II.
LibraryProcess JSON
Structured · livelib-process:shared--composition-smart-product-recommendations
methodologies/composition-smart-product-recommendations json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "lib-process:shared--composition-smart-product-recommendations",
"_kind": "LibraryProcess",
"_file": "generated-library/processes.yaml",
"_cluster": "generated-library",
"attributes": {
"displayName": "methodologies/composition-smart-product-recommendations",
"description": "Smart product-recommendations composition (methodology backlog Example 1): an\n AI-powered recommendations engine delivered by composing Domain-Driven Design (bounded\n contexts + ubiquitous language for the catalog/shopper domain) -> Hypothesis-Driven\n Development (measurable uplift hypotheses + measurement plans) -> BDD / Specification by\n Example (executable recommendation-behavior scenarios, authored in parallel per bounded\n context) -> Kanban (WIP-limited implementation flow). An adversarial executed-evidence gate\n sits at every methodology seam, and two policy-gated routed breakpoints guard the live\n experiment launch and the production rollout. kip recalls prior composition lessons at the\n start and asserts seam-design outcomes at the end.",
"libraryPath": "library/methodologies/composition-smart-product-recommendations/composition-smart-product-recommendations.js",
"example": "const result = await orchestrate('methodologies/composition-smart-product-recommendations', {\n storefrontName: 'NovaMart',\n catalogDescription: 'Mid-size fashion storefront: 40k SKUs, returning + cold-start shoppers',\n recommendationGoals: 'Lift average order value and PDP click-through with cross-sell + personalization',\n requirementsClear: false,\n });",
"usesAgents": [
"recommendations-analyst",
"recommendations-strategist",
"bdd-scenario-author",
"delivery-lead",
"recommendation-engineer",
"experiment-launcher",
"experiment-runner",
"release-engineer",
"composition-scribe"
]
},
"outgoingEdges": [
{
"from": "lib-process:shared--composition-smart-product-recommendations",
"to": "skill-area:domain-driven-design",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:shared--composition-smart-product-recommendations",
"to": "skill-area:acceptance-testing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:shared--composition-smart-product-recommendations",
"to": "skill-area:experimentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:shared--composition-smart-product-recommendations",
"to": "topic:domain-driven-design",
"kind": "lib_covers_topic",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:shared--composition-smart-product-recommendations",
"to": "topic:test-driven-development",
"kind": "lib_covers_topic",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:shared--composition-smart-product-recommendations",
"to": "topic:experimentation",
"kind": "lib_covers_topic",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:shared--composition-smart-product-recommendations",
"to": "domain:software-engineering",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:shared--composition-smart-product-recommendations",
"to": "domain:business",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:shared--composition-smart-product-recommendations",
"to": "role:product-manager",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:shared--composition-smart-product-recommendations",
"to": "role:architect",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:shared--composition-smart-product-recommendations",
"to": "role:backend-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:shared--composition-smart-product-recommendations",
"to": "role:qa-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:shared--composition-smart-product-recommendations",
"to": "workflow:feature-development",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:shared--composition-smart-product-recommendations",
"to": "workflow:product-discovery",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:shared--composition-smart-product-recommendations",
"to": "workflow:release-management",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:shared--composition-smart-product-recommendations",
"to": "specialization:qa-testing-automation",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:shared--composition-smart-product-recommendations",
"to": "methodology:composition-smart-product-recommendations",
"kind": "follows_methodology",
"attributes": {
"weight": 1
}
}
],
"incomingEdges": []
}