{
  "id": "role:backend-engineer",
  "_kind": "Role",
  "_file": "domain/roles/roles-engineering.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Backend Engineer",
    "isAgentic": false,
    "automatability": 0.8,
    "description": "Designs, builds, and maintains server-side services, APIs, and data pipelines that\npower product features and internal platforms. Works closely with frontend engineers\nand data engineers to define contracts and optimize data flows. Owns reliability,\nperformance, and security of the services within their domain, and participates in\non-call rotations to ensure production health.\n",
    "seniority": "mid"
  },
  "outgoingEdges": [
    {
      "from": "role:backend-engineer",
      "to": "responsibility:code-review",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:backend-engineer",
      "to": "responsibility:on-call",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:backend-engineer",
      "to": "responsibility:performance-optimization",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:backend-engineer",
      "to": "responsibility:documentation",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:backend-engineer",
      "to": "domain:software-engineering",
      "kind": "requires_skill",
      "attributes": {
        "level": "expert"
      }
    },
    {
      "from": "role:backend-engineer",
      "to": "domain:databases",
      "kind": "requires_skill",
      "attributes": {
        "level": "intermediate"
      }
    },
    {
      "from": "role:backend-engineer",
      "to": "specialization:backend-python-django",
      "kind": "requires_skill",
      "attributes": {
        "level": "intermediate"
      }
    },
    {
      "from": "role:backend-engineer",
      "to": "skill-area:api-design",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:backend-engineer",
      "to": "skill-area:database-migrations-zero-downtime",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:backend-engineer",
      "to": "skill-area:postgres-tuning",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:backend-engineer",
      "to": "skill-area:rate-limiting",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:backend-engineer",
      "to": "skill-area:integration-testing",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:backend-engineer",
      "to": "skill-area:contract-testing",
      "kind": "requires_expertise",
      "attributes": {}
    }
  ],
  "incomingEdges": [
    {
      "from": "stack-profile:krate-platform",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "workflow:krate-dispatch-agent",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:krate-pr-lifecycle",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:krate-memory-query",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "role:engineering-manager",
      "to": "role:backend-engineer",
      "kind": "delegates_to"
    },
    {
      "from": "role:tech-lead",
      "to": "role:backend-engineer",
      "kind": "delegates_to"
    },
    {
      "from": "stack-profile:stream-processing",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:multi-agent-orchestration",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:agentic-rag",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:ecommerce-nextjs",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:real-time-collaboration",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:video-streaming-platform",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:api-gateway-microservices",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:document-processing-pipeline",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:healthcare-hipaa-compliant",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:game-backend",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:graphql-api-platform",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:internal-dashboard",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:social-media-platform",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:marketplace-platform",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:crm-customer-platform",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:fintech-payments-platform",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:chat-messaging-platform",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:high-perf-api-server",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:realtime-websocket-server",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:job-queue-worker-pool",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:serverless-api-multicloud",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:grpc-microservice-mesh",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:multi-tenant-saas-backend",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:event-sourcing-cqrs",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:auth-identity-platform",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:insurance-claims-processing",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:supply-chain-visibility",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:adtech-real-time-bidding",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:legal-document-automation",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:logistics-fleet-management",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:autonomous-agent-fleet",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:knowledge-graph-platform",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:ai-safety-guardrails",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:sdk-developer-kit",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:time-series-analytics",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:react-native-enterprise",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:performance-testing",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:chaos-engineering",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:contract-testing",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:api-mocking-simulation",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:notification-service",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:webhook-processing",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:email-marketing-platform",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:podcast-audio-platform",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:restaurant-pos-system",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:inventory-management",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:ticketing-event-platform",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:enterprise-service-bus",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:enterprise-search-platform",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:photo-gallery-dam",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:music-streaming-backend",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:live-streaming-broadcast",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:online-exam-assessment",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:lab-information-system",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:social-network-backend",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:community-marketplace",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:siem-platform",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:identity-governance",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:rate-limiting-api-throttle",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:feature-flag-service",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:ab-testing-platform",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:url-shortener-link-analytics",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:file-storage-object-gateway",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:pdf-generation-service",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:haskell-web-service",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:scala-akka-microservice",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:ocaml-web-backend",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:zig-systems-service",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:crystal-web-app",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:fsharp-web-api",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:nim-microservice",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:clojure-ring-service",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:erlang-otp-telecom",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:hexagonal-architecture-stack",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:clean-architecture-stack",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:vertical-slice-architecture",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:modular-monolith",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:backend-for-frontend",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:strangler-fig-migration",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:saga-distributed-transaction",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:cqrs-read-model",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:ddd-nestjs-stack",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:approval-workflow-engine",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:slack-discord-bot",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:webhook-relay-proxy",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:django-htmx",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:elixir-phoenix-liveview",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:go-gin-postgres",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:rails-stack",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:rust-axum-sqlx",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:mern-stack",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:mean-stack",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:go-grpc-postgres",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:fastapi-postgres",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:spring-boot-stack",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:laravel-vue-stack",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:rust-actix-postgres",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:elixir-phoenix-postgres",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:dotnet-blazor-stack",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:kotlin-ktor-exposed",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:htmx-go-stack",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:rag-stack",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:lamp-stack",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:serverless-aws",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:event-driven-stack",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:ai-agent-stack",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "workflow:code-review",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:pull-request-lifecycle",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:feature-development",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:bug-triage",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:technical-debt-reduction",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:api-design-review",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:dependency-update",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:engineering-onboarding",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:incident-response",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:on-call-rotation",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:post-mortem-review",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:hotfix-deployment",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:feature-flag-rollout",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:canary-deployment",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:vulnerability-management",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:developer-documentation-review",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:performance-profiling-cycle",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:load-testing-cycle",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:agent-evaluation-cycle",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:prompt-engineering-iteration",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:schema-migration",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:data-backfill-procedure",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:protocol-implementation-review",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:crypto-protocol-review",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:legacy-migration-sprint",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "workflow:framework-upgrade-cycle",
