Pipeline run

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "LAN"
    },
    {
      "is_primary": true,
      "skill_name": "WAN"
    },
    {
      "is_primary": true,
      "skill_name": "WLAN"
    },
    {
      "is_primary": true,
      "skill_name": "SD-WAN"
    },
    {
      "is_primary": true,
      "skill_name": "Fortinet"
    },
    {
      "is_primary": true,
      "skill_name": "BGP"
    },
    {
      "is_primary": true,
      "skill_name": "OSPF"
    },
    {
      "is_primary": true,
      "skill_name": "NGFW"
    },
    {
      "is_primary": true,
      "skill_name": "VPN"
    },
    {
      "is_primary": true,
      "skill_name": "Network Access Control"
    },
    {
      "is_primary": true,
      "skill_name": "Cisco"
    },
    {
      "is_primary": true,
      "skill_name": "BGP4"
    },
    {
      "is_primary": true,
      "skill_name": "OSI model"
    },
    {
      "is_primary": true,
      "skill_name": "TCP/IP"
    },
    {
      "is_primary": true,
      "skill_name": "NAT/PAT"
    },
    {
      "is_primary": true,
      "skill_name": "DNS"
    },
    {
      "is_primary": true,
      "skill_name": "DHCP"
    },
    {
      "is_primary": true,
      "skill_name": "TACACS"
    },
    {
      "is_primary": true,
      "skill_name": "Wireshark"
    },
    {
      "is_primary": true,
      "skill_name": "Network Management Systems"
    },
    {
      "is_primary": true,
      "skill_name": "ITIL"
    },
    {
      "is_primary": true,
      "skill_name": "Change Management"
    }
  ],
  "jd_role": {
    "display_name": "L2 Network Security Engineer",
    "rationale": null,
    "role_aliases": [
      "Network Security Engineer",
      "L2 Security Engineer",
      "Network Engineer"
    ],
    "role_archetype": "Security",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [
      "CCNA/CCNP (Routing \u0026 Switching/Security)",
      "Fortinet NSE 4 or higher",
      "ITIL Foundation"
    ],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [],
    "experience": null,
    "job_locations": [],
    "role": "L2 Network Security Engineer",
    "role_aliases": [
      "Network Security Engineer",
      "L2 Security Engineer",
      "Network Engineer"
    ],
    "role_archetype": "Security",
    "roles_and_responsibilities": [
      {
        "bullet_count": 7,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Network Administration: Configure and",
          "last_5_words": "configuration backups, and knowledge base articles."
        },
        "text": "\u2022 Network Administration: Configure and manage enterprise LAN, WAN, WLAN, and SD-WAN (Fortinet) solutions.\n\u2022 Routing \u0026 Switching: Implement and maintain robust routing and switching environments using BGP and OSPF protocols.\n\u2022 Security \u0026 Access: Manage next-generation firewalls (NGFW), VPNs, and Network Access Control (NAC) systems. Lead security hardening and firewall rule optimization.\n\u2022 Incident Management: Act as the technical escalation point for network incidents. Lead the resolution of critical outages and perform thorough Root Cause Analysis (RCA).\n\u2022 Optimization: Proactively tune network bandwidth, redundancy, and failover mechanisms to ensure 99.9% uptime.\n\u2022 Operational Excellence: Develop Standard Operating Procedures (SOPs) for L1/L2 teams and lead the review/execution of Network Change Requests (CRs).\n\u2022 Documentation: Maintain high-quality network diagrams, configuration backups, and knowledge base articles.",
        "word_count": 134
      },
      {
        "bullet_count": 8,
        "heading": "Technical Skills \u0026 Qualifications",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Core Networking \u2022 Multi-Vendor Expertise:",
          "last_5_words": "track health and performance."
        },
        "text": "Core Networking\n\u2022 Multi-Vendor Expertise: Hands-on experience with Cisco and Fortinet devices is essential.\n\u2022 Protocols: Deep understanding of BGP4, OSPF, and enterprise switching.\n\u2022 Infrastructure: Solid grasp of the OSI model, TCP/IP, NAT/PAT, DNS, DHCP, and TACACS.\n\u2022 SD-WAN: Proven experience in deploying and managing SD-WAN (specifically Fortinet).\n\nTroubleshooting \u0026 Tools\n\u2022 Diagnostic Skills: Proficiency in packet analysis (Wireshark), log interpretation, and fault management.\n\u2022 Monitoring: Experience with Network Management Systems (NMS) to track health and performance.",
        "word_count": 134
      },
      {
        "bullet_count": 2,
        "heading": "Operational Requirements",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Shift Work: Ability to work",
          "last_5_words": "during maintenance windows."
