{ "schema": "semiagora.bonding-integration-metric-contract.v1", "version": "2026-08-30-bonding-integration-v1", "experimentId": "SA-PKG-BOND-037", "stateContractVersion": "2026-08-30-bonding-integration-v1", "executionMode": "deterministic-original-dimensionless-teaching-model", "coefficientOrigin": "Original SemiAgora dimensionless teaching choices; not source-derived, fitted, calibrated, physical, optimal, transferable, or recommended.", "sourceNumericUse": "none", "roundDigits": 9, "numericClosureTolerance": 0, "sweep": { "rowCount": 6912, "physicalRows": 3456, "evidencePairs": 3456, "orderedBondStateCount": 8, "orderedBondStateIsTime": false }, "axisCoefficients": { "bonding_family": { "fusion-bond-like": { "bondingFamilyContextAffinity": 0.64, "interfaceDamageTolerance": 0.6, "voidSeparationAffinity": 0.64, "warpageControlTolerance": 0.62, "electricalReliabilityControl": 0.64, "evidenceFlow": 0.64 }, "hybrid-bond-like": { "bondingFamilyContextAffinity": 0.58, "interfaceDamageTolerance": 0.54, "voidSeparationAffinity": 0.56, "warpageControlTolerance": 0.6, "electricalReliabilityControl": 0.62, "evidenceFlow": 0.58 }, "thermo-compression-bond-like": { "bondingFamilyContextAffinity": 0.52, "interfaceDamageTolerance": 0.48, "voidSeparationAffinity": 0.5, "warpageControlTolerance": 0.5, "electricalReliabilityControl": 0.54, "evidenceFlow": 0.52 }, "temporary-bond-like": { "bondingFamilyContextAffinity": 0.5, "interfaceDamageTolerance": 0.44, "voidSeparationAffinity": 0.48, "warpageControlTolerance": 0.46, "electricalReliabilityControl": 0.5, "evidenceFlow": 0.5 } }, "alignment_state": { "alignment-constrained-like": { "alignmentEvidenceRepresentativeness": 0.38, "alignmentSurfaceSensitivity": 0.44, "bondMapCorrelation": 0.42, "bondingContextCompatibility": 0.52, "modelLimitBurden": 0.56, "evidenceFlow": 0.46 }, "alignment-uncertainty-exposed-like": { "alignmentEvidenceRepresentativeness": 0.54, "alignmentSurfaceSensitivity": 0.56, "bondMapCorrelation": 0.52, "bondingContextCompatibility": 0.58, "modelLimitBurden": 0.48, "evidenceFlow": 0.54 }, "alignment-supported-like": { "alignmentEvidenceRepresentativeness": 0.72, "alignmentSurfaceSensitivity": 0.68, "bondMapCorrelation": 0.7, "bondingContextCompatibility": 0.7, "modelLimitBurden": 0.34, "evidenceFlow": 0.68 } }, "surface_interface_state": { "surface-contamination-constrained-like": { "surfaceInterfaceMargin": 0.28, "forceTemperatureBalanceMargin": 0.48, "interfaceDamageBurden": 0.72 }, "interface-planarity-constrained-like": { "surfaceInterfaceMargin": 0.48, "forceTemperatureBalanceMargin": 0.3, "interfaceDamageBurden": 0.68 }, "surface-interface-supported-like": { "surfaceInterfaceMargin": 0.76, "forceTemperatureBalanceMargin": 0.74, "interfaceDamageBurden": 0.24 } }, "force_temperature_state": { "force-temperature-constrained-like": { "forceTemperatureBalance": 0.34, "thermalMechanicalSeparationMargin": 0.42, "voidSeparationMargin": 0.38, "metrologyNuisanceBurden": 0.72 }, "thermal-mechanical-window-exposed-like": { "forceTemperatureBalance": 0.46, "thermalMechanicalSeparationMargin": 0.3, "voidSeparationMargin": 0.44, "metrologyNuisanceBurden": 0.68 }, "force-temperature-supported-like": { "forceTemperatureBalance": 0.76, "thermalMechanicalSeparationMargin": 0.74, "voidSeparationMargin": 0.72, "metrologyNuisanceBurden": 0.24 } }, "void_warpage_state": { "void-warpage-constrained-like": { "voidWarpageMargin": 0.36, "voidWarpageTraceabilityMargin": 0.38, "warpageResidualBurden": 0.66 }, "void-warpage-supported-like": { "voidWarpageMargin": 0.76, "voidWarpageTraceabilityMargin": 0.74, "warpageResidualBurden": 0.24 } }, "electrical_reliability_state": { "electrical-reliability-supported-like": { "electricalReliabilityEvidenceMargin": 0.76, "reliabilityAmbiguityBurden": 0.22, "reliabilityHandoffMargin": 0.72 }, "electrical-reliability-constrained-like": { "electricalReliabilityEvidenceMargin": 0.34, "reliabilityAmbiguityBurden": 0.7, "reliabilityHandoffMargin": 0.38 } } }, "proxyEquations": { "ordered_bond_state_norm": "round9(stateIndex / 7)", "bonding_family_context_readiness_proxy": "round9(clamp01(0.10 + 0.46*surfaceInterface.surfaceInterfaceMargin + 0.18*family.bondingFamilyContextAffinity + 0.14*alignment.alignmentEvidenceRepresentativeness + 0.12*(1 - abs(stateNorm - 0.22))))", "alignment_readiness_proxy": "round9(clamp01(0.10 + 0.30*surfaceInterface.forceTemperatureBalanceMargin + 0.22*p.bonding_family_context_readiness_proxy + 0.16*alignment.alignmentEvidenceRepresentativeness + 0.12*forceTemperature.forceTemperatureBalance + 0.10*(1 - surfaceInterface.interfaceDamageBurden)))", "surface_interface_readiness_proxy": "round9(clamp01(0.08 + 0.30*forceTemperature.forceTemperatureBalance + 0.22*forceTemperature.thermalMechanicalSeparationMargin + 0.16*family.interfaceDamageTolerance + 0.14*alignment.alignmentSurfaceSensitivity + 0.10*(1 - abs(stateNorm - 0.45))))", "force_temperature_readiness_proxy": "round9(clamp01(0.08 + 0.24*p.alignment_readiness_proxy + 0.22*p.surface_interface_readiness_proxy + 0.18*family.voidSeparationAffinity + 0.12*stateNorm + 0.10*voidWarpage.voidWarpageMargin + 0.06*(1 - electricalReliability.reliabilityAmbiguityBurden)))", "void_warpage_readiness_proxy": "round9(clamp01(0.10 + 0.28*alignment.bondMapCorrelation + 0.20*electricalReliability.electricalReliabilityEvidenceMargin + 0.18*voidWarpage.voidWarpageTraceabilityMargin + 0.14*family.warpageControlTolerance + 0.10*(1 - voidWarpage.warpageResidualBurden*stateNorm)))", "electrical_reliability_readiness_proxy": "round9(clamp01(0.10 + 0.30*voidWarpage.voidWarpageMargin + 0.20*family.warpageControlTolerance + 0.16*alignment.bondingContextCompatibility + 0.14*electricalReliability.reliabilityHandoffMargin + 0.10*(1 - stateNorm*voidWarpage.warpageResidualBurden)))", "bonding_process_traceability_readiness_proxy": "round9(clamp01(0.08 + 0.24*p.force_temperature_readiness_proxy + 0.20*p.alignment_readiness_proxy + 0.18*p.electrical_reliability_readiness_proxy + 0.14*stateNorm + 0.10*p.void_warpage_readiness_proxy + 0.06*family.voidSeparationAffinity))", "alignment_error_burden_proxy": "round9(clamp01(0.06 + 0.24*(1 - forceTemperature.voidSeparationMargin) + 0.18*(1 - p.force_temperature_readiness_proxy) + 0.16*electricalReliability.reliabilityAmbiguityBurden + 0.14*stateNorm + 0.12*(1 - p.void_warpage_readiness_proxy) + 0.10*surfaceInterface.interfaceDamageBurden))", "interface_damage_burden_proxy": "round9(clamp01(0.05 + 0.30*p.alignment_error_burden_proxy*(0.45 + 0.55*stateNorm) + 0.20*(1 - p.bonding_process_traceability_readiness_proxy) + 0.16*(1 - p.electrical_reliability_readiness_proxy) + 0.12*electricalReliability.reliabilityAmbiguityBurden + 0.10*surfaceInterface.interfaceDamageBurden))", "void_escape_burden_proxy": "round9(clamp01(0.06 + 0.26*p.interface_damage_burden_proxy + 0.22*(1 - p.bonding_family_context_readiness_proxy) + 0.18*(1 - p.alignment_readiness_proxy) + 0.14*(1 - p.force_temperature_readiness_proxy) + 0.12*forceTemperature.metrologyNuisanceBurden + 0.08*voidWarpage.warpageResidualBurden))", "bond_map_localization_readiness_proxy": "round9(clamp01(0.10 + 0.24*p.void_warpage_readiness_proxy + 0.20*alignment.alignmentSurfaceSensitivity + 0.18*family.electricalReliabilityControl + 0.14*electricalReliability.reliabilityHandoffMargin + 0.08*(1 - p.alignment_error_burden_proxy) + 0.06*(1 - stateNorm)))", "interface_traceability_readiness_proxy": "round9(clamp01(0.10 + 0.24*p.bonding_process_traceability_readiness_proxy + 0.20*p.void_warpage_readiness_proxy + 0.18*p.electrical_reliability_readiness_proxy + 0.14*p.force_temperature_readiness_proxy + 0.08*(1 - p.void_escape_burden_proxy) + 0.06*p.bond_map_localization_readiness_proxy))", "force_temperature_evidence_readiness_proxy": "round9(clamp01(0.10 + 0.24*p.void_warpage_readiness_proxy + 0.20*p.bond_map_localization_readiness_proxy + 0.18*p.electrical_reliability_readiness_proxy + 0.14*electricalReliability.reliabilityHandoffMargin + 0.08*(1 - p.alignment_error_burden_proxy) + 0.06*family.evidenceFlow))", "warpage_residual_burden_proxy": "round9(clamp01(0.06 + 0.30*p.void_escape_burden_proxy + 0.20*p.interface_damage_burden_proxy + 0.16*surfaceInterface.interfaceDamageBurden + 0.14*forceTemperature.metrologyNuisanceBurden + 0.10*(1 - p.interface_traceability_readiness_proxy) + 0.10*voidWarpage.warpageResidualBurden))", "bond_map_false_association_burden_proxy": "round9(clamp01(0.06 + 0.24*abs(stateNorm - 0.55) + 0.20*voidWarpage.warpageResidualBurden + 0.18*forceTemperature.metrologyNuisanceBurden + 0.14*electricalReliability.reliabilityAmbiguityBurden + 0.10*(1 - alignment.alignmentSurfaceSensitivity) + 0.08*surfaceInterface.interfaceDamageBurden))", "model_limit_burden_proxy": "round9(clamp01(0.08 + 0.28*alignment.modelLimitBurden + 0.20*voidWarpage.warpageResidualBurden + 0.16*stateNorm + 0.12*forceTemperature.metrologyNuisanceBurden + 0.10*electricalReliability.reliabilityAmbiguityBurden + 0.06*(1 - family.evidenceFlow)))", "bonding_review_readiness_proxy": "round9(clamp01(0.10 + 0.18*p.interface_traceability_readiness_proxy + 0.16*p.force_temperature_evidence_readiness_proxy + 0.16*(1 - p.void_escape_burden_proxy) + 0.14*p.bond_map_localization_readiness_proxy + 0.12*p.void_warpage_readiness_proxy + 0.08*stateNorm + 0.06*alignment.evidenceFlow))", "metrology_evidence_readiness_proxy": "round9(clamp01(0.08 + 0.22*p.bond_map_localization_readiness_proxy + 0.20*p.force_temperature_evidence_readiness_proxy + 0.18*p.interface_traceability_readiness_proxy + 0.14*(1 - p.warpage_residual_burden_proxy) + 0.10*p.bonding_review_readiness_proxy + 0.08*family.electricalReliabilityControl))", "downstream_handoff_readiness_proxy": "round9(clamp01(0.08 + 0.18*p.bonding_process_traceability_readiness_proxy + 0.16*p.force_temperature_readiness_proxy + 0.15*p.void_warpage_readiness_proxy + 0.14*p.interface_traceability_readiness_proxy + 0.12*p.force_temperature_evidence_readiness_proxy + 0.10*p.metrology_evidence_readiness_proxy + 0.07*(1 - p.warpage_residual_burden_proxy)))" }, "integerLedgerEquations": { "alignment_surface_total_tokens": "72 + 3*bondingFamilyIndex + 2*alignmentIndex + voidWarpageIndex + electricalReliabilityIndex + stateIndex", "alignment_support_tokens": "14 + 3*surfaceInterfaceIndex + 2*electricalReliabilityIndex + (stateIndex % 2)", "surface_interface_support_tokens": "12 + 3*forceTemperatureIndex + 2*(1 - voidWarpageIndex) + (stateIndex % 3)", "unresolved_alignment_surface_tokens": "alignment_surface_total_tokens - alignment_support_tokens - surface_interface_support_tokens", "alignment_surface_ledger_residual": "alignment_surface_total_tokens - alignment_support_tokens - surface_interface_support_tokens - unresolved_alignment_surface_tokens", "force_temperature_total_tokens": "82 + 2*bondingFamilyIndex + 2*alignmentIndex + surfaceInterfaceIndex + forceTemperatureIndex + stateIndex", "force_temperature_support_tokens": "18 + 4*forceTemperatureIndex + 2*alignmentIndex + ((7 - stateIndex) % 3)", "interface_state_review_tokens": "10 + 5*surfaceInterfaceIndex + electricalReliabilityIndex + floor(stateIndex/2)", "unresolved_force_temperature_tokens": "force_temperature_total_tokens - force_temperature_support_tokens - interface_state_review_tokens", "force_temperature_ledger_residual": "force_temperature_total_tokens - force_temperature_support_tokens - interface_state_review_tokens - unresolved_force_temperature_tokens", "bonding_quality_handoff_total_tokens": "96 + 3*bondingFamilyIndex + 2*forceTemperatureIndex + alignmentIndex + voidWarpageIndex + stateIndex", "void_warpage_review_tokens": "24 + 5*surfaceInterfaceIndex + alignmentIndex + (stateIndex % 2)", "metrology_evidence_review_tokens": "18 + 4*forceTemperatureIndex + 2*voidWarpageIndex + floor(stateIndex/3)", "electrical_reliability_review_tokens": "14 + 4*voidWarpageIndex + (2 - surfaceInterfaceIndex) + alignmentIndex", "unresolved_bonding_quality_handoff_tokens": "bonding_quality_handoff_total_tokens - void_warpage_review_tokens - metrology_evidence_review_tokens - electrical_reliability_review_tokens", "bonding_quality_handoff_ledger_residual": "bonding_quality_handoff_total_tokens - void_warpage_review_tokens - metrology_evidence_review_tokens - electrical_reliability_review_tokens - unresolved_bonding_quality_handoff_tokens" }, "decisionThresholds": { "bondingFamilyContextLimited": 0.48, "alignmentLimited": 0.52, "surfaceInterfaceLimited": 0.52, "forceTemperatureLimited": 0.54, "voidWarpageLimited": 0.54, "electricalReliabilityEvidenceLimited": 0.58, "voidEscapeBurdenHigh": 0.58, "interfaceTraceabilityLimited": 0.6, "forceTemperatureEvidenceLimited": 0.6, "bondingReviewLimited": 0.6, "modelLimitHigh": 0.6 }, "bandRules": { "commonReadiness": { "limitedBelow": 0.54, "boundedAtOrAbove": 0.68 }, "burden": { "lowerAtOrBelow": 0.4, "higherAbove": 0.58 }, "priority": { "highAbove": 0.58, "lowerAtOrBelow": 0.4 }, "note": "All thresholds are original dimensionless categorical label rules, not physical dimensions, alignment tolerances, surface specifications, force-temperature settings, void limits, resistance limits, reliability criteria, sampling plans, acceptance criteria, equipment controls, qualifications, or production limits.", "electricalReliabilityGate": { "bondingTraceabilityBelow": 0.6, "voidEscapeBurdenAbove": 0.52, "interfaceTraceabilityBelow": 0.63, "forceTemperatureEvidenceBelow": 0.61, "metrologyEvidenceBelow": 0.64, "bondingReviewBelow": 0.66 }, "downstreamThinningSupportReadiness": { "limitedBelow": 0.64, "boundedAtOrAbove": 0.68 }, "upstreamSubstrateWaferingReadiness": { "limitedBelow": 0.58, "boundedAtOrAbove": 0.68 }, "upstreamCmpReadiness": { "limitedBelow": 0.6, "boundedAtOrAbove": 0.68 }, "upstreamCleanSurfaceReadiness": { "limitedBelow": 0.6, "boundedAtOrAbove": 0.68 }, "upstreamInspectionMetrologyReadiness": { "limitedBelow": 0.6, "boundedAtOrAbove": 0.68 }, "upstreamClusterToolReadiness": { "limitedBelow": 0.6, "boundedAtOrAbove": 0.68 }, "downstreamModelLimitPriority": { "voidEscapeBurdenAbove": 