Pipeline run
7704ed60-d1de-40ad-8a86-e185920d6e8e
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Infrastructure Engineer
CASE Aslug: infrastructure-engineer · id: 178 · source: db
Multi-alias tie (3 roles at 1.0) resolved by TIER_B_TITLE: Infrastructure Engineer
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Job Role Summary Middleware Infrastructure Engineers ensure the stability, integrity, and efficient operation of web and application server tiers. This is achieved by monitoring, maintaining, supporting, and optimizing all web and application servers assigned. The Middleware Infrastructure Engineer will apply proven communication, analytical, and problem-solving skills to help identify, communicate, and resolve issues in order to maximize the benefit of IT systems. Duties And Responsibilities Consistently provides proven, formal mentorship High complexity assignments - owner Moderate complexity assignments - owner (1 or >) Low complexity assignments - provide oversight/review Regularly lead self and others and/or established as Product SME and/or established as specialist Understands How Whole Picture Aligns To Overall Ensono Strategy Resolve issues, manage workload and balance priorities through frequent interruptions while meeting specific, time-sensitive deadlines Mentors Others With Less Experience Defines standards and best practices for managing supported managed middleware products Plans/Coordinates DR test for supported managed middleware products Plans/Coordinates upgrades for supported managed middleware products Identifies/schedules available training for appropriate managed middleware products Participates in establishments of managed middleware product guidelines, policies & audit procedures Execute the roll out of complex upgrades Understand external events that may impact applications or systems (networking, operations, etc.) Define the process for regular occurring supported middleware infrastructure upgrades Supervisory Responsibilities This position does not have direct reports but may mentor less experienced associates in the role. RECRUITING INFORMATION Specific hiring needs may vary by location, industry, client, internal department and other business related factors. The qualifications section lists examples that may be used as guidance when populating required and preferred skills sections of recruiting requisitions / job postings. Qualifications Required Typically requires a minimum of 7 years of related experience with a Bachelor's degree; or 6 years and a Master's degree; or a PhD with 3 years experience; or equivalent work experience Preferred Detailed knowledge of Ensono products. Certified in one or more web or application server technologies. Strong understanding of multiple operating systems, web servers and application servers. Capable of troubleshooting complex web/application server problems. Travel % 10%
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Aliases — catalog
- middleware (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Request Middleware
- Confidence
- 0.70
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Request middleware is a standard pattern in major web frameworks (Express, Django, ASP.NET Core) and appears routinely in job descriptions for backend/API roles; it’s a common hiring-pipeline expectation rather than a niche specialty.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 3510
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
ASP.NET Core Web Frameworks Catalog dimension db id 363
Library dimension (catalog)
Roles linked in library: .NET Backend Developer
-
HTTP Request Handling Catalog dimension db id 410
Library dimension (catalog)
Roles linked in library: PHP Backend Developer
-
HTTP Services and Routing Catalog dimension db id 368
Library dimension (catalog)
Roles linked in library: Go Backend Developer
-
Web Application Frameworks Catalog dimension db id 2
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer, Java Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer
-
Web Service Frameworks Catalog dimension db id 390
Library dimension (catalog)
Roles linked in library: Kotlin Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
ASP.NET Core Web Frameworks
asp-net-core-web-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
HTTP Request Handling
http-request-handling
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
HTTP Services and Routing
http-services-and-routing
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Web Application Frameworks
web-application-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Web Service Frameworks
web-service-frameworks
|
✓ | — | 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
- Infrastructure Tools
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- major upgrades (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Software Upgrade Process
- Confidence
- 0.84
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Major upgrades are a standard software release practice; job descriptions for platform/SRE/release engineering commonly mention upgrade planning, version migrations, and rollback strategy across databases, frameworks, and cloud services.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 2443