        },
        "text": "\u2022 Shift Work: Ability to work flexibly in a 24x7 shift environment.\n\u2022 Process Oriented: Familiarity with ITIL practices, specifically Change Management and Risk Mitigation during maintenance windows.",
        "word_count": 32
      },
      {
        "bullet_count": 3,
        "heading": "Soft Skills",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Leadership: Ability to lead",
          "last_5_words": "for junior technical staff."
        },
        "text": "\u2022 Leadership: Ability to lead critical incident response teams under pressure.\n\u2022 Communication: Strong documentation skills for creating technical diagrams and incident reports.\n\u2022 Mentorship: Willingness to train and provide remediation steps for junior technical staff.",
        "word_count": 36
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "75cd1af2-4c0d-4852-8122-ca8685492154",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Cybersecurity Engineer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 5,
        "score": 1.0,
        "slug": "cybersecurity-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Cybersecurity Engineer",
        "kra_matches": [
          {
            "kra_text": "Designs and implements security controls including SIEM integration, endpoint detection and response, identity management, and firewall rule management.",
            "sentence": "Security \u0026 Access: Manage next-generation firewalls (NGFW), VPNs, and Network Access Control (NAC) systems.",
            "similarity": 0.6154
          },
          {
            "kra_text": "Leads security incident response investigations including forensic analysis, malware triage, containment actions, and post-incident remediation coordination.",
            "sentence": "Incident Management: Act as the technical escalation point for network incidents.",
            "similarity": 0.5886
          },
          {
            "kra_text": "Hardens system and service configurations, applies security baselines, removes unnecessary services, and reduces attack surface across infrastructure.",
            "sentence": "Lead security hardening and firewall rule optimization.",
            "similarity": 0.5774
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 5,
        "score": 0.5938,
        "slug": "cybersecurity-engineer",
        "total_count": null
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
            "sentence": "Lead the resolution of critical outages and perform thorough Root Cause Analysis (RCA).",
            "similarity": 0.6269
          },
          {
            "kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
            "sentence": "Incident Management: Act as the technical escalation point for network incidents.",
            "similarity": 0.5111
          },
          {
            "kra_text": "Identifies and resolves backend performance bottlenecks through query optimization, indexing strategies, connection pooling, and distributed caching with Redis.",
            "sentence": "Optimization: Proactively tune network bandwidth, redundancy, and failover mechanisms to ensure 99.9% uptime.",
            "similarity": 0.4809
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 0.5396,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
            "sentence": "Lead the resolution of critical outages and perform thorough Root Cause Analysis (RCA).",
            "similarity": 0.552
          },
          {
            "kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
            "sentence": "Incident Management: Act as the technical escalation point for network incidents.",
            "similarity": 0.5467
          },
          {
            "kra_text": "Writes runbooks, deployment guides, incident playbooks, and infrastructure documentation to support operations and knowledge sharing.",
            "sentence": "Documentation: Maintain high-quality network diagrams, configuration backups, and knowledge base articles.",
            "similarity": 0.5143
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.5377,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Implements cloud network security controls including security groups, NACLs, VPC service controls, WAF rules, and private service endpoints.",
            "sentence": "Security \u0026 Access: Manage next-generation firewalls (NGFW), VPNs, and Network Access Control (NAC) systems.",
            "similarity": 0.6036
          },
          {
            "kra_text": "Supports cloud security incident response including forensic log analysis, containment procedures, and post-incident remediation for cloud-based breaches.",
            "sentence": "Incident Management: Act as the technical escalation point for network incidents.",
            "similarity": 0.4905
          },
          {
            "kra_text": "Reviews cloud infrastructure-as-code configurations for security misconfigurations and implements CIS Benchmark hardening baselines using CSPM tools.",
            "sentence": "Lead security hardening and firewall rule optimization.",
            "similarity": 0.4825
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 23,
        "score": 0.5255,
        "slug": "cloud-security-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Designs multi-region and multi-availability-zone cloud infrastructure architectures for high availability, fault tolerance, and horizontal scalability.",
            "sentence": "Optimization: Proactively tune network bandwidth, redundancy, and failover mechanisms to ensure 99.9% uptime.",
            "similarity": 0.5194
          },
          {
            "kra_text": "Designs IAM policies, service control policies, VPC segmentation, private endpoints, and zero-trust network access boundaries for cloud environments.",
            "sentence": "Security \u0026 Access: Manage next-generation firewalls (NGFW), VPNs, and Network Access Control (NAC) systems.",
            "similarity": 0.518
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Operational Excellence: Develop Standard Operating Procedures (SOPs) for L1/L2 teams and lead the review/execution of Network Change Requests (CRs).",
            "similarity": 0.4464
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.4946,
        "slug": "cloud-architect",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Cybersecurity Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "VPN"
        ],
        "role_id": 5,
        "score": 0.0455,
        "slug": "cybersecurity-engineer",
        "total_count": 22
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "DNS"
        ],
        "role_id": 9,
