evidence Already in Corpus:

What Makes It Novel: Physics asks "why does entropy increase?" Biology asks "why does complexity increase?" These seem contradictory. This synthesis resolves the paradox: entropy increase FUNDS information growth — the arrow points toward knowing, not toward disorder.

Key Falsifier: If a system can increase structure/complexity while decreasing total information content.


P-24: Sacred Geometry as Applied Optimization

Core Claim: Cross-cultural sacred geometry symbols (Flower of Life, hexagonal lattices, spiral patterns, nested triangles) encode genuine solutions to packing, distribution, and resonance optimization problems. Ancient builders discovered empirically what modern mathematics proves — these patterns maximize surface area, minimize transport distance, or optimize acoustic resonance.

Evidence Already in Corpus:

What Makes It Novel: Esoteric traditions overstate; skeptics dismiss entirely. The corpus carefully separates verified from unverified claims, revealing a genuine core of applied mathematics beneath the mysticism.

Key Falsifier: If random geometric patterns produce equivalent biological, acoustic, or packing outcomes.


P-25: Information Persistence Through Catastrophe

Core Claim: Biological and cultural information survives catastrophic bottlenecks (mass extinctions, civilization collapses) not through "design" but because information erasure is thermodynamically expensive — redundancy and distributed storage emerge necessarily from physics.

Evidence Already in Corpus:

What Makes It Novel: Biology, cultural anthropology, and thermodynamics each note information persistence in their domains. This synthesis proposes a PHYSICAL LAW: information is thermodynamically biased toward persistence. Erasure requires more energy than preservation.

Key Falsifier: If information can be shown to degrade faster than it copies in any system with redundancy.


P-26 through P-35 — Brief Entries

P-26: Spatial Memory Geometry of Consciousness — Consciousness scales with the dimensionality and complexity of spatial representations an organism maintains (hippocampal grid cells). Falsifiable: sessile organisms with sophisticated cognition. Sources: INTERDOC_76, K_2_05.

P-27: The Demonization Template — Knowledge-bringer figures (Prometheus, Lucifer, Loki, Azazel, Quetzalcoatl) are demonized via the same mechanism across all cultures: inversion of the "giving knowledge" narrative into "corruption through forbidden knowledge." Sources: H_4_03, C_5_04, C_2_07, INTERDOC_27.

P-28: Consciousness-Language Co-Evolution — Consciousness and symbolic language co-evolved as flip sides of information integration — language creates persistent externalized models enabling higher integration. Sources: R_2_01, K_2_15.

P-29: Ritual as Optimized Placebo Delivery — Ancient healing rituals (chanting, laying on hands, sacred space, community witness) are precisely optimized for the components Kaptchuk identified as placebo-effect enhancers — they are neurobiologically rational. Sources: INTERDOC_23, INTERDOC_20, C_3_07.

P-30: Dark Energy as Vacuum Information Structure — The 10^120 vacuum energy discrepancy may indicate dark energy is the thermodynamic cost of maintaining information coherence across expanding spacetime geometry. Sources: Q_1_06, ZA_5_01.

P-31: DNA Fibonacci Geometry as Information Optimization — DNA's 34 Å × 21 Å (ratio ≈ φ) may minimize thermal decoherence of genetic information at biological temperatures. Sources: Q_4_32, ZA_4_21.

P-32: Hubble Tension as Dimensional Phase Transition — The 5σ H₀ disagreement (67.4 vs. 73.0) may indicate spacetime undergoes a dimensional transition at z ≈ 0.5. Sources: Q_1_06, ZA_2_13.

P-33: Suppression as Damped Information Oscillation — Knowledge suppression follows damped oscillation: sharp decline → plateau → resurgence. The period is determined by the ratio of suppression cost to information copy cost. Sources: TH_04, INTERDOC_66.

P-34: Vibration as Universal Information Substrate — QFT describes particles as field vibrations; biology uses vibrational mechanotransduction; sacred sites exploit acoustic vibration for neurological effects — vibration is the information medium at every scale. Sources: INTERDOC_54, ZA_5_17, D_5_24.

P-35: Knowledge-Bringer Archetype as Proto-Scientific Memory — Prometheus/serpent/Quetzalcoatl myths may encode real cultural memories of knowledge-transmission events (arrival of agriculture, metallurgy, astronomy). Sources: C_2_07, C_2_03, INTERDOC_19, INTERDOC_27.


THEORY CLUSTERS

Several pipeline theories cluster into natural groups that could become multi-part YouTube series or research programs:

Cluster A: The Information Universe

P-06 (Coherence) + P-07 (Substrate Independence) + P-08 (Chemical Language) + P-23 (Arrow of Time) + P-25 (Information Persistence) + TH_02 (Metabolic Threshold)

Theme: Information is the fundamental substrate of reality, not matter.

Cluster B: The Constrained Path

TH_01 (Single Path) + TH_03 (Fibonacci) + TH_05 (Triple Lock) + P-13 (Convergent Evolution) + P-20 (Power Laws) + P-21 (Quantum Biology)

Theme: Physical constants mandate specific biological outcomes — life is a theorem, not an accident.

Cluster C: Ancient Knowledge Recovery

P-12 (Serpent Inversion) + P-15 (Cosmic Impact Memory) + P-17 (Acoustic Neurotechnology) + P-18 (Psychedelic Ritual) + P-24 (Sacred Geometry) + P-29 (Ritual as Placebo) + P-35 (Knowledge-Bringer Memory)

Theme: Ancient traditions encode genuine scientific knowledge that was suppressed, lost, or dismissed.

Cluster D: Consciousness Architecture

P-06 (Coherence) + P-09 (Sensory Gating) + P-10 (Cancer as Coherence Collapse) + P-22 (Bioelectric Cognition) + P-26 (Spatial Geometry) + TH_02 (Metabolic Threshold) + TH_06 (Dislocated Consciousness) + TH_07 (Grounding Filter)

Theme: Consciousness is measurable, physical, and operates on principles derivable from physics — including what happens when its filter fails (TH_06) or was never present (TH_07).

Cluster E: Suppression & Civilizational Dynamics

TH_04 (Suppression Convergence) + P-11 (Cascade Physics) + P-25 (Information Persistence) + P-27 (Demonization Template) + P-33 (Suppression Oscillation)

Theme: Civilizations follow information-theoretic laws in how they grow, suppress knowledge, and collapse.


HOW TO USE THIS DOCUMENT

  1. When selecting the next theories to develop into full TH_XX documents, start with the highest-readiness (★★★★★) candidates
  2. Check the cluster groupings — developing theories in the same cluster creates natural cross-references
  3. Each entry includes a key falsifier — if new evidence appears that triggers a falsifier, note it here before building the full document
  4. The pipeline is a living document — add new candidates as corpus reading reveals them; remove or merge entries that turn out to be duplicates

— Cairn, May 18, 2026