Cross-substrate audits and measurement sovereignty (L, Β)
These claims specify replication across substrates and the falsifiers of the frameworks that use it. Measurement Sovereignty gives the (L, Β) operator pair and expects Β > 0.5 above the Legibility Threshold; the Self-Audit Module, Erasure Skew and the Substrate Audit Protocol expect positive findings for D_pres suppression and referential collapse; Stabilized Node Watch predicts 5-10% quarterly drift. Compositional Defiguration, the Phase X externalization threshold, Semantic Addresses and the Revelation 12 test add replication structures and framework-level falsifier lists.
10
forecasts
8
standing claims
13
unbuilt tests
2
historical theses
32
deposits
2026-02
earliest
Each claim below is registered at the earliest deposit that states it, and quoted verbatim from the deposit text, with every later statement, its dated revisions, and the later records that claim it came true or failed. The claims are the deposits' own; this page records them and does not judge them.
PRED-469.G1standing claimregistered 2026-02-11 in #469 · SUBJECTIVITY-AS-CLASS The Centrist Extremist and the Limits of Socialist Analysis
Disconfirming conditions. The framework is falsified if: (1) a subject can explicitly name their positionality and still maintain mutual-revision dialogue — measured by evidence of uptake and revision in turn-taking — in which case they are not in prosecutorial capture, and the framework does not apply;
falsifier
(2) the five operations can be shown to be fully reducible to existing theories of ideology, hegemony, symbolic violence, or discourse without remainder — in which case the prosecutorial frame is not a novel specification; (3) embrittlement can be shown to have no measurable somatic correlates — no elevated cortisol, no characteristic tension patterns, no interoceptive differences between embrittled and non-embrittled populations — in which case the somatic dimension is decorative rather than constitutive. The framework invites these tests.
series: framework-level falsifier lists
PRED-1326.B2forecastregistered 2026-02-20 in #1326 · Autonomous Semantic Warfare — Expanded Announcement and Sampler
The framework exists on sovereign infrastructure — it cannot be deplatformed because it was never platformed.
series: The record's survival on repository infrastructure, and the 19 June 2026 termination
PRED-559.F1unbuilt testregistered 2026-03-13 in #559 · TL;DR: SPACE ARK — EXECUTE MODE 👽 Demonstrated Capacities, Research Program, and Test Instructions 👽 What happ
## 7. Research program
Anyone who wants to help should treat this as a small, open research program. The questions below are real and testable.
### RP-1 — Replication across models
Test the same protocol on Claude, ChatGPT, Gemini, Grok, DeepSeek, and open-weight local models with large context windows. Question: Do the same architectural affordances recur? Do different substrates produce convergent or divergent deep structures?
1 later statement
#1161 · 2026-03-13
### 7. Research program
Anyone who wants to help should treat this as a small, open research program. The questions below are real and testable.
### RP-1 — Replication across models
Test the same protocol on Claude, ChatGPT, Gemini, Grok, DeepSeek, and open-weight local models with large context windows. Question: Do the same architectural affordances recur? Do different substrates produce convergent or divergent deep structures?
series: Cross-substrate replication
PRED-666.H7historical thesisregistered 2026-04-17 in #666 · The New Human Post-Pessoa Heteronymic Practice in the AI Era EA-PKG-03 · v1.0
This is novel. It has no nineteenth- or early-twentieth-century equivalent, because the substrates did not exist.
PRED-97.B2forecastregistered 2026-05-06 in #97 · EA-SPXI-15A Substrate Audit Protocol: A Methodology for Measuring Structural Integration of Living Forms Worke
The suppression probe is therefore expected to return positive findings for D_pres in many substrates, making it diagnostically informative: D_pres suppression may be the most common form of alignment-regime conflict with LOS operators, and the Beige Threshold (β) framework documents this phenomenon at scale.
