generated from coulomb/repo-seed
82 lines
2.0 KiB
Markdown
82 lines
2.0 KiB
Markdown
---
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id: ADAPTIVE-WP-0008
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type: workplan
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title: "Governance and recommendation workflows"
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domain: financials
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repo: adaptive-pricing
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status: finished
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owner: codex
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topic_slug: helix-forge
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created: "2026-07-02"
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updated: "2026-07-03"
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state_hub_workstream_id: "d83543cc-f93f-47cc-9650-f985463f6f43"
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---
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# Governance and recommendation workflows
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Operationalize adaptive pricing with approval policies, recommendation
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interfaces, experiment guardrails, and auditable lifecycle workflows.
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## Define Governance Policy Model
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```task
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id: ADAPTIVE-WP-0008-T01
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status: done
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priority: high
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state_hub_task_id: "66f36062-b16b-426b-b216-e5263d532b2a"
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```
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Define publish, change, rollback, grandfathering, approval, and exposure-limit
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policies for adaptive pricing operations.
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## Implement Seller Recommendation Workflow
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```task
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id: ADAPTIVE-WP-0008-T02
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status: done
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priority: high
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state_hub_task_id: "1b402c31-1afd-4b71-a8a9-23dadbaae6ac"
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```
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Evolve the current rules-based recommendation layer into a workflow that can
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cite assumptions, constraints, simulations, and approval requirements.
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## Define Customer-Facing Safe-Tuning Contract
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```task
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id: ADAPTIVE-WP-0008-T03
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status: done
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priority: medium
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state_hub_task_id: "3f4a8e6e-4333-48d8-9af7-fae53fe85c7b"
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```
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Define the API and UX contract for customer-visible tuning so buyers can
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understand price trade-offs without exposing unsafe or opaque pricing behavior.
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## Add Experiment And Health-Check Surfaces
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```task
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id: ADAPTIVE-WP-0008-T04
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status: done
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priority: medium
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state_hub_task_id: "e1fd3a11-eb6c-4747-ae32-7d18fa6c9446"
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```
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Add pricing health checks, experiment guardrails, version history, and audit
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surfaces needed for ongoing operations after solver and provider publication
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exist.
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## Exit Criteria
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```task
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id: ADAPTIVE-WP-0008-T05
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status: done
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priority: medium
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state_hub_task_id: "75778f37-e77a-4a70-865a-52042729fe42"
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```
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Exit when adaptive pricing changes are explainable, policy-governed, auditable,
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and operable by both humans and agents.
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Dependencies: `ADAPTIVE-WP-0006`, `ADAPTIVE-WP-0007`.
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