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docs(ltv): plan the b2b_saas_ltv_v1 LTV dataset workstream [LTV-Pa]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

type: docsDocumentation or narrative changesDocumentation or narrative changes

Status: Merged (completed).

leadforge-dev/leadforgenumber 102

#102 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 10, 2026

docs(ltv): reframe target to pLTV regression (ZILN) [LTV-Pa]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

type: docsDocumentation or narrative changesDocumentation or narrative changes

Status: Merged (completed).

leadforge-dev/leadforgenumber 103

#103 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 10, 2026

feat(schema): lifecycle entity rows for b2b_saas_ltv_v1 [LTV-Pb]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: schemaschema/ entity/event contractsschema/ entity/event contracts

status: needs reviewReady for reviewReady for review

type: featureNew capabilityNew capability

Status: Merged (completed).

leadforge-dev/leadforgenumber 104

#104 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 10, 2026

docs(ltv): rework plan around peer generation schemes [LTV-M2]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

type: docsDocumentation or narrative changesDocumentation or narrative changes

Status: Closed (abandoned).

leadforge-dev/leadforgenumber 105

#105 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 10, 2026

docs(ltv): rework plan around peer generation schemes [LTV-M2]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

type: docsDocumentation or narrative changesDocumentation or narrative changes

Status: Merged (completed).

leadforge-dev/leadforgenumber 106

#106 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 10, 2026

refactor(api): GenerationScheme protocol + registry [LTV-Pd]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: apiapi/ public Python surfaceapi/ public Python surface

layer: corecore/ primitives (RNG, IDs, models, exceptions)core/ primitives (RNG, IDs, models, exceptions)

status: needs reviewReady for reviewReady for review

type: refactorCode change with no behavior differenceCode change with no behavior difference

Status: Merged (completed).

leadforge-dev/leadforgenumber 107

#107 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 10, 2026

refactor(render): scheme owns bundle rendering [LTV-Pe]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: apiapi/ public Python surfaceapi/ public Python surface

layer: renderrender/ bundle and artifact outputrender/ bundle and artifact output

status: needs reviewReady for reviewReady for review

type: refactorCode change with no behavior differenceCode change with no behavior difference

Status: Merged (completed).

leadforge-dev/leadforgenumber 108

#108 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 10, 2026

refactor: move lead-scoring compute core under schemes/lead_scoring/ [LTV-Pf.1]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: mechanismsmechanisms/ generators and transitionsmechanisms/ generators and transitions

layer: simulationsimulation/ discrete-time enginesimulation/ discrete-time engine

layer: structurestructure/ motifs, graph, rewiringstructure/ motifs, graph, rewiring

status: needs reviewReady for reviewReady for review

type: refactorCode change with no behavior differenceCode change with no behavior difference

Status: Merged (completed).

leadforge-dev/leadforgenumber 109

#109 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 10, 2026

refactor: move lead-scoring render under schemes/lead_scoring/render/ [LTV-Pf.2]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: renderrender/ bundle and artifact outputrender/ bundle and artifact output

status: needs reviewReady for reviewReady for review

type: refactorCode change with no behavior differenceCode change with no behavior difference

Status: Merged (completed).

leadforge-dev/leadforgenumber 110

#110 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 10, 2026

refactor(schema): scaffold schemes/lifecycle/ + register stub LifecycleScheme [LTV-Pg.1]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: schemaschema/ entity/event contractsschema/ entity/event contracts

status: needs reviewReady for reviewReady for review

type: refactorCode change with no behavior differenceCode change with no behavior difference

Status: Merged (completed).

leadforge-dev/leadforgenumber 111

#111 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 10, 2026

refactor(schema): split lead-scoring schema into schemes/lead_scoring/ [LTV-Pg.2]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: schemaschema/ entity/event contractsschema/ entity/event contracts

status: needs reviewReady for reviewReady for review

type: refactorCode change with no behavior differenceCode change with no behavior difference

Status: Merged (completed).

leadforge-dev/leadforgenumber 112

#112 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 11, 2026

feat(lifecycle): customer population builder [LTV-Ph]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: simulationsimulation/ discrete-time enginesimulation/ discrete-time engine

status: needs reviewReady for reviewReady for review

type: featureNew capabilityNew capability

Status: Merged (completed).

leadforge-dev/leadforgenumber 113

#113 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 11, 2026

feat(lifecycle): motif families + mechanism policies [LTV-Pi]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: mechanismsmechanisms/ generators and transitionsmechanisms/ generators and transitions

status: needs reviewReady for reviewReady for review

type: featureNew capabilityNew capability

Status: Merged (completed).

