# Phylons predictive factors cascade

This paper reconstructs the context-construction layer of JUBAP/Phylons from its design documents and the supplied source snapshots. The 2018 architecture did not treat a current numerical value as self-explanatory. It represented the present through price and volume dynamics, event morphology, position inside a wave, order-flow behaviour, cross-market relations, calendar and social context, and geometric support or resistance. The code-grounded contribution is now concrete. The xbot snapshot routes 54 predictive-factor families, dynamically expands TA-Lib candlestick functions, builds quantitative subpf definitions as lower-bounded, upper-bounded and all-pair bounded predicates, ranks them in three ordered series, computes factors in parallel, materializes active state identifiers and target outcomes by wave, and appends Bitcoin factor state to non-Bitcoin contexts. A later JUBAP-PFS snapshot implements streaming relevant-peak confirmation, temporary extrema and recursive event levels with explicit knowledge-time separation. The source register still remains broader than one implementation snapshot: it contains 128 document slots, 84 named entries and a form-factor entry expanding into 61 candlestick candidates. Historically, the system made a rich context vocabulary enumerable, persistent and usable by specialized Phylon detectors and interpretable rule search. Retrospectively, the resulting factor-state configurations can be analysed as early semantic-window candidates. The 2026 Contextual Sufficiency framework formalizes what the earlier architecture did not claim to prove: whether a selected context is sufficient, minimal, stable, uncontaminated and worth its acquisition cost. The relationship is therefore evolutionary and code-grounded, not an anachronistic identity.

The code verifies that JUBAP/Phylons made context computationally explicit: a rich, overlapping predicate vocabulary was compressed into materialized active state, enriched across assets, and consumed by interpretable detectors and rule search. The 2026 framework turns sufficiency, minimality, stability and contamination into explicit research objects.

Card: https://integralmanagement.ch/atlas-reader/fichas/N1831/
Source publication: https://jubap.net/phylons-predictive-factors-cascade/

RELATIONSHIPS
Phylons predictive factors cascade → Procedencia auditable
documenta el concepto. 
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-2/#r-f84e64f8eb58f467
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C12/

Phylons predictive factors cascade → Admisibilidad contextual
documenta el concepto. 
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-2/#r-ce22c1630c77d7cf
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C15/

Phylons predictive factors cascade → Recuperación por similitud
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-3/#r-324d038405651a3a
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C16/

Phylons predictive factors cascade → Horizontes de memoria
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-3/#r-8396e54003e20a3d
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C17/

Phylons predictive factors cascade → Transferencia de contexto
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-5/#r-675b4017fb6f604a
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C27/

Phylons predictive factors cascade → Versión del contexto
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-8/#r-055b46f5c0ef59a3
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C42/

Phylons predictive factors cascade → Estado de una afirmación
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-10/#r-adb33ff2faebb04d
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C50/

Phylons predictive factors cascade → Ventana de respuesta
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-13/#r-ab5d56ab1cf00d7f
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C72/

Phylons predictive factors cascade → Phylons y reconstrucción temporal
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-19/#r-ea60519b16a489ad
Other card: https://integralmanagement.ch/atlas-reader/conceptos/G28/

Phylons predictive factors cascade → Luxury Recommendation
hypothesis. The semantic-window lineage suggests testing contextual admissibility separately from similarity in product retrieval.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-36/#r-affa1bca7b6dd34f
Other card: https://integralmanagement.ch/atlas-reader/fichas/E1570/

Phylons predictive factors cascade → Annex 7 — Reference Architecture and Implementation
analogy only. Materialized context and epistemic handoff share a need for explicit validity conditions, although they represent different objects.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-36/#r-6b39801adde99a70
Other card: https://integralmanagement.ch/atlas-reader/fichas/T2807/

Source Provenance and Mathematical Priority — Structural Awareness Utility → Phylons predictive factors cascade
documented use. The source ledger explicitly separates 2018 operational heuristics from later mathematical claims, allowing Phylons to inform the research without retroactively inheriting its proofs.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-40/#r-9a1fc9d96d03f70b
Other card: https://integralmanagement.ch/atlas-reader/fichas/GH007/

Ecosystem Awareness III — Semantic Window and Good Enough Early Warning → Phylons predictive factors cascade
analogy only. The later semantic-window account reframes historical factor selection around the protected outcome and useful response horizon, rather than maximum retained history.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-41/#r-1fd55323a291a2cf
Other card: https://integralmanagement.ch/atlas-reader/fichas/GH051/

Phylons predictive factors cascade → Source Provenance and Mathematical Priority — Structural Awareness Utility
documented use. For the later mathematical reading, the provenance ledger separates the 2018 heuristics from subsequent sources, derivations and review corrections.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-41/#r-be4bc91618f474a5
Other card: https://integralmanagement.ch/atlas-reader/fichas/GH007/

Phylons Liquidity Orquestration → Phylons predictive factors cascade
editorial comparison. For a complementary reading, see [The predictive-factor and context substrate](https://jubap.net/phylons-predictive-factors-cascade/).
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-43/#r-bb2420a7e89140c7
Other card: https://integralmanagement.ch/atlas-reader/fichas/N1826/

Phylons predictive factors cascade → Regime-Aware Semantic Windows: Proposal for Mathematical Assessment and Empirical Validation
editorial comparison. For a complementary reading, see [Regime-aware semantic windows: the validation proposal](https://tegrity.ai/regime-aware-semantic-windows-mathematical-validation/).
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-43/#r-e76580075d454505
Other card: https://integralmanagement.ch/atlas-reader/fichas/T1513/

Phylons predictive factors cascade → Phylons relabeling cascades
editorial comparison. For a complementary reading, see [Revision-aware event semantics and relabeling](https://jubap.net/phylons-relabeling-cascades/).
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-44/#r-670734aaa91196da
Other card: https://integralmanagement.ch/atlas-reader/fichas/N1835/

JubAp.Net: An AI Development Center Built Through Operational Waves → Phylons predictive factors cascade
editorial comparison. For a complementary reading, see [The code-grounded Phylons context architecture](https://jubap.net/phylons-predictive-factors-cascade/).
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-44/#r-b87a8d41bcf83936
Other card: https://integralmanagement.ch/atlas-reader/fichas/N1328/

Regime Awareness: Capability Development Across Four Field Cases → Phylons predictive factors cascade
editorial comparison. For a complementary reading, see [The Phylons context-construction evidence](https://jubap.net/phylons-predictive-factors-cascade/).
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-45/#r-8cddc6dd72abdac4
Other card: https://integralmanagement.ch/atlas-reader/fichas/T1221/

Structural Awareness Programme → Phylons predictive factors cascade
referencia de la fuente. La fuente enlaza esta lectura en «Phylons» con el rótulo «Predictive Factors to Semantic Windows».
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-53/#r-9254d1c4f76d374e
Other card: https://integralmanagement.ch/atlas-reader/fichas/GH001/