0.58, "alignmentBurdenAbove": 0.52, "bondingFamilyContextReadinessBelow": 0.48, "alignmentReadinessBelow": 0.54, "surfaceInterfaceReadinessBelow": 0.54, "forceTemperatureReadinessBelow": 0.58, "interfaceTraceabilityBelow": 0.66, "metrologyEvidenceBelow": 0.64, "modelLimitAbove": 0.58, "falseAssociationAbove": 0.44 }, "surfaceInterfaceEngineerModelLimit": { "reviewAbove": 0.58 }, "downstreamWarpagePriority": { "highAbove": 0.58, "lowerAtOrBelow": 0.4 }, "evidenceTraceabilityGate": { "planRequiredBelow": 0.66 } }, "boundary": "All equations produce original normalized teaching proxies or exact integer bookkeeping tokens. They are not bonding specifications, alignment models, recipes, process settings, physical void or warpage predictions, interface-resistance results, bond-strength results, reliability results, sampling plans, acceptance limits, qualifications, equipment actions, or production decisions.", "roleGatePrecedence": { "bondingIntegrationEngineer": [ "bond-family applicability and integration-context review", "alignment, surface/interface, void/warpage, and evidence review", "owned bonding-integration replacement evidence" ], "surfaceInterfaceEngineer": [ "surface preparation, activation, planarity, contamination, and interface review", "model-limit and safe-escalation review", "bounded evidence comparison" ], "bondingEquipmentEngineer": [ "alignment, force-temperature, ambient, carrier, bond, and debond review", "equipment-state and recipe-ownership separation", "owned equipment-process replacement evidence" ], "packagingReliabilityEngineer": [ "void, warpage, resistance, strength, thermal, and reliability evidence", "substrate, CMP, clean-surface, inspection, and equipment bridge evidence", "bounded quality-flow review" ] }, "serialization": { "numericFormat": "finite decimal rounded to 9 places; no exponent notation", "integerLedgers": "base-10 integers with exact zero residuals", "categoricalLabels": "closed enumerations only", "csvJsonIdentity": "Every CSV cell must equal the canonical JSON value under string conversion." }, "validationGates": [ "full Cartesian row count and order", "physical identity across evidence pairs", "all 20 normalized proxy equations independently recomputed", "all eight bonding-integration regimes represented", "all role, bridge, priority, and evidence labels represented", "three integer ledgers close exactly", "all 112 prohibited fields remain numeric zero", "CSV and JSON agree cell-for-cell", "two isolated unchanged-input generator reruns are byte-identical", "source-body, physical-unit, alignment-setting, surface-setting, force-temperature-setting, acceptance-action, equipment-action, disposition-action, and live-run boundaries pass" ], "reachabilityAmendments": [], "status": "locked-for-generation", "bondingIntegrationRegimePrecedence": [ "bonding-family-context-limited when bonding-family-context readiness < 0.48", "alignment-limited when alignment readiness < 0.52", "surface-interface-limited when surface-interface readiness < 0.52", "force-temperature-limited when force-temperature readiness < 0.54", "void-warpage-limited when void-warpage readiness < 0.54", "electrical-reliability-evidence-limited when electrical-reliability readiness < 0.58 or void-escape burden > 0.58", "traceability-model-limit-limited when interface traceability < 0.60 or force-temperature-evidence readiness < 0.60 or bonding-review readiness < 0.60 or model-limit burden > 0.60", "bounded-bonding-integration-review otherwise" ] }