      "to": "role:backend-engineer",
      "kind": "involves_role"
    },
    {
      "from": "lib-agent:shared--code-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--code-reviewer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--deployment-engineer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--feature-planner",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--progress-streamer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--test-runner",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--worktree-manager",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--analyst",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--bmad-master",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--developer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--product-manager",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--qa-engineer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--scrum-master",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--solo-dev",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--tech-writer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--ux-designer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--bug-investigator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--cc10x-router",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--code-reviewer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--component-builder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--github-researcher",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--integration-verifier",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--planner",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--silent-failure-hunter",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--api-developer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--database-engineer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--documentation-writer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--product-planner",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--project-tracker",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--task-analyst",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--test-engineer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--ui-developer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--architecture-reviewer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--code-review-coordinator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--performance-analyst",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--research-coordinator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--security-analyst",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--spec-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--testing-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--triage-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--framework-builder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--intelligence-analyst",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--knowledge-curator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--meeting-analyst",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--reflection-coach",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--role-advisor",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--team-synthesizer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--vault-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--build-resolver",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--code-reviewer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--e2e-runner",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--planner",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--refactor-cleaner",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--security-reviewer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--tdd-guide",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--crew-lead",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--deacon",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--mayor",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--polecat",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--refinery",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--witness",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--gsd-codebase-mapper",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--gsd-debugger",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--gsd-executor",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--gsd-integration-checker",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--gsd-phase-researcher",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--gsd-plan-checker",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--gsd-planner",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--gsd-project-researcher",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--gsd-research-synthesizer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--gsd-roadmapper",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--gsd-verifier",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--code-reviewer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--coder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--hotfix-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--knowledge-curator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--maintenance-engineer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--product-manager",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--test-engineer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--code-reviewer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--coder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--cto",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--designer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--issue-orchestrator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--pr-shepherd",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--product-manager",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--researcher",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--security-auditor",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--security-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--swarm-coordinator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--context-monitor",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--file-checker",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--memory-curator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--plan-reviewer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--spec-guard",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--tdd-enforcer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--unified-reviewer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--completion-verifier",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--error-analyst",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--execution-monitor",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--findings-curator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--plan-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--session-manager",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--code-reviewer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--debugger",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--file-finder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--security-reviewer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--test-runner",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--verifier",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--web-researcher",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--adaptive-queen",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--coder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--optimizer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--reviewer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--security-auditor",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--strategic-queen",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--swarm-coordinator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--tactical-queen",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--tester",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--consistency-analyzer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--constitution-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--implementation-engineer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--quality-auditor",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--specification-writer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--task-analyst",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--technical-planner",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--code-quality-reviewer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--code-reviewer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--implementer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:shared--spec-reviewer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--agent-deployment-engineer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--agent-evaluator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--bias-fairness-analyst",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--chunking-strategy-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--conversation-repair-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--cost-optimizer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--cot-reasoning-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--csp-security-auditor",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--dialogue-designer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--entity-extraction-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