Pipeline run
38b9824a-55b0-4ce3-84b2-439b39e8ede0
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
• 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…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Linux Systems Administrator
domain · Infrastructure & Networking CASE DOMAINslug: 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
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
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.
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Operating Systems
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Infrastructure Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Ansible (CANONICAL) primary
Context tags (catalog)
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) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Operating Systems
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Operating Systems
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Aliases — catalog
- Cloud (CANONICAL)
Context tags (catalog)
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
Certifications
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Every day, the oil and",
"last_5_words": "on time and on budget."
},
"text": "Every day, the oil and gas industry\u2019s best minds put more than 150 years of experience to work to help our customers achieve lasting success.\n\nWe Power the Industry that Powers the World\n\nThroughout 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\u2014now and in the future.\n\nGlobal Family\n\nWe 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.\n\nPurposeful Innovation\n\nThrough purposeful business innovation, product creation, and service delivery, we are driven to power the industry that powers the world better.\n\nService Above All\n\nThis drives us to anticipate our customers\u2019 needs and work with them to deliver the finest products and services on time and on budget.",
"word_count": 164
},
"certifications": [
"Red Hat Certified Engineer (RHCE)",
"Red Hat Certified Architect (RHCA)"
],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or related)",
"raw": "Bachelor\u2019s degree in Computer Science, Information Technology, or a related field; or equivalent work experience.",
"requirement": "required"
}
],
"experience": {
"max": 8,
"min": 4,
"raw": "4 to 8 years of hands-on experience administering Red Hat Linux in an enterprise environment."
},
"job_locations": [],
"role": "Red Hat Linux System Engineer",
"role_aliases": [
"Linux System Engineer",
"Linux Administrator",
"Systems Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 15,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Install, configure, and maintain",
"last_5_words": "performance, availability, and capacity planning."
},
"text": "\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 Satellite.\n\u2022 Perform system upgrades and regular maintenance to meet business and compliance requirements.\n\u2022 Provide advanced troubleshooting and escalation support for Linux-related issues, including root cause analysis and remediation.\n\u2022 Develop and maintain automation scripts to streamline system administration tasks.\n\u2022 Leverage tools such as Ansible to support system configuration, deployments, and change execution.\n\u2022 Continuously identify opportunities for process automation and operational efficiency.\n\u2022 Implement and maintain security controls to protect Linux systems against vulnerabilities and threats.\n\u2022 Ensure system hardening and patch compliance across all managed Red Hat environments.\n\u2022 Participate in audits and support documentation of controls and system configurations.\n\u2022 Work closely with cross-functional teams including Windows, storage, networking, and cloud to support infrastructure needs.\n\u2022 Document system configurations, procedures, and knowledge base articles for use by operations and support staff.\n\u2022 Participate in project planning and execution to support infrastructure or application initiatives requiring Linux expertise.\n\u2022 Monitor Linux system performance using enterprise tools and respond proactively to alerts.\n\u2022 Contribute to the continuous improvement of performance, availability, and capacity planning across supported systems.",
"word_count": 233
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Red Hat Linux"
},
{
"is_primary": true,
"skill_name": "Red Hat Satellite"
},
{
"is_primary": true,
"skill_name": "Ansible"
},
{
"is_primary": true,
"skill_name": "Linux"
},
{
"is_primary": false,
"skill_name": "Windows"
},
{
"is_primary": false,
"skill_name": "Cloud"
}
],
"jd_role": {
"display_name": "Red Hat Linux System Engineer",
"rationale": null,
"role_aliases": [
"Linux System Engineer",
"Linux Administrator",
"Systems Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Every day, the oil and",
"last_5_words": "on time and on budget."
},
"text": "Every day, the oil and gas industry\u2019s best minds put more than 150 years of experience to work to help our customers achieve lasting success.\n\nWe Power the Industry that Powers the World\n\nThroughout 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\u2014now and in the future.\n\nGlobal Family\n\nWe 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.\n\nPurposeful Innovation\n\nThrough purposeful business innovation, product creation, and service delivery, we are driven to power the industry that powers the world better.\n\nService Above All\n\nThis drives us to anticipate our customers\u2019 needs and work with them to deliver the finest products and services on time and on budget.",
"word_count": 164
},
"certifications": [
"Red Hat Certified Engineer (RHCE)",
"Red Hat Certified Architect (RHCA)"
],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or related)",
"raw": "Bachelor\u2019s degree in Computer Science, Information Technology, or a related field; or equivalent work experience.",
"requirement": "required"
}
],
"experience": {
"max": 8,
"min": 4,
"raw": "4 to 8 years of hands-on experience administering Red Hat Linux in an enterprise environment."