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Drupal Upgrade and Patch Management Catalog dimension db id 357
Library dimension (catalog)
Roles linked in library: Drupal Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Drupal Upgrade and Patch Management
drupal-upgrade-and-patch-management
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Infrastructure Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Networking
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Operations
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
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 |
|---|---|---|---|---|---|---|
| Middleware | in_db |
ASP.NET Core Web Frameworks
asp-net-core-web-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Middleware | in_db |
HTTP Request Handling
http-request-handling
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Middleware | in_db |
HTTP Services and Routing
http-services-and-routing
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Middleware | in_db |
Web Application Frameworks
web-application-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Middleware | in_db |
Web Service Frameworks
web-service-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Upgrades | new |
Drupal Upgrade and Patch Management
drupal-upgrade-and-patch-management
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Infrastructure | type=Infrastructure Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Disaster Recovery | type=Infrastructure Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Networking | type=Networking subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Operations | type=Operations subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| dimension_skill_link_proposed | Upgrades ↔ Drupal Upgrade and Patch Management |
nano JD Parser — gpt-4.1-nano click to toggle
Certifications
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [
"Certified in one or more web or application server technologies"
],
"company_name": "Ensono",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Any Discipline",
"raw": "Typically requires a minimum of 7 years of related experience with a Bachelor\u0027s degree; or 6 years and a Master\u0027s degree; or a PhD with 3 years experience; or equivalent work experience",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 6,
"raw": "Typically requires a minimum of 7 years of related experience with a Bachelor\u0027s degree; or 6 years and a Master\u0027s degree; or a PhD with 3 years experience; or equivalent work experience"
},
"job_locations": [],
"role": "Middleware Infrastructure Engineer",
"role_aliases": [
"Middleware Engineer",
"Infrastructure Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 13,
"heading": "Duties And Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Consistently provides proven, formal mentorship",
"last_5_words": "supported middleware infrastructure upgrades"
},
"text": "Consistently provides proven, formal mentorship\nHigh complexity assignments - owner\nModerate complexity assignments - owner (1 or \u003e)\nLow complexity assignments - provide oversight/review\nRegularly lead self and others and/or established as Product SME and/or established as specialist\nUnderstands How Whole Picture Aligns To Overall Ensono Strategy\nResolve issues, manage workload and balance priorities through frequent interruptions while meeting specific, time-sensitive deadlines\nMentors Others With Less Experience\nDefines standards and best practices for managing supported managed middleware products\nPlans/Coordinates DR test for supported managed middleware products\nPlans/Coordinates upgrades for supported managed middleware products\nIdentifies/schedules available training for appropriate managed middleware products\nParticipates in establishments of managed middleware product guidelines, policies \u0026 audit procedures\nExecute the roll out of complex upgrades\nUnderstand external events that may impact applications or systems (networking, operations, etc.)\nDefine the process for regular occurring supported middleware infrastructure upgrades",
"word_count": 169
},
{
"bullet_count": 0,
"heading": "Supervisory Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "This position does not have",
"last_5_words": "associates in the role."
},
"text": "This position does not have direct reports but may mentor less experienced associates in the role.",
"word_count": 19
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Middleware"
},
{
"is_primary": true,
"skill_name": "Infrastructure"
},
{
"is_primary": true,
"skill_name": "Upgrades"
},
{
"is_primary": true,
"skill_name": "Disaster Recovery"
},
{
"is_primary": false,
"skill_name": "Networking"
},
{
"is_primary": false,
"skill_name": "Operations"
}
],
"jd_role": {
"display_name": "Middleware Infrastructure Engineer",
"rationale": null,
"role_aliases": [
"Middleware Engineer",
"Infrastructure Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [
"Certified in one or more web or application server technologies"
],
"company_name": "Ensono",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Any Discipline",
"raw": "Typically requires a minimum of 7 years of related experience with a Bachelor\u0027s degree; or 6 years and a Master\u0027s degree; or a PhD with 3 years experience; or equivalent work experience",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 6,
