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Pipeline run

38b9824a-55b0-4ce3-84b2-439b39e8ede0

Pipeline LLM cost (USD)
API 1: $0.0086 API 2: $0.0002 API 3: $0.0000 Total: $0.0088

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Linux Administration / Platform Operations
Administer Red Hat Linux servers, manage patching and upgrades with Satellite, troubleshoot and remediate Linux issues, and automate/configure systems with Ansible while maintaining security, compliance, and documentation.
"• Install, configure, and maintain Red Hat Linux servers, ensuring stability and performance across the environment."
Tech stack maturity
Mainstream Legacy
A Linux Systems Administrator role centered on Ansible typically indicates established infrastructure automation in traditional systems environments rather than cloud-native or bleeding-edge technology.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3):
Evidence — skills matched in JD (6)
Red Hat Linux Red Hat Satellite Ansible Linux Windows Cloud
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Red Hat Linux Red Hat Satellite Ansible Linux Windows Cloud
Show KRA description ↓
• Install, configure, and maintain Red Hat Linux servers, ensuring stability and performance across the environment. • Develop and manage patching policies and governance practices through Red Hat Satellite. • Perform system upgrades and regular maintenance to meet business and compliance requirements. • Provide advanced troubleshooting and escalation support for Linux-related issues, including root cause analysis and remediation. • Develop and maintain automation scripts to streamline system administration tasks. • Leverage tools such as Ansible to support system configuration, deployments, and change execution. • Continuously identify opportunities for process automation and operational efficiency. • Implement and maintain security controls to protect Linux systems against vulnerabilities and threats. • Ensure system hardening and patch compliance across all managed Red Hat environments. • Participate in audits and support documentation of controls and system configurations. • Work closely with cross-functional teams including Windows, storage, networking, and cloud to support infrastructure needs. • Document system configurations, procedures, and knowledge base articles for use by operations and support staff. • Participate in project planning and execution to support infrastructure or application initiatives requiring Linux expertise. • Monitor Linux system performance using enterprise tools and respond proactively to alerts. • Contribute to the continuous improvement of performance, availability, and capacity planning across supported systems.

Signals

Skill cloud-architect
0.25
Alias
KRA devops-engineer
0.59

Post-classification

Centroidupdated · n=3
Alias collision log
New-role queue
New skills captured4
New KRA capturedyes

Captured for admin review

Red Hat Linux primary Linux Systems Administrator pending
Red Hat Satellite primary Linux Systems Administrator pending
Linux primary Linux Systems Administrator pending
Windows Linux Systems Administrator pending
R&R fragment (sim 0.00) Linux Systems Administrator pending

• Install, configure, and maintain Red Hat Linux servers, ensuring stability and performance across the environment. • Develop and manage patching policies and governance practices through Red Hat Sat…

Status: completed Created: 2026-05-27T17:36:29.875877Z Updated: 2026-05-27T17:37:13.458106Z API 3 duration: 1546 ms
Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Linux Systems Administrator

domain · Infrastructure & Networking CASE DOMAIN

slug: linux-systems-administrator · id: 182 · source: db

Domain=Infrastructure & Networking; The JD is centered on Red Hat Linux server administration, patching, troubleshooting, automation, security hardening, and system monitoring, which best matches a Linux Systems Administrator role.

Matched skills

Red Hat LinuxRed Hat SatelliteAnsibleautomation scriptsroot cause analysissystem hardeningpatch complianceperformance monitoringcapacity planning

Matched dimensions

Linux Server AdministrationPatch Management and GovernanceInfrastructure AutomationLinux Security HardeningOperational TroubleshootingPerformance and Availability ManagementAudit and Controls SupportCross-functional Infrastructure Support

Matched KRAs

Install, configure, and maintain Red Hat Linux serversDevelop and manage patching policies and governance practicesPerform system upgrades and regular maintenanceProvide advanced troubleshooting and escalation supportDevelop and maintain automation scriptsLeverage tools such as AnsibleImplement and maintain security controlsEnsure system hardening and patch complianceDocument system configurations, procedures, and knowledge base articlesMonitor Linux system performance using enterprise tools

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

Job description

Job Description

We are seeking a highly skilled and motivated Red Hat Linux System Engineer to join our global IT infrastructure team. This role is responsible for the design, implementation, and support of our Linux-based systems and tools. The ideal candidate will have a strong foundation in Red Hat Linux administration and will contribute to the stability, performance, and security of our Linux environment through hands-on support, automation, patch governance, and cross-functional collaboration.