--few-shot-curator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--fine-tuning-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--intent-taxonomy-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--knowledge-base-curator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--langgraph-workflow-designer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--latency-optimizer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--llm-judge",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--mcp-app-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--mcp-migration-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--memory-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--multi-agent-coordinator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--multimodal-agent-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--observability-engineer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--persona-designer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--plan-execute-planner",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--prompt-injection-defender",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--prompt-optimizer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--rag-pipeline-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--react-agent-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--retrieval-optimizer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--safety-auditor",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--semantic-memory-curator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--state-machine-designer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--synthetic-data-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--system-prompt-engineer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--tool-use-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--user-profile-builder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--vector-db-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--voice-ai-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:algorithms-optimization--algorithm-designer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:algorithms-optimization--algorithm-teacher",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:algorithms-optimization--competitive-programmer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:algorithms-optimization--complexity-analyst",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:algorithms-optimization--contest-strategist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:algorithms-optimization--correctness-verifier",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:algorithms-optimization--data-structures-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:algorithms-optimization--dp-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:algorithms-optimization--geometry-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:algorithms-optimization--graph-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:algorithms-optimization--interview-coach",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:algorithms-optimization--number-theory-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:algorithms-optimization--progress-tracker",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:algorithms-optimization--string-algorithm-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:algorithms-optimization--system-design-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:algorithms-optimization--technical-interviewer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:algorithms-optimization--test-engineer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:algorithms-optimization--upsolving-coach",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--argument-schema-designer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--binary-packaging-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--cli-docs-writer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--cli-error-message-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--cli-testing-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--cli-ux-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--completion-script-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--config-system-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--dashboard-designer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--mcp-protocol-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--mcp-security-auditor",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--mcp-testing-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--mcp-tool-designer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--mcp-tool-documenter",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--mcp-transport-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--package-manager-publisher",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--plugin-system-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--release-automation-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--shell-portability-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--shell-security-auditor",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--terminal-accessibility-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cli-mcp-development--tui-component-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:code-migration-modernization--api-gateway-configurator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:code-migration-modernization--authentication-migration-agent",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:code-migration-modernization--build-pipeline-migrator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:code-migration-modernization--code-transformation-executor",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:code-migration-modernization--code-translation-agent",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:code-migration-modernization--configuration-centralization-agent",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:code-migration-modernization--dependency-modernization-agent",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:code-migration-modernization--documentation-migration-agent",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:code-migration-modernization--framework-upgrade-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:code-migration-modernization--integration-migration-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:code-migration-modernization--parallel-run-validator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:code-migration-modernization--performance-validation-agent",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:code-migration-modernization--post-migration-validator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:code-migration-modernization--regression-detector",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:code-migration-modernization--strangler-implementation-agent",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:cryptography-blockchain--defi-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:cryptography-blockchain--gas-optimizer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:cryptography-blockchain--governance-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:cryptography-blockchain--token-standards",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:quantum-computing--quantum-sdk-developer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:network-programming--hpc-network-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:network-programming--load-balancer-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:network-programming--network-analysis-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:network-programming--network-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:network-programming--network-security-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:network-programming--network-testing-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:network-programming--protocol-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:network-programming--proxy-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:network-programming--realtime-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:network-programming--security-testing-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:performance-optimization--benchmarking-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:performance-optimization--caching-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:performance-optimization--io-performance-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:performance-optimization--latency-optimization-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:performance-optimization--throughput-optimization-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:programming-languages--compiler-frontend-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:programming-languages--compiler-performance-engineer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:programming-languages--ffi-interop-engineer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:programming-languages--ir-design-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:programming-languages--jit-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:programming-languages--language-feature-designer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:programming-languages--language-tooling-engineer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:programming-languages--llvm-engineer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:programming-languages--memory-management-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:programming-languages--runtime-systems-engineer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:programming-languages--semantic-analysis-engineer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:programming-languages--type-system-engineer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:qa-testing-automation--api-testing-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:qa-testing-automation--test-data-expert",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:security-compliance--remediation-guidance-agent",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:security-compliance--secure-code-reviewer-agent",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:security-compliance--threat-modeling-agent",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-agent:software-architecture--api-design-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:web-development--api-architect",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:web-development--api-documentation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:web-development--auth-specialist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:web-development--backend-developer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:web-development--graphql-developer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:web-development--security-hardening",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--bug-report",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--bugfix",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--cleanup-runs",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--contribute",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--documentation-contribute-answer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