},
"job_locations": [],
"role": "Red Hat Linux System Engineer",
"role_aliases": [
"Linux System Engineer",
"Linux Administrator",
"Systems Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 15,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Install, configure, and maintain",
"last_5_words": "performance, availability, and capacity planning."
},
"text": "\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 Satellite.\n\u2022 Perform system upgrades and regular maintenance to meet business and compliance requirements.\n\u2022 Provide advanced troubleshooting and escalation support for Linux-related issues, including root cause analysis and remediation.\n\u2022 Develop and maintain automation scripts to streamline system administration tasks.\n\u2022 Leverage tools such as Ansible to support system configuration, deployments, and change execution.\n\u2022 Continuously identify opportunities for process automation and operational efficiency.\n\u2022 Implement and maintain security controls to protect Linux systems against vulnerabilities and threats.\n\u2022 Ensure system hardening and patch compliance across all managed Red Hat environments.\n\u2022 Participate in audits and support documentation of controls and system configurations.\n\u2022 Work closely with cross-functional teams including Windows, storage, networking, and cloud to support infrastructure needs.\n\u2022 Document system configurations, procedures, and knowledge base articles for use by operations and support staff.\n\u2022 Participate in project planning and execution to support infrastructure or application initiatives requiring Linux expertise.\n\u2022 Monitor Linux system performance using enterprise tools and respond proactively to alerts.\n\u2022 Contribute to the continuous improvement of performance, availability, and capacity planning across supported systems.",
"word_count": 233
}
],
"urls": []
},
"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
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Work closely with cross-functional teams including Windows, storage, networking, and cloud to support infrastructure needs.",
"similarity": 0.525
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.5895,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Cyber Security Engineer",
"kra_matches": [
{
"kra_text": "Leads security incident response investigations including forensic analysis, malware triage, containment actions, and post-incident remediation coordination.",
"sentence": "Provide advanced troubleshooting and escalation support for Linux-related issues, including root cause analysis and remediation.",
"similarity": 0.6115
},
{
"kra_text": "Hardens system and service configurations, applies security baselines, removes unnecessary services, and reduces attack surface across infrastructure.",
"sentence": "Ensure system hardening and patch compliance across all managed Red Hat environments.",
"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.",
"similarity": 0.534
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 5,
"score": 0.5771,
"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": "Provide advanced troubleshooting and escalation support for Linux-related issues, including root cause analysis and remediation.",
"similarity": 0.5929
},
{
"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
},
{
"kra_text": "automated backend checks",
"sentence": "Develop and maintain automation scripts to streamline system administration tasks.",
"similarity": 0.5071
},
{
"kra_text": "performance and reliability tuning",
"sentence": "Contribute to the continuous improvement of performance, availability, and capacity planning across supported systems.",
"similarity": 0.481
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 87,
"score": 0.5034,
"slug": "scala-backend-developer",
"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
}
],
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"role_id": 2,
"score": 0.5,
"slug": "data-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Cloud Architect",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Ansible"
],
"role_id": 9,
"score": 0.25,
"slug": "cloud-architect",
"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",
"Leverage tools such as Ansible",
"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"
],
"matched_skills": [
"Red Hat Linux",
"Red Hat Satellite",
"Ansible",
"automation scripts",
"root cause analysis",
"system hardening",
"patch compliance",
"performance monitoring",
"capacity planning"
],
"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,
"role_display_name": "Linux Systems Administrator",
"role_slug": "linux-systems-administrator",
"skill_name": "Red Hat Linux",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 24401,
"role_display_name": "Linux Systems Administrator",
"role_slug": "linux-systems-administrator",
"skill_name": "Red Hat Satellite",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 24402,
"role_display_name": "Linux Systems Administrator",
"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
{
"alias_matches": [
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 1262,
"existing_alias_text": "Ansible",
"input_term": "Ansible",
"matched_canonical": {
"category_id": 13,
"display_name": "Ansible",
"id": 721,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "TOOL",
"slug": "ansible",
"sub_category_id": 576,
"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": 2518,
"existing_alias_text": "Cloud",
"input_term": "Cloud",
"matched_canonical": {
"category_id": 37,
"display_name": "Cloud",
"id": 1572,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "cloud",
"sub_category_id": 1177,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
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"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
},
{
"display_name": "DevOps Engineer",
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"slug": "devops-engineer",
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},
{
"display_name": ".NET Backend Developer",
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"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
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},
{
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"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": "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"
}
],
"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"
},
"dimensions": [
{
"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"
},