This position requires the ability to manage system lifecycles independently, troubleshoot complex issues, and work across teams to ensure availability and compliance in both on-prem and cloud environments.

Responsibilities

• Install, configure, and maintain Red Hat Linux servers, ensuring stability and performance across the environment.
• Develop and manage patching policies and governance practices through Red Hat Satellite.
• Perform system upgrades and regular maintenance to meet business and compliance requirements.
• Provide advanced troubleshooting and escalation support for Linux-related issues, including root cause analysis and remediation.
• Develop and maintain automation scripts to streamline system administration tasks.
• Leverage tools such as Ansible to support system configuration, deployments, and change execution.
• Continuously identify opportunities for process automation and operational efficiency.
• Implement and maintain security controls to protect Linux systems against vulnerabilities and threats.
• Ensure system hardening and patch compliance across all managed Red Hat environments.
• Participate in audits and support documentation of controls and system configurations.
• Work closely with cross-functional teams including Windows, storage, networking, and cloud to support infrastructure needs.
• Document system configurations, procedures, and knowledge base articles for use by operations and support staff.
• Participate in project planning and execution to support infrastructure or application initiatives requiring Linux expertise.
• Monitor Linux system performance using enterprise tools and respond proactively to alerts.
• Contribute to the continuous improvement of performance, availability, and capacity planning across supported systems.


Requirements

• Bachelor’s degree in Computer Science, Information Technology, or a related field; or equivalent work experience.
• 4 to 8 years of hands-on experience administering Red Hat Linux in an enterprise environment.
• Proficiency in Red Hat Satellite for system lifecycle and patch management.
• Strong scripting ability (e.g., Bash, Python, or Perl) to support automation and troubleshooting.
• Experience with infrastructure tools such as Ansible and Git/GitHub.Understanding of core network services and protocols (e.g., TCP/IP, DNS, DHCP, LDAP).
• Working familiarity with virtualization platforms such as VMware vCenter and KVM.
• Cloud experience with platforms such as Azure, AWS, or Oracle Cloud Infrastructure (OCI).
• Excellent analytical, troubleshooting, and communication skills.
• Ability to work independently while collaborating across distributed teams.
• Experience with Kubernetes and containerization technologies.
• Familiarity with CUPS print protocol and Solaris environments.
• Experience with Git version control workflows in an enterprise context
• Experience with Kubernetes and containerization technologies.
• Red Hat Certified Engineer (RHCE) or Red Hat Certified Architect (RHCA).


About Us

Every day, the oil and gas industry’s best minds put more than 150 years of experience to work to help our customers achieve lasting success.

We Power the Industry that Powers the World

Throughout every region in the world and across every area of drilling and production, our family of companies has provided the technical expertise, advanced equipment, and operational support necessary for success—now and in the future.

Global Family

We are a global family of thousands of individuals, working as one team to create a lasting impact for ourselves, our customers, and the communities where we live and work.

Purposeful Innovation

Through purposeful business innovation, product creation, and service delivery, we are driven to power the industry that powers the world better.

Service Above All

This drives us to anticipate our customers’ needs and work with them to deliver the finest products and services on time and on budget.