--documentation-question",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--feature-harness-integration-contribute",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--feature-implementation-contribute",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--feature-request",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--library-contribution",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--project-install",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--user-install",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--atdd-tdd",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--automaker-agent-execution",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--automaker-orchestrator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--base44",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--bdd-process",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--bmad-document-project",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--bmad-party-mode",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--bottom-up",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--build-realtime-remediation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--cc10x-build",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--ccpm-task-decomposition",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--cog-knowledge-capture",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--cog-orchestrator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--cog-reflection-synthesis",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--cog-vault-management",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--consensus-and-voting-mechanisms",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--devin",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--ecc-multi-service",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--ecc-orchestrator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--ecc-tdd-workflow",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--evolutionary",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--example-mapping",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--xp-process",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--gastown-convoy",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--gastown-merge-queue",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--gastown-orchestrator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--gastown-patrol",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--add-tests",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--audit-milestone",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--execute-phase",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--iterative-convergence",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--quick",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--maestro-hotfix",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--maestro-knowledge-graph",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--maestro-maintenance",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--metaswarm-execution-loop",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--metaswarm-knowledge-cycle",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--metaswarm-pr-shepherd",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--metaswarm-swarm-coordinator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--pilot-shell-feature",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--pilot-shell-quality-pipeline",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--plan-and-execute",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--ralph",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--ruflo-swarm-coordination",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--ruflo-task-routing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--executing-plans",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--requesting-code-review",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--superpowers-workflow",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--test-driven-development",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--using-git-worktrees",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--using-superpowers",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--writing-plans",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--writing-skills",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--tdd",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--top-down",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--process-mining",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--build-failure-triage",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--build-fixer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--ci-health-trends",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--conflict-resolution",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--idempotency-and-safe-abort",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--handoff-conventions",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--single-channel-communication",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--source-quote-discipline",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--completeness-gate",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--cost-aggregation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--cycle-aware-verification",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--db-agent-explore",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--deterministic-quality-gate",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--fork-contribution-sync",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--index",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--local-db-build",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--feedback-loop-optimizer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--install-quality-gates",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--local-dev-workflow",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--monorepo-package-scaffold",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--n-strikes-escalation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--playwright-visual-smoke",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--prior-attempts-scanner",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--semantic-release-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--scheduled-report",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--runtime-call-tracer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--scene-context-builder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--source-discovery",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--tdd-triplet",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--ts-check",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--add-app-to-mcp-server",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--advanced-rag-patterns",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--convert-web-app-to-mcp",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--create-mcp-app",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--migrate-openai-app-to-mcp",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--advanced-dp-techniques",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--advanced-graph-algorithms",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--algorithm-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--atcoder-contest",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--backtracking-pruning",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--behavioral-interview-prep",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--binary-search-applications",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--classic-dp-library",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--code-level-optimization",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--codeforces-contest",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--combinatorics-counting",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--complexity-optimization",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--computational-geometry",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--correctness-proof-testing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--cp-library-creation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--cses-learning-path",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--data-structure-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--divide-conquer-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--dp-pattern-matching",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--dp-state-optimization",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--dp-transition-derivation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--faang-interview-prep",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--fenwick-tree-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--graph-modeling",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--graph-traversal",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--greedy-algorithm-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--interview-problem-explanation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--io-optimization",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--leetcode-problem-solving",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--memory-optimization",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--mock-coding-interview",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--number-theory-algorithms",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--pattern-matching-algorithms",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--pattern-recognition",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--prime-algorithms",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--progress-tracking",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--range-query-optimization",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--segment-tree-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--shortest-path-algorithms",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--skill-gap-analysis",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--string-processing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--system-design-interview",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--topic-mastery-certification",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--trie-suffix-structures",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--two-pointer-sliding-window",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:authoring--documenter",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:cli-mcp-development--argument-parser-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--cli-application-bootstrap",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--cli-binary-distribution",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--cli-command-structure-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--cli-documentation-generation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--cli-output-formatting",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--cli-unit-integration-testing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--cli-update-mechanism