leadforge-dev/leadforgenumber 116

#116 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 12, 2026

feat(lifecycle): churn / expansion / payment hazard functions [LTV-Pj]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: mechanismsmechanisms/ generators and transitionsmechanisms/ generators and transitions

status: needs reviewReady for reviewReady for review

type: featureNew capabilityNew capability

Status: Merged (completed).

leadforge-dev/leadforgenumber 117

#117 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 12, 2026

feat(lifecycle): weekly simulation engine [LTV-Pk]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: simulationsimulation/ discrete-time enginesimulation/ discrete-time engine

status: needs reviewReady for reviewReady for review

type: featureNew capabilityNew capability

Status: Merged (completed).

leadforge-dev/leadforgenumber 118

#118 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 12, 2026

feat(lifecycle): calendar-anchored customer snapshot [LTV-Pl]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: renderrender/ bundle and artifact outputrender/ bundle and artifact output

layer: schemaschema/ entity/event contractsschema/ entity/event contracts

status: needs reviewReady for reviewReady for review

type: featureNew capabilityNew capability

Status: Merged (completed).

leadforge-dev/leadforgenumber 119

#119 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 12, 2026

feat(lifecycle): early-pLTV (tenure-anchored) snapshot [LTV-Pm]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: renderrender/ bundle and artifact outputrender/ bundle and artifact output

status: needs reviewReady for reviewReady for review

type: featureNew capabilityNew capability

Status: Merged (completed).

leadforge-dev/leadforgenumber 120

#120 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 12, 2026

refactor(render): scheme-agnostic build_manifest + schema v6 [LTV-Pn.1]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: renderrender/ bundle and artifact outputrender/ bundle and artifact output

type: refactorCode change with no behavior differenceCode change with no behavior difference

Status: Merged (completed).

leadforge-dev/leadforgenumber 121

#121 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 12, 2026

refactor: scheme-agnostic WorldBundle + exposure metadata hook [LTV-Pn.2]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: apiapi/ public Python surfaceapi/ public Python surface

layer: corecore/ primitives (RNG, IDs, models, exceptions)core/ primitives (RNG, IDs, models, exceptions)

layer: renderrender/ bundle and artifact outputrender/ bundle and artifact output

type: refactorCode change with no behavior differenceCode change with no behavior difference

Status: Merged (completed).

leadforge-dev/leadforgenumber 122

#122 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 13, 2026

feat: lifecycle config + regression task model [LTV-Pn.3]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: apiapi/ public Python surfaceapi/ public Python surface

layer: renderrender/ bundle and artifact outputrender/ bundle and artifact output

layer: schemaschema/ entity/event contractsschema/ entity/event contracts

type: featureNew capabilityNew capability

Status: Merged (completed).

leadforge-dev/leadforgenumber 124

#124 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 14, 2026

feat(lifecycle): build_world + relational tables [LTV-Pn.4a]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: apiapi/ public Python surfaceapi/ public Python surface

layer: renderrender/ bundle and artifact outputrender/ bundle and artifact output

type: featureNew capabilityNew capability

Status: Merged (completed).

leadforge-dev/leadforgenumber 125

#125 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 14, 2026

feat(lifecycle): instructor write_bundle + tasks [LTV-Pn.4b]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: apiapi/ public Python surfaceapi/ public Python surface

layer: renderrender/ bundle and artifact outputrender/ bundle and artifact output

type: featureNew capabilityNew capability

Status: Merged (completed).

leadforge-dev/leadforgenumber 126

#126 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 14, 2026

feat(lifecycle): student_public snapshot-safety [LTV-Pn.4c]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: exposureexposure/ truth-mode filteringexposure/ truth-mode filtering

layer: renderrender/ bundle and artifact outputrender/ bundle and artifact output

type: featureNew capabilityNew capability

Status: Merged (completed).

leadforge-dev/leadforgenumber 127

#127 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 15, 2026

refactor: shared bundle-writing orchestrator [LTV-Pn.4d]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: apiapi/ public Python surfaceapi/ public Python surface

layer: renderrender/ bundle and artifact outputrender/ bundle and artifact output

type: refactorCode change with no behavior differenceCode change with no behavior difference

Status: Merged (completed).

leadforge-dev/leadforgenumber 128

#128 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 16, 2026

feat(lifecycle): consume narrative firmographics [LTV-Po.1]

dataset: leadforge-ltv-v1Issue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstreamIssue/PR scoped to the b2b_saas_ltv_v1 LTV dataset workstream

layer: narrativenarrative/ vertical story layernarrative/ vertical story layer

type: featureNew capabilityNew capability

Status: Merged (completed).

leadforge-dev/leadforgenumber 130

#130 In leadforge-dev/leadforge;

· by shaypal5 was closed on Jun 18, 2026