"raw": "Typically requires a minimum of 7 years of related experience with a Bachelor\u0027s degree; or 6 years and a Master\u0027s degree; or a PhD with 3 years experience; or equivalent work experience"
},
"job_locations": [],
"role": "Middleware Infrastructure Engineer",
"role_aliases": [
"Middleware Engineer",
"Infrastructure Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 13,
"heading": "Duties And Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Consistently provides proven, formal mentorship",
"last_5_words": "supported middleware infrastructure upgrades"
},
"text": "Consistently provides proven, formal mentorship\nHigh complexity assignments - owner\nModerate complexity assignments - owner (1 or \u003e)\nLow complexity assignments - provide oversight/review\nRegularly lead self and others and/or established as Product SME and/or established as specialist\nUnderstands How Whole Picture Aligns To Overall Ensono Strategy\nResolve issues, manage workload and balance priorities through frequent interruptions while meeting specific, time-sensitive deadlines\nMentors Others With Less Experience\nDefines standards and best practices for managing supported managed middleware products\nPlans/Coordinates DR test for supported managed middleware products\nPlans/Coordinates upgrades for supported managed middleware products\nIdentifies/schedules available training for appropriate managed middleware products\nParticipates in establishments of managed middleware product guidelines, policies \u0026 audit procedures\nExecute the roll out of complex upgrades\nUnderstand external events that may impact applications or systems (networking, operations, etc.)\nDefine the process for regular occurring supported middleware infrastructure upgrades",
"word_count": 169
},
{
"bullet_count": 0,
"heading": "Supervisory Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "This position does not have",
"last_5_words": "associates in the role."
},
"text": "This position does not have direct reports but may mentor less experienced associates in the role.",
"word_count": 19
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "7704ed60-d1de-40ad-8a86-e185920d6e8e",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "DevOps Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 1.0,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Infrastructure Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 178,
"score": 1.0,
"slug": "infrastructure-engineer",
"total_count": null
},
{
"display_name": "Integration / Middleware Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 210,
"score": 1.0,
"slug": "integration-middleware-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Magento Dev",
"kra_matches": [
{
"kra_text": "upgrade-safe customization maintenance",
"sentence": "Define the process for regular occurring supported middleware infrastructure upgrades",
"similarity": 0.495
},
{
"kra_text": "upgrade-safe customization maintenance",
"sentence": "Execute the roll out of complex upgrades",
"similarity": 0.4685
},
{
"kra_text": "upgrade-safe customization maintenance",
"sentence": "Plans/Coordinates upgrades for supported managed middleware products",
"similarity": 0.4445
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 231,
"score": 0.4694,
"slug": "magento-dev",
"total_count": null
},
{
"display_name": "MLOps Engineer",
"kra_matches": [
{
"kra_text": "Coordinates model promotion workflows across development, staging, and production environments including integration testing and data contract validation.",
"sentence": "Plans/Coordinates DR test for supported managed middleware products",
"similarity": 0.4846
},
{
"kra_text": "Defines and executes model rollback procedures including traffic shifting, shadow deployment cutover, and incident-triggered rollback automation.",
"sentence": "Execute the roll out of complex upgrades",
"similarity": 0.4624
},
{
"kra_text": "Coordinates model promotion workflows across development, staging, and production environments including integration testing and data contract validation.",
"sentence": "Plans/Coordinates upgrades for supported managed middleware products",
"similarity": 0.4575
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 16,
"score": 0.4682,
"slug": "ml-ops-engineer",
"total_count": null
},
{
"display_name": "Cyber Security Engineer",
"kra_matches": [
{
"kra_text": "Reviews and enforces access control policies, privilege escalation procedures, role-based access control, and identity governance workflows.",
"sentence": "Participates in establishments of managed middleware product guidelines, policies \u0026 audit procedures",
"similarity": 0.5043
},
{
"kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
"sentence": "Defines standards and best practices for managing supported managed middleware products",
"similarity": 0.4667
},
{
"kra_text": "Conducts security posture assessments, vulnerability scans, and penetration testing to identify weaknesses and evaluate overall system security.",
"sentence": "Understand external events that may impact applications or systems (networking, operations, etc. )",
"similarity": 0.4256
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 5,
"score": 0.4655,
"slug": "cybersecurity-engineer",