",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--configuration-management-system",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--cross-platform-cli-compatibility",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--dashboard-monitoring-tui",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--error-handling-user-feedback",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--interactive-form-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--interactive-prompt-system",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--mcp-client-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--mcp-resource-provider",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--mcp-server-bootstrap",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--mcp-server-monitoring-debugging",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--mcp-server-registry-discovery",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--mcp-server-security-hardening",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--mcp-server-testing-suite",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--mcp-tool-documentation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--mcp-tool-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--mcp-transport-layer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--package-manager-publishing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--plugin-architecture-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--progress-status-indicators",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--shell-completion-scripts",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--shell-script-development",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:cli-mcp-development--tui-application-framework",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:collaboration--six-dimension-review",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:collaboration--validator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:collaboration--conflict-resolver",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:collaboration--issue-linking",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:collaboration--pr-comment-response",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:collaboration--pr-lifecycle-comment-response",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:collaboration--pr-lifecycle-feature",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:common-utilities--docx-conversion",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:common-utilities--index",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:common-utilities--parallel-combinator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:meta--claude-agent-sdk-custom-agent",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:meta--custom-agent-shared-assimilation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:meta--langchain-langgraph-custom-agent",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:meta--openai-agents-sdk-custom-agent",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:meta--vercel-ai-sdk-custom-agent",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:network-programming--binary-protocol-parser",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--certificate-management",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--connection-pool",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--custom-protocol-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--event-driven-socket-handler",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--health-check-system",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--http-client-library",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--http-proxy-server",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--http-server",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--http2-server",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--layer4-load-balancer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--layer7-load-balancer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--load-testing-tool",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--message-framing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--mtls-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--network-testing-framework",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--network-traffic-analyzer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--packet-capture-analysis",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--protocol-dissector",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--protocol-fuzzer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--protocol-state-machine",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--realtime-messaging-system",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--rest-api-client-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--socks5-proxy",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--tcp-socket-server",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--tls-integration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--transparent-proxy",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--udp-socket-server",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--websocket-client",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:network-programming--websocket-server",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--algorithm-optimization",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--apm-instrumentation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--caching-strategy-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--capacity-planning-analysis",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--concurrency-optimization",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--continuous-profiling-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--cpu-optimization-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--cpu-profiling-investigation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--database-configuration-tuning",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--disk-io-profiling",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--distributed-tracing-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--endurance-testing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--file-system-optimization",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--garbage-collection-tuning",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--index-strategy-optimization",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--load-test-execution",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--load-testing-framework-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--memory-allocation-optimization",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--memory-leak-detection",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--memory-profiling-analysis",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--microbenchmark-suite-development",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--n-plus-one-query-detection",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--network-io-optimization",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--performance-baseline-assessment",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--performance-regression-detection",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--performance-slo-definition",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--performance-tuning-recommendations",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--query-performance-analysis",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--real-user-monitoring-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:performance-optimization--stress-testing-analysis",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--ast-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--bytecode-vm-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--code-generation-llvm",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--concurrency-primitives",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--debugger-adapter-development",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--effect-system-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--error-message-enhancement",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--ffi-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--garbage-collector-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--generics-polymorphism",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--interpreter-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--ir-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--jit-compiler-development",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--language-grammar-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--lexer-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--lsp-server-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--macro-system-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--memory-allocator-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--module-system-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--parser-development",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--pattern-matching-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--repl-development",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--semantic-analysis",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--source-map-generation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:programming-languages--type-system-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:qa-testing-automation--api-testing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:qa-testing-automation--contract-testing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:qa-testing-automation--shift-left-testing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:software-architecture--api-design-specification",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:web-development--api-integration-testing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:web-development--graphql-api-apollo",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:web-development--jwt-authentication",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:web-development--mfa-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:web-development--mongodb-schema-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:web-development--nestjs-microservices",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:web-development--oauth-social-login",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:web-development--postgresql-database-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:web-development--prisma-orm-integration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:web-development--rbac-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:web-development--redis-caching-strategy",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:web-development--restful-api-nodejs",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:web-development--secrets-management",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:web-development--server-sent-events",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:web-development--serverless-api-lambda",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:web-development--websocket-realtime",