"input_skill": "Ansible",
"llm_role": null,
"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"
}
]
},
{
"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"
},
"input_skill": "Cloud",
"llm_role": null,
"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"
}
]
}
],
"input_final_skills": [
"Red Hat Linux",
"Red Hat Satellite",
"Ansible",
"Linux",
"Windows",
"Cloud"
],
"input_llm_skills": [
"Red Hat Linux",
"Red Hat Satellite",
"Ansible",
"Linux",
"Windows",
"Cloud"
],
"new_aliases_persisted": 0,
"run_id": "38b9824a-55b0-4ce3-84b2-439b39e8ede0",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Red Hat Linux",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Operating Systems",
"skill_nature": "PLATFORM",
"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": "red-hat-linux",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Red Hat Satellite",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Infrastructure 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": "red-hat-satellite",
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"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "Ansible",
"alias_type": "CANONICAL",
"id": 1262,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 13,
"display_name": "Ansible",
"id": 721,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "TOOL",
"slug": "ansible",
"sub_category_id": 576,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
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"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"
},
"input_skill": "Ansible",
"llm_role": null,
"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"
}
]
}
],
"input_skill": "Ansible",
"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": "Linux",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
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"skill_nature": "PLATFORM",
"sub_category": "general",
"typical_lifespan": "EVERGREEN",
"version_strategy": "UNVERSIONED",
"volatility": "STABLE"
},
"enrichment": null,
"keep_log": [],
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"merge_log": [],
"placed": null,
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"skill_id": "linux",
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},
"source_tag": "llm",
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},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Windows",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
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"typical_lifespan": "EVERGREEN",
"version_strategy": "UNVERSIONED",
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},
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"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "windows",
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"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "Cloud",
"alias_type": "CANONICAL",
"id": 2518,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 37,
"display_name": "Cloud",
"id": 1572,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "cloud",
"sub_category_id": 1177,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cloud Platforms",
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"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"
},
"input_skill": "Cloud",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
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"role_archetype": "Engineering",
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},
{
"display_name": "Backend Developer",
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"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"
}
]
}
],
"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
{
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"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,
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"difficulty_hint": "well_known",
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"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.",
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},
"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",
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"slug": "cloud-architect",
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},
{
"display_name": "DevOps Engineer",
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}
],
"skill_dimension_saved": true,
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},
{
"chosen_role_id": 182,
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"difficulty_hint": "well_known",
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},
"dimension_id": 20,
"input_skill": "Cloud",
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"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",
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},
{
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},
{
"display_name": "Cyber Security Engineer",
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},
{
"display_name": "Data Engineer",
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},
{
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},
{
"display_name": "Fullstack Developer",
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},
{
"display_name": "Go Backend Developer",
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"role_archetype": "Engineering",
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},
{
"display_name": "Java Backend Developer",
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},
{
"display_name": "Kotlin Backend Developer",
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"role_archetype": "Engineering",
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},
{
"display_name": "ML Engineer",
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},
{
"display_name": "MLOps Engineer",
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"slug": "ml-ops-engineer",
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},
{
"display_name": "Node.js Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
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},
{
"display_name": "Python Backend Developer",
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"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
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"role_archetype": "Engineering",
"slug": "scala-backend-developer",
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}
],
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}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "38b9824a-55b0-4ce3-84b2-439b39e8ede0"
}