"total_count": null
},
{
"display_name": "Drupal Dev",
"kra_matches": [
{
"kra_text": "external system integration",
"sentence": "Understand external events that may impact applications or systems (networking, operations, etc. )",
"similarity": 0.4576
},
{
"kra_text": "module customization and maintenance",
"sentence": "Define the process for regular occurring supported middleware infrastructure upgrades",
"similarity": 0.4544
},
{
"kra_text": "module customization and maintenance",
"sentence": "Plans/Coordinates upgrades for supported managed middleware products",
"similarity": 0.4514
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 228,
"score": 0.4545,
"slug": "drupal-dev",
"total_count": null
},
{
"display_name": "Cloud Security Engineer",
"kra_matches": [
{
"kra_text": "Documents cloud security standards, approved architecture patterns, security exceptions, and remediation guidance for engineering teams.",
"sentence": "Defines standards and best practices for managing supported managed middleware products",
"similarity": 0.4749
},
{
"kra_text": "Documents cloud security standards, approved architecture patterns, security exceptions, and remediation guidance for engineering teams.",
"sentence": "Participates in establishments of managed middleware product guidelines, policies \u0026 audit procedures",
"similarity": 0.4642
},
{
"kra_text": "Assesses security risk and compliance posture of new cloud services, third-party SaaS integrations, and infrastructure architecture changes.",
"sentence": "Understand external events that may impact applications or systems (networking, operations, etc. )",
"similarity": 0.4225
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 23,
"score": 0.4539,
"slug": "cloud-security-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"middleware"
],
"role_id": 15,
"score": 0.25,
"slug": "full-stack-engineer",
"total_count": 4
},
{
"display_name": "Java Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"middleware"
],
"role_id": 79,
"score": 0.25,
"slug": "java-backend-developer",
"total_count": 4
},
{
"display_name": "Python Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"middleware"
],
"role_id": 80,
"score": 0.25,
"slug": "python-backend-developer",
"total_count": 4
},
{
"display_name": "Go Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"middleware"
],
"role_id": 81,
"score": 0.25,
"slug": "go-backend-developer",
"total_count": 4
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"middleware"
],
"role_id": 1,
"score": 0.25,
"slug": "backend-engineer",
"total_count": 4
}
]
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "A",
"chosen_role": {
"display_name": "Infrastructure Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 178,
"score": 1.0,
"slug": "infrastructure-engineer",
"total_count": null
},
"confidence": 0.95,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Multi-alias tie (3 roles at 1.0) resolved by TIER_B_TITLE: Infrastructure Engineer",
"sub_role": null
},
"stage5_updates": 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": 3713,
"existing_alias_text": "middleware",
"input_term": "Middleware",
"matched_canonical": {
"category_id": 2,
"display_name": "middleware",
"id": 2408,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "middleware",
"sub_category_id": 3510,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
"alias_persisted": false,
"existing_alias_id": 4672,
"existing_alias_text": "major upgrades",
"input_term": "Upgrades",
"matched_canonical": {
"category_id": 8,
"display_name": "major upgrades",
"id": 3184,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "major-upgrades",
"sub_category_id": 2443,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "embedding_alias"
}
],
"candidate_roles": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
},
{
"display_name": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-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": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"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": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
},
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
}
],
"chosen_role": {
"display_name": "Infrastructure Engineer",
"id": 178,
"rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_B_TITLE: Infrastructure Engineer",
"role_archetype": null,
"slug": "infrastructure-engineer",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "ASP.NET Core Web Frameworks",
"id": 363,
"rationale": "Server-side web frameworks and hosting models used to build HTTP APIs, middleware, filters, and request pipelines. This cluster is coherent because it defines how backend services receive, process, and return requests.",
"slug": "asp-net-core-web-frameworks",
"source": "db"
},
"input_skill": "Middleware",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "HTTP Request Handling",
"id": 410,
"rationale": "How PHP services receive, route, validate, and respond to HTTP traffic. This includes endpoint wiring, middleware flow, request/response objects, and controller behavior.",
"slug": "http-request-handling",
"source": "db"
},
"input_skill": "Middleware",
"llm_role": null,
"roles_from_db": [
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "HTTP Services and Routing",
"id": 368,