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:shared--agent-dispatch",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--code-review-gate",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--feature-intake",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--kanban-management",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--streaming-progress",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--test-automation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--worktree-isolation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--architecture-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--code-review",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--prd-creation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--product-brief-creation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--project-documentation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--qa-testing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--quick-flow",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--sprint-planning",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--story-development",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--ux-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--architecture-patterns",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--code-generation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--code-review-patterns",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--debugging-patterns",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--planning-patterns",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--session-memory",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--test-driven-development",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--verification-before-completion",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--audit-trail",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--context-management",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--epic-generation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--github-sync",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--parallel-orchestration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--prd-creation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--progress-tracking",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--task-decomposition",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--checkpoint-management",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--code-review-orchestration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--codebase-mapping",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--file-guard",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--hook-management",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--research-orchestration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--spec-creation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--spec-execution",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--braindump-capture",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--daily-intelligence",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--knowledge-consolidation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--meeting-processing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--onboarding",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--team-intelligence",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--url-extraction",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--weekly-reflection",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--code-review-pipeline",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--context-engineering",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--continuous-learning",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--eval-harness",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--multi-service-orchestration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--research-first-dev",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--security-scanning",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--tdd-enforcement",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--agent-coordination",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--convoy-management",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--formula-authoring",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--issue-tracking",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--merge-queue",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--patrol-monitoring",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--session-management",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--work-decomposition",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--context-engineering",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--frontmatter-parsing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--git-integration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--gsd-tools",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--model-profile-resolution",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--roadmap-management",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--state-management",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--template-scaffolding",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--verification-suite",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--code-review-gate",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--hotfix-triage",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--knowledge-graph-management",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--maintenance-orchestration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--requirements-interview",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--specification-generation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--story-decomposition",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--test-enforcement",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--adversarial-review",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--design-review-gate",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--external-tool-coordination",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--knowledge-curation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--orchestrated-execution",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--plan-review-gate",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--pr-shepherding",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--work-unit-decomposition",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--behavior-contract",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--codebase-sync",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--context-preservation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--persistent-memory",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--quality-hooks",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--spec-driven-development",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--strict-tdd",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--worktree-isolation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--completion-verification",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--error-logging",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--findings-capture",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--plan-creation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--progress-tracking",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--session-recovery",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--brainstorming",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--code-review",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--codebase-research",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--decision-documentation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--finishing-work",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--plan-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--plan-writing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--security-review",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--systematic-debugging",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--test-driven-development",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--verification",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--agent-booster",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--anti-drift",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--consensus-mechanisms",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--security-hardening",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--self-optimization",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--smart-routing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--swarm-orchestration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--vector-memory",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--constitution-creation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--cross-artifact-analysis",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--implementation-execution",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--planning-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--quality-checklist",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--specification-writing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--task-decomposition",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--brainstorming",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--dispatching-parallel-agents",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--executing-plans",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--finishing-a-development-branch",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--receiving-code-review",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--requesting-code-review",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--subagent-driven-development",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--systematic-debugging",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--test-driven-development",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--using-git-worktrees",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--using-superpowers",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--verification-before-completion",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--writing-plans",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--writing-skills",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--autogen-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--chain-of-thought-prompts",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--chroma-integration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--constitutional-ai-prompts",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--content-moderation-api",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--crewai-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--entity-memory-extraction",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--few-shot-example-gen",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--guardrails-ai-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--haystack-pipeline",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--huggingface-classifier",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