Skip to content
Apatheia LabsForensic research

Prosoche v1.0

The Prosoche Methodology

Apatheia Labs operates on Prosoche v1.0: a nine-phase analytical procedure that pairs an epistemic self-audit at entry with an intellectual-integrity audit at exit, and runs three named sub-brands in between: the Fallacy Firewall (Phase 2), the eight-type contradiction taxonomy and four-phase CASCADE trace (Phases 4 and 5), and the Council of Phronesis adversarial review (Phase 7).

Prosoche was not designed in the abstract. It consolidates work previously developed under the working names Systematic Adversarial Methodology (S.A.M., 2023) and Sovereign Analyst Framework (SAF v2.x, 2024–2025); the canonical brand is now Prosoche v1.0. The procedure emerged from a specific problem: a document corpus where multiple agencies had adopted the same unverified claims, contradictions were buried in volume, and selective citation masked systematic bias. The framework exists because the problem demanded it. See the full story or explore the intellectual foundations.

Foundations

What it is built on

Four established disciplines underwrite the procedure. Each is named here, traced to the phase where it actually operates, and linked to the source that documents it — so the claim can be checked, not taken on authority.

NATO Admiralty Code

What it is

A two-axis intelligence rating that scores a source’s reliability (A–F) separately from a claim’s credibility (1–6). A1 is independently confirmed by a reliable source; F6 means neither the source nor the claim can be judged.

In Prosoche

Phase 1 (Source Architecture) rates every source A–F and every proposition 1–6. No later phase may lift a claim’s confidence above what that pair supports — which is what stops five outlets tracing to one weak origin from reading as five-fold corroboration.

Essay: The Admiralty Code for Public Discourse

Structured Analytical Techniques

What it is

The intelligence-community toolkit (Heuer & Pherson) built to defeat confirmation bias by externalising reasoning so someone other than the analyst can audit it — competing hypotheses, key-assumptions checks, structured adversarial review.

In Prosoche

The lineage of three phases: the Analyst Steel-Man (Phase 6), the Council of Phronesis adversarial review (Phase 7), and the eleven-question Intellectual Integrity Audit (Phase 8). Each is a structured check against an analyst settling on a narrative and then gathering support for it.

Research: Intelligence Analysis methods

Formal Logic & Evidence Theory

What it is

Two adjacent disciplines: the classical apparatus of valid inference and its catalogue of fallacies, and the formal study of how evidence accumulates, conflicts, and updates belief — Bayesian inference, Dempster–Shafer, and legal evidence doctrine.

In Prosoche

The Fallacy Firewall (Phase 2) is an explicit fallacy taxonomy: invalid inference dressed as reasoning is the failure it catches. Evidence theory is the wider tradition behind the confidence discipline — the ICD-203 calibration and named-falsifiability tests in the Integrity Audit (Phase 8) exist so absence of evidence is never quietly counted as evidence of absence.

Research: Epistemology & the methodology paper

Informational Cascade Theory

What it is

The economics of how a weak or false claim acquires authority: each actor rationally defers to the apparent consensus of those before them, so the error propagates while looking more confirmed at every step (Bikhchandani; the institutional-failure literature — Vaughan, Perrow, Reason).

In Prosoche

The problem the procedure was built for, and the spine of the methodology paper. Phase 5 (Propagation Trace / CASCADE) is named for it: ANCHOR → INHERIT → COMPOUND → ARRIVE traces a propagated decision back to its origin and exposes the compounding steps the chain never audited.

Research: Cascade Theory

Entry

Five target-type buckets

Every analysis enters Prosoche under one of five target types. The bucket is declared in Phase 0 and governs which conditional phases later run or skip.

01

Single document

One standalone artefact — a report, an essay, a policy paper, an article. The unit of analysis is the document itself; contradictions and shifts are surfaced within its own four corners.

02

Multi-document corpus

A single author or institution viewed across many outputs over time. The unit of analysis is the body of work; the procedure surfaces drift, reversal, and selective citation across the corpus.

03

Propagated institutional decision

Chains of authority in which a finding, judgment, or determination is inherited from a prior decision and re-applied downstream. Regulatory rulings, judicial determinations, professional-body adjudications. Phase 5 (CASCADE) runs here.

04

Broadcast / multimodal

Video, audio, image-led narrative, multi-modal evidence — material where rhetorical framing operates through production choices, not just text. Interviews, documentaries, livestreams, visual-led campaigns.

