II.
Workflow JSON
Structured · liveworkflow:technical-debt-reduction
Technical Debt Reduction json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "workflow:technical-debt-reduction",
"_kind": "Workflow",
"_file": "domain/workflows/workflows-development.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Technical Debt Reduction",
"description": "Quarterly cross-team initiative to identify, prioritize, and systematically address\naccumulated technical debt across the codebase and infrastructure. Teams nominate\ndebt items, which are reviewed by principal engineers and architects for impact and\nremediation cost. Selected items are scoped into dedicated reduction sprints or\nallocated a fixed percentage of each sprint's capacity. Progress is tracked in a\nshared backlog, and outcomes are reviewed in a quarterly architecture sync. The\nworkflow balances shipping new value with maintaining a sustainable, high-quality\ncodebase over the long term.\n",
"workflowKind": "development",
"triggerType": "scheduled",
"typicalCadence": "quarterly",
"complexity": "complex"
},
"outgoingEdges": [
{
"from": "workflow:technical-debt-reduction",
"to": "role:architect",
"kind": "involves_role"
},
{
"from": "workflow:technical-debt-reduction",
"to": "role:principal-engineer",
"kind": "involves_role"
},
{
"from": "workflow:technical-debt-reduction",
"to": "role:tech-lead",
"kind": "involves_role"
},
{
"from": "workflow:technical-debt-reduction",
"to": "role:engineering-manager",
"kind": "involves_role"
},
{
"from": "workflow:technical-debt-reduction",
"to": "role:backend-engineer",
"kind": "involves_role"
},
{
"from": "workflow:technical-debt-reduction",
"to": "domain:software-engineering",
"kind": "applies_to_domain"
},
{
"from": "workflow:technical-debt-reduction",
"to": "domain:platform-engineering",
"kind": "applies_to_domain"
},
{
"from": "workflow:technical-debt-reduction",
"to": "responsibility:architecture-decision",
"kind": "triggers_responsibility"
},
{
"from": "workflow:technical-debt-reduction",
"to": "responsibility:knowledge-sharing",
"kind": "triggers_responsibility"
},
{
"from": "workflow:technical-debt-reduction",
"to": "responsibility:documentation",
"kind": "triggers_responsibility"
}
],
"incomingEdges": [
{
"from": "lib-agent:code-migration-modernization--api-gateway-configurator",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--api-modernization-architect",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--authentication-migration-agent",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--build-pipeline-migrator",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--cloud-migration-engineer",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--code-transformation-executor",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--code-translation-agent",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--compliance-migration-agent",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--configuration-centralization-agent",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--cost-optimization-agent",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--cross-team-integrator",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--cutover-coordinator",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--data-architect-agent",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--data-integrity-validator",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--database-migration-orchestrator",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--ddd-analyst",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--dependency-modernization-agent",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--documentation-migration-agent",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--framework-upgrade-specialist",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--infrastructure-migration-agent",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--integration-migration-specialist",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--legacy-decommissioning-specialist",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--legacy-system-archaeologist",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--microservices-decomposer",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--migration-project-coordinator",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--migration-readiness-assessor",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--migration-testing-strategist",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--observability-migration-agent",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--operational-readiness-agent",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--parallel-run-validator",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--performance-validation-agent",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--post-migration-validator",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--regression-detector",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--rollback-specialist",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--security-vulnerability-assessor",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--serverless-migration-specialist",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--strangler-implementation-agent",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:code-migration-modernization--technical-debt-auditor",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:software-architecture--legacy-modernization-expert",
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"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:software-architecture--migration-strategist",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:software-architecture--performance-engineer",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:software-architecture--refactoring-coach",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:ai-agents-conversational--migrate-openai-app-to-mcp",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:code-migration-modernization--api-modernization",
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"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:code-migration-modernization--authentication-modernization",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:code-migration-modernization--build-system-modernization",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:code-migration-modernization--cloud-migration",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:code-migration-modernization--code-refactoring",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:code-migration-modernization--code-translation",
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"kind": "lib_implements_workflow",
"attributes": {
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}
},
{
"from": "lib-process:code-migration-modernization--configuration-migration",
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"kind": "lib_implements_workflow",
"attributes": {
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}
},
{
"from": "lib-process:code-migration-modernization--containerization",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
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}
},
{
"from": "lib-process:code-migration-modernization--data-format-migration",
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"kind": "lib_implements_workflow",
"attributes": {
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},
{
"from": "lib-process:code-migration-modernization--database-schema-migration",
"to": "workflow:technical-debt-reduction",
"kind": "lib_implements_workflow",
"attributes": {
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}
},
{
"from": "lib-process:code-migration-modernization--dependency-analysis-updates",
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"kind": "lib_implements_workflow",
"attributes": {
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}
},
{
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"kind": "lib_implements_workflow",
"attributes": {
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}
},
{
"from": "lib-process:code-migration-modernization--framework-upgrade",
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"kind": "lib_implements_workflow",
"attributes": {
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},
{
"from": "lib-process:code-migration-modernization--integration-migration",
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"kind": "lib_implements_workflow",
"attributes": {
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},
{
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"kind": "lib_implements_workflow",
"attributes": {
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}
},
{
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"kind": "lib_implements_workflow",
"attributes": {
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},
{
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"kind": "lib_implements_workflow",
"attributes": {
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},
{
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"kind": "lib_implements_workflow",
"attributes": {
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{
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"kind": "lib_implements_workflow",
"attributes": {
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},
{
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"kind": "lib_implements_workflow",
"attributes": {
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},
{
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"attributes": {
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},
{
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"kind": "lib_implements_workflow",
"attributes": {
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},
{
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"kind": "lib_implements_workflow",
"attributes": {
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},
{
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"kind": "lib_implements_workflow",
"attributes": {
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{
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"kind": "lib_implements_workflow",
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{
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"kind": "lib_implements_workflow",
"attributes": {
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},
{
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"kind": "lib_implements_workflow",
"attributes": {
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{
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{
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"attributes": {
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{
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{
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{
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{
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},
{
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"attributes": {
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},
{
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{
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{
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{
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{
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{
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{
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},
{
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{
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{
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{
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{
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{
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},
{
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{
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},
{
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{
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{
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{
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{
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{
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