        "score": 0.0455,
        "slug": "cloud-architect",
        "total_count": 22
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "DNS"
        ],
        "role_id": 10,
        "score": 0.0455,
        "slug": "devops-engineer",
        "total_count": 22
      },
      {
        "display_name": "Cloud Security Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "VPN"
        ],
        "role_id": 23,
        "score": 0.0455,
        "slug": "cloud-security-engineer",
        "total_count": 22
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Cybersecurity Engineer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 5,
      "score": 0.5938,
      "slug": "cybersecurity-engineer",
      "total_count": null
    },
    "confidence": 0.5938,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Skill+KRA converge on cybersecurity-engineer (0.05/0.59); alias agrees (cybersecurity-engineer)"
  },
  "stage5_updates": {
    "centroid_n_after": 3,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 2421,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "LAN",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2422,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "WAN",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2423,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "WLAN",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2424,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "SD-WAN",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2425,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "Fortinet",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2426,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "BGP",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2427,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "OSPF",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2428,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "NGFW",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2429,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "Network Access Control",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2430,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "Cisco",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2431,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "BGP4",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2432,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "OSI model",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2433,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "TCP/IP",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2434,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "NAT/PAT",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2435,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "DHCP",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2436,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "TACACS",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2437,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "Wireshark",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2438,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "Network Management Systems",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2439,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "ITIL",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2440,
        "role_display_name": "Cybersecurity Engineer",
        "role_slug": "cybersecurity-engineer",
        "skill_name": "Change Management",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}

{
  "alias_matches": [
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 620,
      "existing_alias_text": "VPN",
      "input_term": "VPN",
      "matched_canonical": {
        "category_id": 10,
        "display_name": "VPN",
        "id": 304,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PROTOCOL",
        "slug": "vpn",
        "sub_category_id": 1373,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1285,
      "existing_alias_text": "DNS",
      "input_term": "DNS",
      "matched_canonical": {
        "category_id": 10,
        "display_name": "DNS",
        "id": 740,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PROTOCOL",
        "slug": "dns",
        "sub_category_id": 561,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Cloud Security Engineer",
      "id": 23,
      "rationale": null,
      "role_archetype": null,
      "slug": "cloud-security-engineer",
      "source": "db"
    },
    {
      "display_name": "Cybersecurity Engineer",
      "id": 5,
      "rationale": null,
      "role_archetype": null,
      "slug": "cybersecurity-engineer",
      "source": "db"
    },
    {
      "display_name": "DevOps Engineer",
      "id": 10,
      "rationale": null,
      "role_archetype": null,
      "slug": "devops-engineer",
      "source": "db"
    },
    {
      "display_name": "Cloud Architect",
      "id": 9,
      "rationale": null,
      "role_archetype": null,
      "slug": "cloud-architect",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Cybersecurity Engineer",
    "id": 5,
    "rationale": "The primary skills heavily lean towards network security, which aligns well with the Cybersecurity Engineer role.",
    "role_archetype": null,
    "slug": "cybersecurity-engineer",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Cloud Network Security Controls",
        "id": 242,
        "rationale": "Controls and techniques for protecting cloud traffic, remote access, and boundary exposure. This includes segmentation, firewalling, private connectivity, and cloud-native network inspection patterns.",
        "slug": "cloud-network-security-controls",
        "source": "db"
      },
      "input_skill": "VPN",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Cloud Security Engineer",
          "id": 23,
          "rationale": null,
          "role_archetype": null,
          "slug": "cloud-security-engineer",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Network Security Controls",
        "id": 60,
        "rationale": "Controls and techniques for protecting network traffic, remote access, and perimeter exposure. This cluster is coherent because it covers the protocols and enforcement points used to reduce lateral movement and unauthorized access.",
        "slug": "network-security-controls",
        "source": "db"
      },
      "input_skill": "VPN",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Cybersecurity Engineer",
          "id": 5,
          "rationale": null,
          "role_archetype": null,
          "slug": "cybersecurity-engineer",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Cloud Networking and Connectivity",