"rationale": "Server-side request handling for Go services, including routing, middleware, handlers, and response composition. This cluster is coherent because it covers the entrypoint layer where requests are validated, dispatched, and translated into service actions.",
"slug": "http-services-and-routing",
"source": "db"
},
"input_skill": "Middleware",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Web Application Frameworks",
"id": 2,
"rationale": "Server frameworks and runtimes used to build HTTP services, controllers, middleware, and request pipelines. These frameworks shape how backend endpoints are structured and delivered.",
"slug": "web-application-frameworks",
"source": "db"
},
"input_skill": "Middleware",
"llm_role": null,
"roles_from_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": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Web Service Frameworks",
"id": 390,
"rationale": "Server-side Kotlin frameworks and runtimes used to build HTTP services, middleware, controllers, and request pipelines. This cluster is the main entry point for backend endpoints and service behavior.",
"slug": "web-service-frameworks",
"source": "db"
},
"input_skill": "Middleware",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Drupal Upgrade and Patch Management",
"id": 357,
"rationale": "Applying Drupal core and contributed-module updates safely across environments. This cluster is coherent because maintaining a Drupal site requires ongoing compatibility work, security patching, and upgrade planning.",
"slug": "drupal-upgrade-and-patch-management",
"source": "db"
},
"input_skill": "Upgrades",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
}
]
}
],
"input_final_skills": [
"Middleware",
"Infrastructure",
"Upgrades",
"Disaster Recovery",
"Networking",
"Operations"
],
"input_llm_skills": [
"Middleware",
"Infrastructure",
"Upgrades",
"Disaster Recovery",
"Networking",
"Operations"
],
"new_aliases_persisted": 0,
"run_id": "7704ed60-d1de-40ad-8a86-e185920d6e8e",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": "middleware",
"alias_type": "CANONICAL",
"id": 3713,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 2,
"display_name": "middleware",
"id": 2408,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "middleware",
"sub_category_id": 3510,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "ASP.NET Core Web Frameworks",
"id": 363,
"rationale": "Server-side web frameworks and hosting models used to build HTTP APIs, middleware, filters, and request pipelines. This cluster is coherent because it defines how backend services receive, process, and return requests.",
"slug": "asp-net-core-web-frameworks",
"source": "db"
},
"input_skill": "Middleware",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "HTTP Request Handling",
"id": 410,
"rationale": "How PHP services receive, route, validate, and respond to HTTP traffic. This includes endpoint wiring, middleware flow, request/response objects, and controller behavior.",
"slug": "http-request-handling",
"source": "db"
},
"input_skill": "Middleware",
"llm_role": null,
"roles_from_db": [
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "HTTP Services and Routing",
"id": 368,
"rationale": "Server-side request handling for Go services, including routing, middleware, handlers, and response composition. This cluster is coherent because it covers the entrypoint layer where requests are validated, dispatched, and translated into service actions.",
"slug": "http-services-and-routing",
"source": "db"
},
"input_skill": "Middleware",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Web Application Frameworks",
"id": 2,
"rationale": "Server frameworks and runtimes used to build HTTP services, controllers, middleware, and request pipelines. These frameworks shape how backend endpoints are structured and delivered.",
"slug": "web-application-frameworks",
"source": "db"
},
"input_skill": "Middleware",
"llm_role": null,
"roles_from_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": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Web Service Frameworks",
"id": 390,
"rationale": "Server-side Kotlin frameworks and runtimes used to build HTTP services, middleware, controllers, and request pipelines. This cluster is the main entry point for backend endpoints and service behavior.",
"slug": "web-service-frameworks",
"source": "db"
},
"input_skill": "Middleware",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
}
],
"input_skill": "Middleware",
"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": "Infrastructure",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Infrastructure Tools",
"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": "infrastructure",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "major upgrades",
"alias_type": "CANONICAL",
"id": 4672,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 8,
"display_name": "major upgrades",
"id": 3184,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "major-upgrades",
"sub_category_id": 2443,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Drupal Upgrade and Patch Management",
"id": 357,
"rationale": "Applying Drupal core and contributed-module updates safely across environments. This cluster is coherent because maintaining a Drupal site requires ongoing compatibility work, security patching, and upgrade planning.",
