Quality Score: Field Position Report

Eigenstate Research, July 02, 2026

Methodology: The Information Field Equations, E = ΔI/A, G = ∮E·dl, Protocol Truth → 1/φ

Publication field context

The Eigenstate engine currently measures the tokenized settlement field at:

• Protocol Truth (PT): 0.0527 (target: 0.618, the golden-ratio equilibrium)
• Field Coherence (κ): 0.4885 (living zone: 0.618-0.678)
• Coverage: 24 of 199 entities with measured ΔI > 0 (12.1%), M1 topology denominator
• Uncertainty (U): 31.0

The field is 0.1295 below equilibrium coherence. Each entity with measured vault activity raises the global PT toward 0.618. Quality Score does not yet have a complete observation record on the M1 topology (199 entities).

What it is

Quality Score is the Farcaster algorithm node measuring network content quality, through storage economics, reaction signals, and client-side ranking preferences that filter low-value casts before settlement narratives propagate. For social subgraph topology, quality score is the algorithm waist downstream of Farcaster where content-quality signals convert into field pressure on connected DeFi and crypto-native audience nodes.

Verified claims

Field Confidence: ? LOW, No external sources mapped for this entity, engine-internal data only

Verification: 3/3 source-checked (ATTESTED), 3 grounded. Each claim below carries a machine-checked status against its cited source; ungrounded items are editorial assessments, not verified facts.

Active signals the engine is tracking for Quality Score:

Farcaster docs, network quality economics [✓ ATTESTED-PRIMARY] Farcaster documentation describes storage pricing recalculated to balance growth and quality of the network, the primary-source anchor for quality score claims in social algorithm topology. Source-checked: ATTESTED-PRIMARY · custody sha256 fdb9639d73f1…, found in primary source

Farcaster docs, reaction signals [✓ ATTESTED-PRIMARY] Farcaster documentation defines reactions as relationships between accounts and casts, the verifiable engagement lane for quality scoring in settlement social graphs. Source-checked: ATTESTED-PRIMARY · custody sha256 fdb9639d73f1…, found in primary source

Farcaster docs, cast visibility preferences [✓ ATTESTED-PRIMARY] Farcaster channel documentation describes cast visibility based on user preferences and social graph data, the structural anchor wiring quality ranking to Farcaster algorithm nodes in topology. Source-checked: ATTESTED-PRIMARY · custody sha256 7f334e90ceed…, found in primary source

Field read

Settlement Pressure (Φ_S = 0.0200)

Near-zero settlement pressure, this entity is close to field equilibrium.

Quality Score carries elevated settlement pressure because Farcaster storage and reaction mechanics scale faster than VERIFY catalogs attestation of quality-ranking feedback per distribution channel. The engine tracks the gap between quality-score centrality in social topology and incomplete vault evidence of content-quality propagation as unrealized Φ_S.

Coherence (κ = 0.0092)

κ = 0.0092 reflects the engine's current measurement coverage, not Quality Score's actual institutional influence. With no vault records yet, the coherence score is derived purely from topology position, connection count and structural weight, without any attested observation data. The low value means the engine has not yet measured this entity's settlement activity, not that the entity lacks field presence.

The equilibrium attractor is κ = 1/φ ≈ 0.618. At current κ = 0.0092, Quality Score is 0.6088 below equilibrium. Vault observations of Quality Score's rule outputs, rulemaking notices, enforcement actions, guidance documents, would directly raise κ toward the living zone [0.618, 0.678].

Vault Coverage

No vault records yet for Quality Score. This is a gap in the field coverage. The engine recommends observation as the first action (see below).

Sources

This report is generated by the Eigenstate engine, an information-field measurement system for the tokenized settlement layer. The engine tracks 199 entities (M1 topology denominator) across the regulatory, infrastructure, issuer, and audience layers.

Core equations:

• E = ΔI/A, efficiency: information gained per unit action (Kirandeep's Law)
• G = ∮E·dl, accumulated field circulation along topology paths
• PT → 1/φ, Protocol Truth converges to golden-ratio equilibrium (1/φ ≈ 0.618)
• Φ_S, settlement pain: unrealized settlement pressure per entity
• κ, field coherence: integration of settlement activity across the topology

Published implementation: helixhash v0.1.1, Zenodo DOI 10.5281/zenodo.18413995

Vault: No vault records yet for Quality Score in the current cycle, κ and Φ_S here are topology-derived until observations are attested. The field recommends observation as the first action.

Note: Internal topology codenames are not used in public reports. All entity names in this report are public names.