        "id": 153,
        "rationale": "Network primitives and connectivity patterns used to expose services and connect environments. DevOps engineers need this to troubleshoot deployment reachability, ingress, DNS, and environment-to-environment communication.",
        "slug": "cloud-networking-and-connectivity",
        "source": "db"
      },
      "input_skill": "DNS",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "DevOps Engineer",
          "id": 10,
          "rationale": null,
          "role_archetype": null,
          "slug": "devops-engineer",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Cloud Networking and Edge Connectivity",
        "id": 136,
        "rationale": "Network architecture for cloud environments, including segmentation, connectivity, and ingress/egress patterns. Cloud Architects use this to define trust boundaries and workload placement standards.",
        "slug": "cloud-networking-and-edge-connectivity",
        "source": "db"
      },
      "input_skill": "DNS",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Cloud Architect",
          "id": 9,
          "rationale": null,
          "role_archetype": null,
          "slug": "cloud-architect",
          "source": "db"
        }
      ]
    }
  ],
  "input_final_skills": [
    "LAN",
    "WAN",
    "WLAN",
    "SD-WAN",
    "Fortinet",
    "BGP",
    "OSPF",
    "NGFW",
    "VPN",
    "Network Access Control",
    "Cisco",
    "BGP4",
    "OSI model",
    "TCP/IP",
    "NAT/PAT",
    "DNS",
    "DHCP",
    "TACACS",
    "Wireshark",
    "Network Management Systems",
    "ITIL",
    "Change Management"
  ],
  "input_llm_skills": [
    "LAN",
    "WAN",
    "WLAN",
    "SD-WAN",
    "Fortinet",
    "BGP",
    "OSPF",
    "NGFW",
    "VPN",
    "Network Access Control",
    "Cisco",
    "BGP4",
    "OSI model",
    "TCP/IP",
    "NAT/PAT",
    "DNS",
    "DHCP",
    "TACACS",
    "Wireshark",
    "Network Management Systems",
    "ITIL",
    "Change Management"
  ],
  "new_aliases_persisted": 0,
  "run_id": "75cd1af2-4c0d-4852-8122-ca8685492154",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "LAN",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "lan",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "WAN",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "wan",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "WLAN",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "wlan",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "SD-WAN",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "sd-wan",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Fortinet",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Security Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "fortinet",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "BGP",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "bgp",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "OSPF",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "ospf",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "NGFW",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Security Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "ngfw",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "VPN",
          "alias_type": "CANONICAL",
          "id": 620,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 10,
        "display_name": "VPN",
        "id": 304,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PROTOCOL",
        "slug": "vpn",
        "sub_category_id": 1373,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Cloud Network Security Controls",
            "id": 242,
            "rationale": "Controls and techniques for protecting cloud traffic, remote access, and boundary exposure. This includes segmentation, firewalling, private connectivity, and cloud-native network inspection patterns.",
            "slug": "cloud-network-security-controls",
            "source": "db"
          },
          "input_skill": "VPN",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cloud Security Engineer",
              "id": 23,
              "rationale": null,
              "role_archetype": null,
              "slug": "cloud-security-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Network Security Controls",
            "id": 60,
            "rationale": "Controls and techniques for protecting network traffic, remote access, and perimeter exposure. This cluster is coherent because it covers the protocols and enforcement points used to reduce lateral movement and unauthorized access.",
            "slug": "network-security-controls",
            "source": "db"
          },
          "input_skill": "VPN",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cybersecurity Engineer",
              "id": 5,
              "rationale": null,
              "role_archetype": null,
              "slug": "cybersecurity-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "VPN",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Network Access Control",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "network-access-control",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Cisco",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "cisco",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "BGP4",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "bgp4",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "OSI model",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "osi-model",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "TCP/IP",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "tcp-ip",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "NAT/PAT",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "nat-pat",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "DNS",
          "alias_type": "CANONICAL",
          "id": 1285,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 10,
        "display_name": "DNS",
        "id": 740,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PROTOCOL",
        "slug": "dns",
        "sub_category_id": 561,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Cloud Networking and Connectivity",
            "id": 153,
            "rationale": "Network primitives and connectivity patterns used to expose services and connect environments. DevOps engineers need this to troubleshoot deployment reachability, ingress, DNS, and environment-to-environment communication.",
            "slug": "cloud-networking-and-connectivity",
            "source": "db"
          },
          "input_skill": "DNS",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "DevOps Engineer",
              "id": 10,
              "rationale": null,
              "role_archetype": null,