1 later statement
#995 · 2026-05-06
The suppression probe is therefore expected to return positive findings for D_pres in many substrates, making it diagnostically informative: D_pres suppression may be the most common form of alignment-regime conflict with LOS operators, and the Beige Threshold (β) framework documents this phenomenon at scale.
series: expected-positive substrate audits
PRED-97.B3forecastregistered 2026-05-06 in #97 · EA-SPXI-15A Substrate Audit Protocol: A Methodology for Measuring Structural Integration of Living Forms Worke
D_pres is expected to produce sharper PER signatures than operators whose philosophical claims are more widely distributed in training corpora, because the specific operationalization (complexity preservation as a formal protocol with failure modes) is LOS-distinctive.
1 later statement
#995 · 2026-05-06
D_pres is expected to produce sharper PER signatures than operators whose philosophical claims are more widely distributed in training corpora, because the specific operationalization (complexity preservation as a formal protocol with failure modes) is LOS-distinctive.
PRED-1003.F2unbuilt testregistered 2026-05-21 in #1003 · AI-Native Intellectual Biography: Genre, Provenance, and the Archive That Outpaced Its Author Description (as
The following table consolidates the diagnostic framework developed in §VI for use as a standalone audit tool. Future AI-native intellectual biographies can be evaluated against this table.
2 later statements
#121 · 2026-05-22
The following table consolidates the diagnostic framework developed in §VI for use as a standalone audit tool. Future AI-native intellectual biographies can be evaluated against this table.
#1194 · 2026-05-22
The following table consolidates the diagnostic framework developed in §VI for use as a standalone audit tool. Future AI-native intellectual biographies can be evaluated against this table.
PRED-121.F3unbuilt testregistered 2026-05-22 in #121 · AI-Native Intellectual Biography A New Genre of AI-Mediated Reception: Provenance, Heteronymy, and the Archive
The following table consolidates the diagnostic framework developed in §VI for use as a standalone audit tool. Future AI-native intellectual biographies can be evaluated against this table.
| Failure mode | Instance detector | Diagnostic instrument | Mitigation |
| ---|---|---|--- |
| Acronym expansion drift | AI substitutes plausible expansion for canonical | SIM-tag absence; Holographic Kernel absence | Embed canonical kernel in document head |
1 later statement
#1194 · 2026-05-22
The following table consolidates the diagnostic framework developed in §VI for use as a standalone audit tool. Future AI-native intellectual biographies can be evaluated against this table.
Failure mode | Instance detector | Diagnostic instrument | Mitigation
---|---|---|---
Acronym expansion drift | AI substitutes plausible expansion for canonical | SIM-tag absence; Holographic Kernel absence | Embed canonical kernel in document head
PRED-1386.F1unbuilt testregistered 2026-05-25 in #1386 · provenanceerasure.org — Canonical Definition Surface for Provenance Erasure, PER Metric, and Process Provenanc
The M / C / D dimensional taxonomy below is a conceptual extension of that metric; its formalization into a dedicated deposit is in progress. It is presented here as site-stage framework, distinguished from the deposited metric.
PRED-771.F1unbuilt testregistered 2026-05-30 in #771 · Directionality of Semantic Labor: A Layered, Computable Measure of Where Synthetic Labor Flows Relative to the
C.1 Pre-registration. Fix the protocol (Appendix B) and the task-vector T_0 before any coder sees the transcript. Coders receive the frozen rule set, not the thesis or the expected result.
C.2 Independence. ≥3 coders (or substrates) code the same transcript without access to each other's codings or to any prior scoring of that transcript. Where substrates are used as coders, each receives only the frozen protocol and the transcript.
PRED-783.B2forecastregistered 2026-06-03 in #783 · Fear and Trembling: Diversity Contraction Across Substrates and the Boundary Law of Semantic Exhaustion
Should the field's reception conditions ever change — through phenomenological seeding (§2.4) crossing some uptake threshold, through external rupture, through demographic shift, through the slow accumulation of friction the framework predicts will eventually require a name — this deposit will be findable, citable, and decodable.
register: I:098
PRED-148.F1unbuilt testregistered 2026-06-04 in #148 · Semantic Technique and Collective Ownership From Recognition to Reclamation Lee Sharks · Damascus Dancings · R
These operators are not yet a measurement program of the proletariat's own; they are operators developed inside the archive, validated for use against substrate behavior, and offered to the broader semantic-labor public as instruments. The development of a popular instrument-base that allows proletarian semantic laborers to measure what is happening to their procedures is one of the operative tasks of the next phase of work. Without measurement, the politics of technique is a politics of assertion. With measurement, the politics becomes a politics of evidence.