--langchain-chains",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--langchain-memory",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--langchain-react-agent",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--langchain-retriever",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--langchain-tools",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--langfuse-integration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--langgraph-checkpoint",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--langgraph-hitl",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--langgraph-routing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--langgraph-state-graph",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--langgraph-subgraph",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--langsmith-tracing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--llamaindex-agent",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--llm-classifier",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--mcp-app-scaffolding",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--mcp-app-verification",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--mcp-csp-investigation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--mcp-host-styling-integration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--mcp-tool-resource-pattern",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--mem0-integration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--memory-summarization",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--milvus-integration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--nemo-guardrails",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--opentelemetry-llm",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--phoenix-arize-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--pii-redaction",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--pinecone-integration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--prompt-compression",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--prompt-injection-detector",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--prompt-template-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--qdrant-integration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--rag-chunking-strategy",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--rag-embedding-generation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--rag-hybrid-search",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--rag-query-transformation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--rag-reranking",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--rasa-nlu-integration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--redis-memory-backend",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--semantic-kernel-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--setfit-few-shot",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--single-file-bundling",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--spacy-ner",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--weaviate-integration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--zep-memory-integration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--advanced-ds-library",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--algorithm-visualizer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--atcoder-client",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--code-profiler",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--code-template-manager",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--codeforces-api-client",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--combinatorics-calculator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--complexity-analyzer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--cses-tracker",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--data-structure-selector",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--dp-optimizer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--dp-pattern-library",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--dp-state-designer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--flow-network-builder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--geometry-algorithm-library",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--geometry-primitive-library",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--graph-algorithm-selector",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--graph-modeler",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--interview-problem-bank",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--interview-simulator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--invariant-analyzer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--leetcode-problem-fetcher",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--micro-optimizer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--number-theory-toolkit",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--prime-sieve-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--proof-assistant",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--segment-tree-builder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--solution-comparator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--solution-explainer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--string-algorithm-matcher",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--suffix-structure-builder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:algorithms-optimization--test-case-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:backend-development--backend-async-processing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:backend-development--background-job-processing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:backend-development--database-drivers-connectors",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:backend-development--email-notification-delivery",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:backend-development--growing-outside-in-systems",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:backend-development--rust-async-runtime",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:backend-development--webhook-verification",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--argparse-scaffolder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--argument-validator-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--bash-script-template",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--bats-test-scaffolder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--blessed-widget-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--bubble-tea-scaffolder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--chalk-styling-system",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--chocolatey-package-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--clap-scaffolder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--cli-e2e-test-harness",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--cli-mock-stdin",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--cli-progress-bar-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--cli-snapshot-tester",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--cli-table-formatter",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--click-scaffolder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--cobra-scaffolder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--code-signing-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--commander-js-scaffolder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--config-migration-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--config-schema-validator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--cosmiconfig-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--cross-env-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--cross-platform-path-handler",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--dotenv-integration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--encoding-handler",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--env-var-mapper",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--getopts-parser-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--goreleaser-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--help-text-formatter",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--homebrew-formula-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--ink-component-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--inquirer-prompt-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--line-ending-normalizer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--mcp-capability-declarator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--mcp-error-code-mapper",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--mcp-inspector-integration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--mcp-mock-client",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--mcp-resource-uri-designer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--mcp-sdk-python-bootstrapper",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--mcp-sdk-typescript-bootstrapper",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--mcp-tool-schema-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--mcp-transport-sse-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--mcp-transport-websocket-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--mutually-exclusive-group-handler",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--npm-publish-config",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--oclif-scaffolder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--ora-spinner-integration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--pkg-binary-builder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--plugin-dependency-resolver",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--plugin-hook-system",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--plugin-loader-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--plugin-manifest-schema",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--plugin-sandbox-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--posix-shell-validator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--pyinstaller-config",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--scoop-manifest-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--shell-completion-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--shellcheck-config-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--terminal-capability-detector",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--textual-scaffolder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--trap-handler-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--tui-test-renderer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--viper-go-setup",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--yaml-json-toml-loader",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--yargs-scaffolder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--authentication-migrator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--build-system-migrator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--characterization-test-