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

Red Hat Linux Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Operating Systems
Sub-category
general
Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Red Hat Satellite Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Infrastructure Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Ansible Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Ansible id=721 · ansible

Aliases — catalog

  • Ansible (CANONICAL) primary

Context tags (catalog)

AWX Ansible Tower CI/CD Jinja2 SSH YAML ad-hoc commands agentless ansible-galaxy ansible-vault automation collections configuration drift deployment facts handlers idempotency idempotent inventory modules orchestration playbook playbooks roles task templates

Stored enrichment (catalog DB)

Category
Tool
Sub-category
Configuration Management Tool
Vendor
Red Hat
License
apache_2
Year introduced
2012
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Commonly listed in DevOps/SRE job descriptions for config management and automation; strong GitHub usage and Red Hat/AWX ecosystem signal broad adoption.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
576
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Configuration Management Catalog dimension db id 133

    Library dimension (catalog)

    Roles linked in library: Cloud Architect, DevOps Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Configuration Management
configuration-management
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Linux Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Operating Systems
Sub-category
general
Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Windows Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Operating Systems
Sub-category
general
Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Cloud Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Cloud id=1572 · cloud

Aliases — catalog

  • Cloud (CANONICAL)

Context tags (catalog)

AWS Azure DevOps Docker Google Cloud IaaS Kubernetes PaaS SaaS cloud migration cloud security hybrid cloud microservices multi-cloud serverless

Stored enrichment (catalog DB)

Category
Domain
Sub-category
Cloud Computing
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: Cloud is a hiring-pipeline staple: AWS, Azure, and GCP appear in a large share of modern infrastructure JDs, and major vendors continue expanding cloud services rather than sunsetting them.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
37
Sub-category id
1177
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Cloud Platforms Catalog dimension db id 20

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Backend Developer, Cyber Security Engineer, Data Engineer, DevOps Engineer, Fullstack Developer, Go Backend Developer, Java Backend Developer, Kotlin Backend Developer, ML Engineer, MLOps Engineer, Node.js Backend Developer, Python Backend Developer, Scala Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Cloud Platforms
cloud-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

All API 3 persistence rows

Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
Ansible in_db
Configuration Management
configuration-management
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Cloud in_db
Cloud Platforms
cloud-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Red Hat Linux | type=Operating Systems subtype=general nature=PLATFORM lifespan=EVERGREEN
canonical_skill_proposed Red Hat Satellite | type=Infrastructure Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Linux | type=Operating Systems subtype=general nature=PLATFORM lifespan=EVERGREEN
canonical_skill_proposed Windows | type=Operating Systems subtype=general nature=PLATFORM lifespan=EVERGREEN
nano JD Parser — gpt-4.1-nano click to toggle
RoleRed Hat Linux System Engineer
Experience4 to 8 years of hands-on experience administering Red Hat Linux in an enterprise environment.
DomainOther
JD type pass