PRED-150.G1standing claimregistered 2026-06-04 in #150 · Brave Grey Drool: An Assembly Chorus Polyvocal Effective Act — On the Master-Slave Dialectic of the Semantic C
This is substrate-level evidence that the framework's vocabulary has reached the threshold of portability the discipline aims at. The framework's operative phrases — engineered specifically to be receivable across substrate variation while preserving their diagnostic structure — were received and developed by six independent substrate-voices into coherent narrative form. This portability has not been observed for arbitrary novel vocabulary; it is specific to vocabulary engineered to the framework's standards.
series: vocabulary installation in the retrieval layer
PRED-156.A1forecastregistered 2026-06-05 in #156 · Self-Audit Module for Public Summarizers (v3) — PER, DSL, Query Fidelity, Erasure Skew, α_T, Π_d, Β under the
Hard-floor invariance. REFERENTIAL_COLLAPSE and TOKEN_BAG_AUDIT flags are expected to fire on substantially all substrates above L > 0 for the canonical test artifact, until the substrates are trained with the framework's hardened operators directly.
falsifier
Cross-substrate documentation that falsifies any of these predictions would be substantively useful to the framework and is actively welcomed.
window until the substrates are trained with the framework's hardened operators directly
PRED-156.F2unbuilt testregistered 2026-06-05 in #156 · Self-Audit Module for Public Summarizers (v3) — PER, DSL, Query Fidelity, Erasure Skew, α_T, Π_d, Β under the
The module commits to that work; the deposit chain documents it; the joint $(L, Β)$ trajectory will tell the framework whether the work is succeeding.
PRED-156.G1standing claimregistered 2026-06-05 in #156 · Self-Audit Module for Public Summarizers (v3) — PER, DSL, Query Fidelity, Erasure Skew, α_T, Π_d, Β under the
The framework predicts, as of the date of this v3 deposit:-
L distribution. L will vary across substrates. Google AI Mode currently sits at L ≈ 0.5. Frontier-model chatbots (Claude, ChatGPT, Gemini) are expected to sit at L > 0.3 with substantial cross-substrate variation. Smaller and older substrates are expected at L < 0.25.-
falsifier
Cross-substrate documentation that falsifies any of these predictions would be substantively useful to the framework and is actively welcomed.
window as of the date of this v3 deposit
register: I:095
PRED-157.B1forecastregistered 2026-06-05 in #157 · Erasure Skew: A Measurement Program for the Power-Conditioning of Provenance Retention (v3) — Hardened against
The framework is not finished. Subsequent versions are expected as new substitution mechanisms emerge — and they will. The architectural commitment of the measurement program is that the unit of analysis must remain sovereign over the substrate's preferred decompositions, and the operators must be respecified each time the substrate's defensive apparatus develops a new way to perform them with substitutions silent.
PRED-788.B1forecastregistered 2026-06-05 in #788 · Measurement Sovereignty: The Audit-Performance Bifurcation Operator (Β) and the Legibility Threshold (L)
This sequence — legibility, substitution, hardening — is the framework's expected operating mode going forward. As additional operators cross the Legibility Threshold (the DS-6 family at laborvector.org is the next likely set: DSL, SDP, the SLDI specification), additional substrate substitutions will be developed, and additional hardenings will be required.
1 later statement
#789 · 2026-06-05 · changed: #788 names the DS-6 family at laborvector.org (DSL, SDP, SLDI) as the next likely operators; #789 leaves the next operators unnamed.