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--code-smell-detector",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--codemod-executor",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--configuration-migrator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--containerization-assistant",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--contract-test-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--data-migration-validator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--dead-code-eliminator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--dependency-scanner",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--dependency-updater",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--documentation-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--etl-pipeline-builder",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--event-sourcing-migrator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--framework-compatibility-checker",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--legacy-code-interpreter",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--migration-validator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--openapi-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--performance-baseline-capturer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--query-translator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--refactoring-assistant",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--schema-comparator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--soap-to-rest-converter",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--static-code-analyzer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--test-coverage-analyzer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--ui-component-migrator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:common-utilities--compression-archiving",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:common-utilities--date-time-manipulation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:common-utilities--json-data-wrangling",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:common-utilities--python-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cryptography-blockchain--cross-chain",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cryptography-blockchain--defi-protocols",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cryptography-blockchain--foundry-framework",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cryptography-blockchain--gas-optimization",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cryptography-blockchain--hardhat-framework",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cryptography-blockchain--openzeppelin",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cryptography-blockchain--solidity-dev",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cryptography-blockchain--subgraph-indexing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:devops-sre-platform--task-scheduling-cron-jobs",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:healthcare--health-data-integration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:meta--examples",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:meta--process-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:network-programming--dns-protocol",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:network-programming--event-loop",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:network-programming--grpc-protocol",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:network-programming--http-protocol",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:network-programming--load-balancer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:network-programming--network-simulation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:network-programming--network-testing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:network-programming--packet-capture",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:network-programming--protocol-fuzzer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:network-programming--protocol-parser",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:network-programming--proxy-server",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:network-programming--serialization",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:network-programming--socket-programming",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:network-programming--tls-security",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:network-programming--websocket",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:performance-optimization--branch-prediction",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:performance-optimization--distributed-caching",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:performance-optimization--gatling-load-testing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:performance-optimization--lock-free-data-structures",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:performance-optimization--memlab-analysis",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:performance-optimization--network-buffers",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:performance-optimization--network-performance",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:performance-optimization--nodejs-profiling",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:performance-optimization--simd",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--ast-manipulation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--bytecode-vm",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--concurrency-primitives",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--dap-protocol",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--effect-systems",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--error-messages",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--ffi-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--garbage-collection",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--generics-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--grammar-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--jit-compilation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--lexer-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--llvm-backend",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--lsp-protocol",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--macro-systems",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--memory-allocator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--module-systems",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--parser-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--pattern-matching",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--register-allocation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--repl-development",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--source-maps",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--ssa-ir-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--tree-sitter",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:programming-languages--type-theory",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:qa-testing-automation--api-testing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:qa-testing-automation--code-coverage",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:qa-testing-automation--pact-contract-testing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:qa-testing-automation--pytest-testing",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:qa-testing-automation--test-data-generation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:security-compliance--dast-scanner",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:security-compliance--dependency-scanner",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-skill:security-compliance--owasp-security-scanner",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:security-compliance--sast-analyzer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:software-architecture--api-mock-server",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:software-architecture--db-query-analyzer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:software-architecture--graphql-schema-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:software-architecture--openapi-generator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:software-architecture--openapi-validator",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:software-architecture--swagger-ui-deployer",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--apollo-server",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--caching",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:web-development--drizzle",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--express",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--fastify",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--graphql",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--json-schema",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--jwt",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--mongodb",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--nestjs",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--oauth",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--openapi",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--postgresql",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--prisma-orm",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--redis",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--rest-api-design",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--secrets-management",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--socketio",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--sse",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--web-scraping",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--websocket",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:web-development--yaml",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:web-development--zod",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "org-unit:engineering",
      "to": "role:backend-engineer",
      "kind": "has_member",
      "attributes": {}
    },
    {
      "from": "workflow:schema-migration-workflow",
      "to": "role:backend-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:dependency-upgrade-cycle",
      "to": "role:backend-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:chaos-experiment",
      "to": "role:backend-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:load-testing-pipeline",
      "to": "role:backend-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:penetration-testing",
      "to": "role:backend-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:data-migration",
      "to": "role:backend-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:open-source-contribution",
      "to": "role:backend-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:distributed-tracing-coverage-audit",
      "to": "role:backend-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:latency-profiling-deep-dive",
      "to": "role:backend-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:database-connection-pool-tuning",
      "to": "role:backend-engineer",
      "kind": "involves_role",
      "attributes": {}
    }
  ]
}