[ { "id": "credential_blind_talent_loss", "display_name": "Credential-Blind Talent Loss", "description": "High cost/credential pressure hides non-traditional talent.", "variables": { "P_cost": 0.85, "P_credential": 0.9, "P_access": 0.75, "P_time": 0.7, "EOW_t": 0.25, "PublicProvenance_t": 0.2, "TC_t": 0.3, "ID_t": 0.35 } }, { "id": "ai_crutch_formation_debt", "display_name": "AI-Crutch Formation Debt", "description": "AI used as crutch creates passed-but-unformed states.", "variables": { "P_AI": 0.8, "P_AI_crutch": 0.85, "VerificationTraining_t": 0.25, "ScaffoldDiscipline_t": 0.3, "HumanMentorship_t": 0.35, "RF_t": 0.4, "FormationPreservingAI_t": 0.35 } }, { "id": "teacher_pressure_chamber", "display_name": "Teacher Pressure Chamber", "description": "High teacher overload turns classroom into compression field.", "variables": { "TIP_t": 0.85, "CCL_t": 0.8, "PEM_t": 0.75, "P_attention": 0.75, "P_AI": 0.65, "P_institution": 0.75, "TeacherTime_t": 0.25, "ParentLiteracy_t": 0.3, "IE_t": 0.35 } }, { "id": "parent_projection_college_survival", "display_name": "Parent Projection / College-as-Survival", "description": "Parent fear drives premature college pressure.", "variables": { "PEI_t": 0.85, "P_college_only": 0.9, "PCE_t": 0.8, "CFD_t": 0.75, "EducationHistoryVisibility_t": 0.3, "FutureFitDialogue_t": 0.35, "ChoicePlurality_t": 0.25, "CG_t": 0.4, "PR_t": 0.45, "FCA_t": 0.35 } }, { "id": "latent_genius_burial", "display_name": "Latent Genius Burial", "description": "High-potential cognition is misread as failure.", "variables": { "LG_t": 0.8, "P_labeling": 0.85, "P_credential": 0.75, "CTF_t": 0.7, "IF_t": 0.65, "CL_t": 0.3, "DE_t": 0.35, "DR_t": 0.3, "EOW_t": 0.4, "MentorBridge_t": 0.35, "TL_t": 0.3 } }, { "id": "hollow_metadata_context_collapse", "display_name": "Hollow Metadata / Context Collapse", "description": "Metadata remains while meaning collapses.", "variables": { "HD_t": 0.85, "CC_t": 0.85, "MH_t": 0.8, "P_context_collapse": 0.85, "AL_t": 0.75, "CDens_t": 0.25, "PI_t": 0.25, "BA_t": 0.25, "RMC_t": 0.2, "Auditability_t": 0.25 } }, { "id": "density_bound_reconstruction", "display_name": "Density-Bound Reconstruction", "description": "Context can be reconstructed from surviving density with bounded uncertainty.", "variables": { "SDS_t": 0.85, "RS_t": 0.8, "PA_t": 0.8, "BSig_t": 0.85, "RMC_t": 0.8, "Corr_t": 0.2, "AL_t": 0.25, "CDens_t": 0.8, "BA_t": 0.8, "BR_t": 0.75 } }, { "id": "context_lossless_transfer", "display_name": "Context-Lossless Transfer", "description": "Transfer preserves both bits and meaning-structure.", "variables": { "BI_t": 0.95, "CDens_t": 0.85, "PI_t": 0.85, "BA_t": 0.8, "RMC_t": 0.75, "RJC_t": 0.8, "CLoss_t": 0.1, "CC_t": 0.1, "Corr_t": 0.1, "AL_t": 0.15 } }, { "id": "ai_context_collapse_compute_waste", "display_name": "AI Context Collapse / Compute Waste", "description": "Compute and guardrail burden rise because context was stripped upstream.", "variables": { "P_context_collapse": 0.9, "GuardrailCompensation_t": 0.85, "ComputeOverhead_t": 0.8, "TrustErosion_t": 0.8, "Scale_t": 0.85, "Ambiguity_t": 0.8, "ComputeIntensity_t": 0.75, "PI_t": 0.25, "PurposeBoundUse_t": 0.2, "HumanMeaningAnchor_t": 0.2, "Auditability_t": 0.25, "ComputeStewardship_t": 0.25 } }, { "id": "diamond_framework_reconstruction", "display_name": "6.10 KB Diamond / Framework Reconstruction", "description": "Compact framework seed re-expands into recognizable HIR/OAM structure.", "variables": { "CDens_t": 0.95, "RS_t": 0.9, "BA_t": 0.9, "BSig_t": 0.95, "RMC_t": 0.85, "BR_t": 0.9, "RJC_t": 0.9, "CC_t": 0.1, "AL_t": 0.15, "Drift_t": 0.1, "SB_t": 0.9, "RepCap_t": 0.85 } } ]