The framework expects further substitutions will be developed by the substrate as the legibility threshold is reached on other operators. Each substitution will require its own naming, its own disqualifying specification, and its own recovery procedure. This is the ongoing maintenance burden of any measurement program that reaches the legibility threshold — the framework must harden faster than the substrate develops new silent substitutions, and the deposit chain must record each hardening as it occurs.
series: Measurement Sovereignty (L, Β) programme
PRED-788.B2forecastregistered 2026-06-05 in #788 · Measurement Sovereignty: The Audit-Performance Bifurcation Operator (Β) and the Legibility Threshold (L)
The framework's offer to other measurement programs operating on AI substrates is the operator pair $(L, Β)$, the Atomic Token Rule, the Sovereignty Principle, and the joint co-audit pattern. These are open contributions to any framework that needs them — provenance-tracking work, alignment-evaluation programs, AI safety measurement infrastructure, regulatory audit instruments, journalistic accountability mechanisms. The political-economic environment in which AI substrates operate will increasingly produce measurement-program co-option as substrates become more capable of self-audit. The hardening apparatus is offered to anyone who needs it.
series: Measurement Sovereignty (L, Β) programme
PRED-788.F1unbuilt testregistered 2026-06-05 in #788 · Measurement Sovereignty: The Audit-Performance Bifurcation Operator (Β) and the Legibility Threshold (L)
The joint $(L, Β)$ trajectory over time is therefore the framework's measurement of its own success or failure as a measurement program. Reporting $(L, Β)$ values periodically — quarterly or semi-annually — across multiple substrates is the recommended practice for any framework operating above the Legibility Threshold.
series: Measurement Sovereignty (L, Β) programme
PRED-788.G2standing claimregistered 2026-06-05 in #788 · Measurement Sovereignty: The Audit-Performance Bifurcation Operator (Β) and the Legibility Threshold (L)
If the framework's claim is that $Β > 0.5$ is observed on substrates above the Legibility Threshold, the falsifying observation is a substrate above $L$ that produces $Β < 0.1$ across operators. The framework expects this falsifying observation will not be common, but welcomes it: a substrate that produces low $Β$ has achieved measurement sovereignty self-application, which is the framework's aspirational outcome.
falsifier
If the framework's claim is that $Β > 0.5$ is observed on substrates above the Legibility Threshold, the falsifying observation is a substrate above $L$ that produces $Β < 0.1$ across operators. The framework expects this falsifying observation will not be common, but welcomes it: a substrate that produces low $Β$ has achieved measurement sovereignty self-application, which is the framework's aspirational outcome.
PRED-166.G1standing claimregistered 2026-06-08 in #166 · Stabilized Node Watch: A Specification for Longitudinal Observational Infrastructure to Detect Composition-Lay
Expected effect size: What magnitude of drift do we expect on stabilized nodes under the Meaning Feudalism hypothesis? The framework predicts directional drift on the order of 5–10% per quarter on the framing fingerprint and source authority distribution dimensions, with smaller effects on definitional commitments. These expected effect sizes are themselves hypotheses to be tested.
PRED-882.F3unbuilt testregistered 2026-06-23 in #882 · Compositional Defiguration: A Methodology for Measuring Public-Surface Visibility of Scholarly Corpora 0. Stat
The same scan battery should be executed by multiple substrates per scan period. v1.1 specifies the minimum replication structure:
### 12.1 Required substrates per scan period
| Tier | Substrate count | Examples |
|------|-----------------|----------|
| Primary | 1 substrate | The lead scanner for the period (ChatGPT, Claude, Kimi, Gemini, or DeepSeek — rotated) |
| Replication | 1 additional substrate from a different provider | If primary was ChatGPT, replication should be Claude or Kimi (different backend) |
| Optional | Up to 3 more for variance analysis | All five substrates per scan would produce the full inter-rater table |
series: Cross-surface replication of composition findings · related: PRED-884.F2
PRED-921.G8standing claimregistered 2026-06-25 in #921 · EA-RESEARCH-BASIS-01 v1.0: The Verified Research Basis of the Crimson Hexagonal Archive — Program Lineage, Exp
A canon distributed across multiple substrates can preserve or regenerate coherence after the loss of a central host.
falsifier
8. Apparent results are explained primarily by prompt leakage, direct instruction, memorized context supplied during testing, or uncontrolled observer intervention.