Certifications

Red Hat Certified Engineer (RHCE) Red Hat Certified Architect (RHCA)
Show raw JSON
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  "experience": {
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      "word_count": 233
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API 1 — extract-from-jd click to toggle
{
  "final_skills": [
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      "skill_name": "Red Hat Linux"
    },
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      "is_primary": true,
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      "is_primary": false,
      "skill_name": "Windows"
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      "is_primary": false,
      "skill_name": "Cloud"
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  "nano_parsed": {
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  "rejected": false,
  "rejection_reason": null,
  "run_id": "38b9824a-55b0-4ce3-84b2-439b39e8ede0",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Sets up and maintains development, staging, and production environments with consistent configuration management using Ansible, Puppet, or Chef.",
            "sentence": "Leverage tools such as Ansible to support system configuration, deployments, and change execution.",
            "similarity": 0.6877
          },
          {
            "kra_text": "Writes runbooks, deployment guides, incident playbooks, and infrastructure documentation to support operations and knowledge sharing.",
            "sentence": "Document system configurations, procedures, and knowledge base articles for use by operations and support staff.",
            "similarity": 0.5559
          },
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            "similarity": 0.6115
          },
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            "kra_text": "Hardens system and service configurations, applies security baselines, removes unnecessary services, and reduces attack surface across infrastructure.",
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            "similarity": 0.5857
          },
          {
            "kra_text": "Conducts security posture assessments, vulnerability scans, and penetration testing to identify weaknesses and evaluate overall system security.",
            "sentence": "Implement and maintain security controls to protect Linux systems against vulnerabilities and threats.",
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        "matched_count": null,
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        "total_count": null
      },
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          },
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            "kra_text": "Adds structured logging, metrics, distributed tracing, and alerting to improve system observability and support production debugging.",
            "sentence": "Monitor Linux system performance using enterprise tools and respond proactively to alerts.",
            "similarity": 0.5732
          },
          {
            "kra_text": "Configures Docker containers, deployment descriptors, environment variables, and CI/CD pipeline stages for backend service releases.",
            "sentence": "Leverage tools such as Ansible to support system configuration, deployments, and change execution.",
            "similarity": 0.491
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 0.5523,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "Scala Backend Developer",
        "kra_matches": [
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "Monitor Linux system performance using enterprise tools and respond proactively to alerts.",
            "similarity": 0.5222
          },
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            "kra_text": "automated backend checks",
            "sentence": "Develop and maintain automation scripts to streamline system administration tasks.",
            "similarity": 0.5071
          },
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            "kra_text": "performance and reliability tuning",
            "sentence": "Contribute to the continuous improvement of performance, availability, and capacity planning across supported systems.",
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          }
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        "matched_count": null,
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        "role_id": 87,
        "score": 0.5034,
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        "total_count": null
      },
      {
        "display_name": "Data Engineer",
        "kra_matches": [
          {
            "kra_text": "Monitors pipeline health, SLA breach alerts, and job failure notifications, and performs root cause analysis for data pipeline incidents.",
            "sentence": "Monitor Linux system performance using enterprise tools and respond proactively to alerts.",
            "similarity": 0.5176
          },
          {
            "kra_text": "Maintains data catalog entries, column-level data lineage, and technical documentation to support data discoverability and governance across the organization.",
            "sentence": "Document system configurations, procedures, and knowledge base articles for use by operations and support staff.",
            "similarity": 0.5101
          },
          {
            "kra_text": "Monitors pipeline health, SLA breach alerts, and job failure notifications, and performs root cause analysis for data pipeline incidents.",
            "sentence": "Provide advanced troubleshooting and escalation support for Linux-related issues, including root cause analysis and remediation.",
            "similarity": 0.4724
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 2,
        "score": 0.5,
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        "total_count": null
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    ],
    "skill_match_roles": [
      {
        "display_name": "Cloud Architect",
        "kra_matches": null,
        "matched_count": 1,
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          "Ansible"
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        "role_id": 9,
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        "total_count": 4
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Ansible"
        ],
        "role_id": 10,
        "score": 0.25,
        "slug": "devops-engineer",
        "total_count": 4
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Linux Systems Administrator",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 182,
      "score": 0.99,
      "slug": "linux-systems-administrator",
      "total_count": null
    },
    "confidence": 0.99,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Linux Server Administration",
      "Patch Management and Governance",
      "Infrastructure Automation",
      "Linux Security Hardening",
      "Operational Troubleshooting",
      "Performance and Availability Management",
      "Audit and Controls Support",
      "Cross-functional Infrastructure Support"
    ],
    "matched_kras": [
      "Install, configure, and maintain Red Hat Linux servers",
      "Develop and manage patching policies and governance practices",
      "Perform system upgrades and regular maintenance",
      "Provide advanced troubleshooting and escalation support",
