adaptive-pricing/workplans/ADAPTIVE-WP-0006-customer-tuning-solver-prototype.md

id, type, title, domain, repo, status, owner, topic_slug, created, updated, state_hub_workstream_id

id	type	title	domain	repo	status	owner	topic_slug	created	updated	state_hub_workstream_id
ADAPTIVE-WP-0006	workplan	Customer-tuning solver prototype	financials	adaptive-pricing	backlog	codex	helix-forge	2026-07-02	2026-07-02	4083f345-1bd3-462f-aa70-50f299729d7c

Customer-tuning solver prototype

Implement the first seller-safe customer-tuning flow described in INTENT.md.

Define Tuning Interface

id: ADAPTIVE-WP-0006-T01
status: todo
priority: high
state_hub_task_id: "ad2df753-ae93-4813-bd35-fb8ee78149cc"

Define which pricing parameters may be customer-tunable, how preferences are expressed, and which parts remain seller-controlled or calculated.

Implement Solver Core

id: ADAPTIVE-WP-0006-T02
status: todo
priority: high
state_hub_task_id: "9146f1dc-2e86-4617-8e3e-0b5e4799daa3"

Implement a solver that accepts selected tunable inputs and computes a valid configuration or rejection based on constraints and comparable-customer LTV requirements.

Explain Solver Outcomes

id: ADAPTIVE-WP-0006-T03
status: todo
priority: high
state_hub_task_id: "57d6066d-088b-413c-817b-9e374f60f83a"

Return structured explanations for accepted and rejected tuned configurations, including which constraints bound the result and which trade-offs were chosen.

Pilot Against Coulomb Hybrid Models

id: ADAPTIVE-WP-0006-T04
status: todo
priority: medium
state_hub_task_id: "86423454-71e4-4f8e-afe0-61ceb70314c2"

Use the Coulomb candidate hybrid models as the first pilot surface for solver behavior, without exposing customer-visible billing changes before validation is trusted.

Exit Criteria

id: ADAPTIVE-WP-0006-T05
status: todo
priority: medium
state_hub_task_id: "72f7d7b4-6ad2-4b63-b9de-acb7a7b81832"

Exit when the repo can produce and explain seller-safe tuned configurations for at least one hybrid pricing model family.

Dependencies: ADAPTIVE-WP-0004, ADAPTIVE-WP-0005.