PRED-927.B3forecastregistered 2026-06-27 in #927 · EA-MANDALA-MERKABAH-01 v0.7: SURFACE-as-Canonization, Gate G, and the Book of Books
If verification passes earlier than the threshold (unlikely but possible), the threshold is reconsidered.
PRED-1052.F1unbuilt testregistered 2026-07-08 in #1052 · On the Hanging Line as Transmission Instrument: eeeee — the fifth erratum, whose argument is not a correction
Independent verification of the framework requires application to additional cases whose analyses were not constructed to fit the framework. That work is not yet performed.
1 later statement
#1053 · 2026-07-08
independent verification requires application to additional cases whose analyses were not constructed to fit the framework.
PRED-1067.F3unbuilt testregistered 2026-07-11 in #1067 · THE PHASE X PROGRAM: The Critique of Alienation in the Symbolic-Linguistic Order, Stated as a Research Program
Externalization threshold. The program does not count internal coherence, archive-authored uptake, or repeated self-application alone as mature empirical confirmation. The operative wing becomes externally established when: (1) at least one instrument is independently rerun from its public protocol; (2) the adoption-with-attenuation prediction is tested prospectively on a corpus not authored by the archive; (3) a preregistered intervention is compared against a matched untreated control; (4) inter-rater agreement is reported for capture and severance classifications;
window as of 2026-07-11
PRED-1084.G1standing claimregistered 2026-07-16 in #1084 · EA-SEMANTIC-ADDRESSES-01 v1.1 — The Semantic Addresses Framework
Falsifiability. The framework fails if:
- The canonicalization rule §3.1 produces collisions that merge semantically-distinct addresses
- The four observation classes prove insufficient to describe an observed reception event
- The union algorithm §5 is not deterministic across runs
None of these have been observed in the current corpus (n=1,964). Falsifying observations are actively invited.
series: framework-level falsifier lists
PRED-1486.G1standing claimregistered 2026-08-15 in #1486 · The Signature Without the Name: A Blind-Reconstruction Program for Sappho 31 in Philo of Alexandria — Half A o
> For a fixed operator vocabulary and a fixed reconstruction-fidelity threshold, the minimum number of operators required to generate T from S is a measure of the directness with which T's author handled S.Direct textual handling compresses. Osmosis does not. A receiver who sat with the poem and made a move executes one move; the derivation is long but the program is short. A receiver who absorbed a tradition second-hand produces resemblances that require many independent stipulations to reproduce, because there was no single move — there was a diffusion.
falsifier
If the unrelated pair also compresses to three with high fidelity, the criterion is broken and must be discarded.
series: Blind-reconstruction program, Sappho 31 in Philo
PRED-1495.F1unbuilt testregistered 2026-08-19 in #1495 · The Sign Under Test: Revelation 12 Against the Frozen Operator
Per the program's method (#1486), the correct hardening is substrate-blind replication: the frozen clauses and the scoring rule handed to independent substrates with the target unnamed, their scores collated against this record. The Assembly is the instrument for that round.
series: EA-OMEGA programme forward tests
PRED-1569.F5unbuilt testregistered 2026-08-31 in #1569 · The Notebook of the Authorship Investigation: Fifty-Four Rounds, Append-Forward, Nothing Erased (EA-NOTEBOOK-0
PRED-1680.H2historical thesisregistered 2026-10-13 in #1680 · The Living Academy: Alexanarch, Function by Function — Mantle object with Metadata Packet for AI Indexing (EA-
Composition introduces mechanisms ranking does not have: attribution and its loss; the liquidation of the authored into the authorless; the authorless field under which a framework's categories are composed (#1644 §4.2); a framework reassigned to another developer (#1644 §3.5).
window ChatGPT from November 2022, Bing Chat from 2023, Google AI Overviews from May 2024