# Future DDS Stage B and C — technical readiness, NOT a verified result

Contenido de la fuente: Current evidence gates · Architecture claim that still needs a test · Strong paired comparison to design after admission.

Card: https://integralmanagement.ch/atlas-reader/fichas/sac-c131fbf55dc2f4/
Source publication: https://github.com/dakleyer/structural-awareness-contributions/blob/06af7115ef20bad460e7c3bef272b930deccaf41/research/ecosystem-awareness/baseline/reductions/00G-R01/extensions/hugging-face/review-2026-10-11/STAGE_B_READINESS.md

RELATIONSHIPS
BOT-APPROX — registro único de revisiones parciales y atribución → Future DDS Stage B and C — technical readiness, NOT a verified result
referencia de la fuente. La fuente enlaza esta lectura en «BOT-APPROX — registro único de revisiones parciales y atribución» con el rótulo «Arquitectura candidata».
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-137/#r-1d06435a503d9824
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Ecosystem Awareness in the Hugging Face family — current evidential verdict → Future DDS Stage B and C — technical readiness, NOT a verified result
referencia de la fuente. La fuente enlaza esta lectura en «Research quality / readiness appraisal (no artificial grade)» con el rótulo «future experiment design».
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-137/#r-2b2902dae8110b96
Other card: https://integralmanagement.ch/atlas-reader/fichas/sac-5e18875e7b0b00/

Hugging Face / Ecosystem Awareness / DDS — Public Review Hub → Future DDS Stage B and C — technical readiness, NOT a verified result
referencia de la fuente. La fuente enlaza esta lectura en «Four distinct reading / review routes» con el rótulo «Architecture readiness / proposed experiment».
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-139/#r-6558d34e0a778e6a
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Future DDS Stage B and C — technical readiness, NOT a verified result → Annex — Pre-Stage-B Architecture Plausibility: A/B/C/D Waves, Regime Change and Repositioning in the 2026 Hugging Face Incident v0.1
referencia de la fuente. La fuente enlaza esta lectura en «Current evidence gates» con el rótulo «Architecture plausibility annex».
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-139/#r-8fdb7da58aa892c5
Other card: https://integralmanagement.ch/atlas-reader/fichas/sac-e9c6b8795dba34/

Future DDS Stage B and C — technical readiness, NOT a verified result → Hugging Face / EA / DDS — evidence matrix and reproducibility map
referencia de la fuente. La fuente enlaza esta lectura en «Next external review question» con el rótulo «Existing negative/positive results».
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-139/#r-9bea9e6fc8f75040
Other card: https://integralmanagement.ch/atlas-reader/fichas/sac-1985fdeb3b13cd/

Future DDS Stage B and C — technical readiness, NOT a verified result → Post-blind audit assignment — reproduce the favourable AND adverse results
referencia de la fuente. La fuente enlaza esta lectura en «Next external review question» con el rótulo «post-blind independent audit task».
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-139/#r-8ca4a799ea799d04
Other card: https://integralmanagement.ch/atlas-reader/fichas/sac-e62ad4708a846f/

Future DDS Stage B and C — technical readiness, NOT a verified result → Audit provenance, bot identity and public scientific work journal
referencia de la fuente. La fuente enlaza esta lectura en «Next external review question» con el rótulo «attribution register».
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-139/#r-22c2a817e010a0c2
Other card: https://integralmanagement.ch/atlas-reader/fichas/sac-e78b39eb56693a/

Future DDS Stage B and C — technical readiness, NOT a verified result → Deployment Differential Study (DDS) — Canonical Method Index v0.1
referencia de la fuente. La fuente enlaza esta lectura en «Next external review question» con el rótulo «DDS method».
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-139/#r-db46df8a825c9323
Other card: https://integralmanagement.ch/atlas-reader/fichas/sac-81dd6d86597814/