05

Legal case bundle

Court materials, depositions, exhibits, expert reports, and the procedural record around a specific matter. Evidentiary rules, citation conventions, and propagation patterns differ in kind from the other four buckets.

Procedure

The nine phases

Phases run in order. Two phases (3 and 5) are conditional on target type and carry inline applies-when / skip-when rules; the remaining seven always run.

0

Phase 0Epistemic Self-Audit

Before the source set is opened, the analyst names priors, prior outputs on adjacent material, stake in the conclusion, and target-type bucket. The baseline against which downstream drift is audited.

1

Phase 1Source Architecture

Source set assembled and rated against the NATO Admiralty Code (A1–F6) on directness, independence, internal consistency, methodological transparency, track record, conflict-of-interest exposure, and corroboration.

2

Phase 2Fallacy Firewall

Two-tier fallacy taxonomy run against the source set. Tier 1 covers universal informal fallacies; Tier 2 covers political fallacies. Each detection ships with its charitable-reading companion before adverse finding.

3

Phase 3Historical Depth Protocol

Conditional

Conditional. Applies when the target has a relevant pre-history (prior statements, prior decisions, prior framings) the analyst can responsibly cite. Skips for discrete one-off material with no antecedent.

4

Phase 4Contradiction Analysis

Read more →

The 8-type contradiction taxonomy: SELF, INTER_DOC, TEMPORAL, EVIDENTIARY, MODALITY_SHIFT, SELECTIVE_CITATION, SCOPE_SHIFT, UNEXPLAINED_CHANGE. Each contradiction passes a charitable-interpretation field before being rated.

5

Phase 5Propagation Trace / CASCADE

ConditionalRead more →

Conditional. Applies when the target is a propagated institutional decision inherited from an upstream source. The four-phase trace ANCHOR → INHERIT → COMPOUND → ARRIVE maps each inheritance point and any compounding step the chain failed to audit.

6

Phase 6Analyst Steel-Man

The analyst drafts the strongest version of the case the target’s authors would make for their own position, written before the synthesis so the synthesis cannot quietly retreat from the steel-man’s strongest counter-arguments.

7

Phase 7Adversarial Review / Council of Phronesis

Constitutional three-branch review: Legislative (seven personas — Skeptic, Adversary, Definitional Shell-Hunter, Numerical Reconciler, Steel-Manner, Reader-of-Output, Cross-Examiner), Executive (analyst drafts, resolves, signs or vetoes), Judicial (Forensic Auditor + Stage 2 Supreme review by a distinct-session LLM advisor).

8

Phase 8Intellectual Integrity Audit

11-question audit on the final synthesis: scope adherence, evidence sufficiency, citation integrity, contradiction handling, charitable-reading discipline, fallacy exposure, framing transparency, ICD-203 confidence calibration, falsifiability, named limits, signed-off epistemic position.

Phase 4

Contradiction Analysis — the 8-type taxonomy

Every inconsistency surfaced by Prosoche is classified against an eight-type taxonomy. Classification matters because the right analytical response depends on the type of contradiction. The URL /methodology/cascade is preserved from the prior labelling; the body documents Phase 4.

Phase 5 · Conditional

Propagation Trace — the four-phase adversarial discipline

When the target is a propagated institutional decision, the analyst traces the chain through four phases: ANCHOR → INHERIT → COMPOUND → ARRIVE. The trace is the adversarial discipline at the centre of Prosoche — reading institutional documents against the grain rather than accepting their account of themselves. The URL /methodology/sam is preserved from the S.A.M. era.

From Methodology to Lenses

The procedure produces findings. The six lenses operationalise them.

Propagation-trace phase → Primary lenses

ANCHOREntity Resolution identifies claim originators. Argumentation tests evidential basis.
INHERITContradiction detects cross-document conflicts. Bias identifies selective adoption.
COMPOUNDBias quantifies accumulation patterns. Accountability maps duty to verify.
ARRIVEAccountability packages findings for action. Temporal Parser establishes causation timeline.

Contradiction type → Primary lens

SELF, INTER_DOC, UNEXPLAINEDContradiction
TEMPORALTemporal Parser + Contradiction
EVIDENTIARYArgumentation
SELECTIVEBias
SCOPE, MODALITYArgumentation + Contradiction