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feat(lifecycle): customer population builder [LTV-Ph] #113

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Merged
shaypal5 merged 5 commits into from
Jun 11, 2026
Merged

feat(lifecycle): customer population builder [LTV-Ph] #113

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b888949
feat(lifecycle): customer population builder [LTV-Ph]
shaypal5 Jun 11, 2026
0ab0e29
docs(ltv): record LTV-Ph (#113) in roadmap + agent-plan [LTV-Ph]
shaypal5 Jun 11, 2026
67f22df
feat(lifecycle): fix population builder (self-review) [LTV-Ph]
shaypal5 Jun 11, 2026
262eb47
style: reformat test_module_layout.py (CI ruff format)
shaypal5 Jun 11, 2026
86548f1
fix(lifecycle): address copilot review comments on population builder…
shaypal5 Jun 11, 2026
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5 changes: 3 additions & 2 deletions .agent-plan.md
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Expand Up @@ -52,8 +52,9 @@ merged (#111); Pg.2 (split lead-scoring schema: entity rows/ALL_ROW_TYPES/
ALL_CONSTRAINTS/LEAD_SNAPSHOT_FEATURES/CONVERTED_WITHIN_90_DAYS moved to
`schemes/lead_scoring/`; shared primitives stay in `schema/`) opened as **#112**. All M2 moves byte-identical. Sibling `leadforge-datasets-private`
consumes bundle files, not internals — no lockstep update needed (heads-up
issue #8). Next: `LTV-Pg.2`, then `LTV-Pc` (pLTV feature/task specs, authored in
`schemes/lifecycle/`), then `LTV-M3` (lifecycle population).
issue #8). Next: `LTV-Pg.2` merged (#112). **LTV-M3** started: `LTV-Ph` (lifecycle customer
population builder) opened as **#113**. Next: `LTV-Pi` (lifecycle motif
families + mechanism policies).

---

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4 changes: 2 additions & 2 deletions docs/ltv/roadmap.md
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Expand Up @@ -43,7 +43,7 @@ protocol + registry, with the package physically reorganized into
| `LTV-M0` | Planning + design lock | `LTV-Pa` | #102, #103 (+ scheme reframe) |
| `LTV-M1` | Lifecycle schema foundation | `LTV-Pb`, `LTV-Pc` | #104 (Pb) |
| `LTV-M2` | Generation-scheme architecture + physical reorg | `LTV-Pd`, `LTV-Pe`, `LTV-Pf`, `LTV-Pg` | #107 (Pd), #108 (Pe), #109 (Pf.1), #110 (Pf.2), #111 (Pg.1), #112 (Pg.2) |
| `LTV-M3` | Customer population + lifecycle world | `LTV-Ph`, `LTV-Pi` | |
| `LTV-M3` | Customer population + lifecycle world | `LTV-Ph`, `LTV-Pi` | #113 (Ph) |
| `LTV-M4` | Lifecycle simulation engine | `LTV-Pj`, `LTV-Pk` | |
| `LTV-M5` | Customer snapshots + pLTV targets (both regimes) | `LTV-Pl`, `LTV-Pm` | |
| `LTV-M6` | Register LifecycleScheme + recipe + manifest/version | `LTV-Pn`, `LTV-Po` | |
Expand Down Expand Up @@ -157,7 +157,7 @@ Total: ~19 PRs across 9 milestones.

> Built directly under `schemes/lifecycle/`.

- [ ] **`LTV-Ph`** — `feat(lifecycle): customer population builder`. Customer
- [ ] **`LTV-Ph`** — `feat(lifecycle): customer population builder` (**PR #113**). Customer
entities, 5 new latent traits, **staggered start dates** ending at the
absolute `observation_date` (D4); seam for future chained generation (D3).
- Tests: determinism, latent distributions, staggered-start spread, FK
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