"slug": "drupal-upgrade-and-patch-management",
"source": "db"
},
"input_skill": "Upgrades",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
}
]
}
],
"input_skill": "Upgrades",
"matched_via": "embedding_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": "Disaster Recovery",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Infrastructure Tools",
"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": "disaster-recovery",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Networking",
"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": "networking",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Operations",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Operations",
"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": "operations",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Infrastructure",
"Disaster Recovery",
"Networking",
"Operations"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Infrastructure Engineer",
"id": 178,
"rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_B_TITLE: Infrastructure Engineer",
"role_archetype": null,
"slug": "infrastructure-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Middleware",
"tag": "in_db"
},
{
"skill": "Infrastructure",
"tag": "new"
},
{
"skill": "Upgrades",
"tag": "in_db"
},
{
"skill": "Disaster Recovery",
"tag": "new"
},
{
"skill": "Networking",
"tag": "new"
},
{
"skill": "Operations",
"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": 178,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "ASP.NET Core Web Frameworks",
"id": 363,
"rationale": "Server-side web frameworks and hosting models used to build HTTP APIs, middleware, filters, and request pipelines. This cluster is coherent because it defines how backend services receive, process, and return requests.",
"slug": "asp-net-core-web-frameworks",
"source": "db"
},
"dimension_id": 363,
"input_skill": "Middleware",
"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"
}
],
"skill_dimension_saved": true,
"skill_id": 2408,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 178,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "HTTP Request Handling",
"id": 410,
"rationale": "How PHP services receive, route, validate, and respond to HTTP traffic. This includes endpoint wiring, middleware flow, request/response objects, and controller behavior.",
"slug": "http-request-handling",
"source": "db"
},
"dimension_id": 410,
"input_skill": "Middleware",
"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": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 2408,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 178,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "HTTP Services and Routing",
"id": 368,
"rationale": "Server-side request handling for Go services, including routing, middleware, handlers, and response composition. This cluster is coherent because it covers the entrypoint layer where requests are validated, dispatched, and translated into service actions.",
"slug": "http-services-and-routing",
"source": "db"
},
"dimension_id": 368,
"input_skill": "Middleware",
"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": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 2408,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 178,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Web Application Frameworks",
"id": 2,
"rationale": "Server frameworks and runtimes used to build HTTP services, controllers, middleware, and request pipelines. These frameworks shape how backend endpoints are structured and delivered.",
"slug": "web-application-frameworks",
"source": "db"
},
"dimension_id": 2,
"input_skill": "Middleware",
"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": "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": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 2408,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 178,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Web Service Frameworks",
"id": 390,
"rationale": "Server-side Kotlin frameworks and runtimes used to build HTTP services, middleware, controllers, and request pipelines. This cluster is the main entry point for backend endpoints and service behavior.",
"slug": "web-service-frameworks",
"source": "db"
},
"dimension_id": 390,
"input_skill": "Middleware",
"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": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-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": 2408,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 178,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Drupal Upgrade and Patch Management",
"id": 357,
"rationale": "Applying Drupal core and contributed-module updates safely across environments. This cluster is coherent because maintaining a Drupal site requires ongoing compatibility work, security patching, and upgrade planning.",
"slug": "drupal-upgrade-and-patch-management",
"source": "db"
},
"dimension_id": 357,
"input_skill": "Upgrades",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
}
],
"skill_dimension_saved": false,
"skill_id": null,
"skill_tag": "new",
"skipped_reason": "skill_not_in_db_v3_proposed"
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 1
},
"planner_output": null,
"run_id": "7704ed60-d1de-40ad-8a86-e185920d6e8e"
}