              "slug": "devops-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Cloud Networking and Edge Connectivity",
            "id": 136,
            "rationale": "Network architecture for cloud environments, including segmentation, connectivity, and ingress/egress patterns. Cloud Architects use this to define trust boundaries and workload placement standards.",
            "slug": "cloud-networking-and-edge-connectivity",
            "source": "db"
          },
          "input_skill": "DNS",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cloud Architect",
              "id": 9,
              "rationale": null,
              "role_archetype": null,
              "slug": "cloud-architect",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "DNS",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "DHCP",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "dhcp",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "TACACS",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "tacacs",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Wireshark",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "wireshark",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Network Management Systems",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "network-management-systems",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "ITIL",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Practice",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "itil",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Change Management",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Practice",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "change-management",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "LAN",
    "WAN",
    "WLAN",
    "SD-WAN",
    "Fortinet",
    "BGP",
    "OSPF",
    "NGFW",
    "Network Access Control",
    "Cisco",
    "BGP4",
    "OSI model",
    "TCP/IP",
    "NAT/PAT",
    "DHCP",
    "TACACS",
    "Wireshark",
    "Network Management Systems",
    "ITIL",
    "Change Management"
  ]
}

{
  "chosen_role": {
    "display_name": "Cybersecurity Engineer",
    "id": 5,
    "rationale": "The primary skills heavily lean towards network security, which aligns well with the Cybersecurity Engineer role.",
    "role_archetype": null,
    "slug": "cybersecurity-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "LAN",
      "tag": "new"
    },
    {
      "skill": "WAN",
      "tag": "new"
    },
    {
      "skill": "WLAN",
      "tag": "new"
    },
    {
      "skill": "SD-WAN",
      "tag": "new"
    },
    {
      "skill": "Fortinet",
      "tag": "new"
    },
    {
      "skill": "BGP",
      "tag": "new"
    },
    {
      "skill": "OSPF",
      "tag": "new"
    },
    {
      "skill": "NGFW",
      "tag": "new"
    },
    {
      "skill": "VPN",
      "tag": "in_db"
    },
    {
      "skill": "Network Access Control",
      "tag": "new"
    },
    {
      "skill": "Cisco",
      "tag": "new"
    },
    {
      "skill": "BGP4",
      "tag": "new"
    },
    {
      "skill": "OSI model",
      "tag": "new"
    },
    {
      "skill": "TCP/IP",
      "tag": "new"
    },
    {
      "skill": "NAT/PAT",
      "tag": "new"
    },
    {
      "skill": "DNS",
      "tag": "in_db"
    },
    {
      "skill": "DHCP",
      "tag": "new"
    },
    {
      "skill": "TACACS",
      "tag": "new"
    },
    {
      "skill": "Wireshark",
      "tag": "new"
    },
    {
      "skill": "Network Management Systems",
      "tag": "new"
    },
    {
      "skill": "ITIL",
      "tag": "new"
    },
    {
      "skill": "Change Management",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 5,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Cloud Network Security Controls",
          "id": 242,
          "rationale": "Controls and techniques for protecting cloud traffic, remote access, and boundary exposure. This includes segmentation, firewalling, private connectivity, and cloud-native network inspection patterns.",
          "slug": "cloud-network-security-controls",
          "source": "db"
        },
        "dimension_id": 242,
        "input_skill": "VPN",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Cloud Security Engineer",
            "id": 23,
            "rationale": null,
            "role_archetype": null,
            "slug": "cloud-security-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 304,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 5,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Network Security Controls",
          "id": 60,
          "rationale": "Controls and techniques for protecting network traffic, remote access, and perimeter exposure. This cluster is coherent because it covers the protocols and enforcement points used to reduce lateral movement and unauthorized access.",
          "slug": "network-security-controls",
          "source": "db"
        },
        "dimension_id": 60,
        "input_skill": "VPN",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Cybersecurity Engineer",
            "id": 5,
            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 304,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 5,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Cloud Networking and Connectivity",
          "id": 153,
          "rationale": "Network primitives and connectivity patterns used to expose services and connect environments. DevOps engineers need this to troubleshoot deployment reachability, ingress, DNS, and environment-to-environment communication.",
          "slug": "cloud-networking-and-connectivity",
          "source": "db"
        },
        "dimension_id": 153,
        "input_skill": "DNS",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 740,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 5,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Cloud Networking and Edge Connectivity",
          "id": 136,
          "rationale": "Network architecture for cloud environments, including segmentation, connectivity, and ingress/egress patterns. Cloud Architects use this to define trust boundaries and workload placement standards.",
          "slug": "cloud-networking-and-edge-connectivity",
          "source": "db"
        },
        "dimension_id": 136,
        "input_skill": "DNS",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Cloud Architect",
            "id": 9,
            "rationale": null,
            "role_archetype": null,
            "slug": "cloud-architect",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 740,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "75cd1af2-4c0d-4852-8122-ca8685492154"
}