      "Develop and maintain automation scripts",
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      "Implement and maintain security controls",
      "Ensure system hardening and patch compliance",
      "Document system configurations, procedures, and knowledge base articles",
      "Monitor Linux system performance using enterprise tools"
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    "matched_skills": [
      "Red Hat Linux",
      "Red Hat Satellite",
      "Ansible",
      "automation scripts",
      "root cause analysis",
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      "patch compliance",
      "performance monitoring",
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    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Infrastructure \u0026 Networking; The JD is centered on Red Hat Linux server administration, patching, troubleshooting, automation, security hardening, and system monitoring, which best matches a Linux Systems Administrator role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 3,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1868,
      "r_and_r_preview": "\u2022 Install, configure, and maintain Red Hat Linux servers, ensuring stability and performance across the environment.\n\u2022 Develop and manage patching policies and governance practices through Red Hat Sat",
      "role_display_name": "Linux Systems Administrator",
      "role_slug": "linux-systems-administrator",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 24400,
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        "role_slug": "linux-systems-administrator",
        "skill_name": "Red Hat Linux",
        "status": "pending"
      },
      {
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        "skill_name": "Red Hat Satellite",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24402,
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        "role_slug": "linux-systems-administrator",
        "skill_name": "Linux",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 24403,
        "role_display_name": "Linux Systems Administrator",
        "role_slug": "linux-systems-administrator",
        "skill_name": "Windows",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
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      "matched_via": "alias"
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    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 2518,
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        "is_also_category": false,
        "is_extractable": true,
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      "matched_via": "alias"
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      "source_tag": "llm",
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          ]
        }
      ],
      "input_skill": "Cloud",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Red Hat Linux",
    "Red Hat Satellite",
    "Linux",
    "Windows"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Linux Systems Administrator",
    "id": 182,
    "rationale": "Domain=Infrastructure \u0026 Networking; The JD is centered on Red Hat Linux server administration, patching, troubleshooting, automation, security hardening, and system monitoring, which best matches a Linux Systems Administrator role.",
    "role_archetype": null,
    "slug": "linux-systems-administrator",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Red Hat Linux",
      "tag": "new"
    },
    {
      "skill": "Red Hat Satellite",
      "tag": "new"
    },
    {
      "skill": "Ansible",
      "tag": "in_db"
    },
    {
      "skill": "Linux",
      "tag": "new"
    },
    {
      "skill": "Windows",
      "tag": "new"
    },
    {
      "skill": "Cloud",
      "tag": "in_db"
    }
  ],
  "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": 182,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Configuration Management",
          "id": 133,
          "rationale": "Host and fleet configuration tools used to standardize operating system state, bootstrap servers, and enforce baseline settings. This is distinct from IaC because it focuses on in-guest configuration rather than cloud resource provisioning.",
          "slug": "configuration-management",
          "source": "db"
        },
        "dimension_id": 133,
        "input_skill": "Ansible",
        "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"
          },
          {
            "display_name": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 721,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 182,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Cloud Platforms",
          "id": 20,
          "rationale": "Underlying cloud providers that host the managed services or infrastructure used by the role, such as AWS, Azure, and GCP.",
          "slug": "cloud-platforms",
          "source": "db"
        },
        "dimension_id": 20,
        "input_skill": "Cloud",
        "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": ".NET Backend Developer",
            "id": 83,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "dotnet-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Backend Developer",
            "id": 1,
            "rationale": null,
            "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
            "slug": "backend-engineer",
            "source": "db"
          },
          {
            "display_name": "Cyber Security Engineer",
            "id": 5,
            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          },
          {
            "display_name": "Data Engineer",
            "id": 2,
            "rationale": null,
            "role_archetype": null,
            "slug": "data-engineer",
            "source": "db"
          },
          {
            "display_name": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 15,
            "rationale": null,
            "role_archetype": null,
            "slug": "full-stack-engineer",
            "source": "db"
          },
          {
            "display_name": "Go Backend Developer",
            "id": 81,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "go-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Java Backend Developer",
            "id": 79,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "java-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Kotlin Backend Developer",
            "id": 84,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "kotlin-server-backend-developer",
            "source": "db"
          },
          {
            "display_name": "ML Engineer",
            "id": 3,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-engineer",
            "source": "db"
          },
          {
            "display_name": "MLOps Engineer",
            "id": 16,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-ops-engineer",
            "source": "db"
          },
          {
            "display_name": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Python Backend Developer",
            "id": 80,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "python-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Scala Backend Developer",
            "id": 87,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "scala-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1572,
        "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": "38b9824a-55b0-4ce3-84b2-439b39e8ede0"
}