Pipeline run
cc820399-2168-4d50-a982-6ecf9b4a3808
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
1Supporting the technical design process by participating in the analysis of technical application requirements2Design build test debug and document software to meet the business process and applicati…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
domain · Software Engineering CASE DOMAINslug: backend-engineer · id: 1 · source: db
Domain=Software Engineering; The responsibilities center on analyzing application requirements, building/testing/debugging/documenting software, supporting internal/external clients, and resolving application errors, which best matches a backend/software application developer role.
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Project Role : Application Developer Project Role Description : Design, build and configure applications to meet business process and application requirements. Must have skills : Microsoft Azure PaaS Good to have skills : NA Minimum 6 Year(s) Of Experience Is Required Educational Qualification : 15years of education requird. Project Role : Application Developer Project Role Description : Design, build and configure applications to meet business process and application requirements. Must have Skills : Microsoft Azure PaaS, SSI: NON SSI: Good to Have Skills :SSI: No Technology Specialization NON SSI : Job Requirements : Key Responsibilities : 1Supporting the technical design process by participating in the analysis of technical application requirements2Design build test debug and document software to meet the business process and application requirements3Develop maintain and support programs tools for internal and external clients4Analyze diagnose and resolve errors related to their applications5Help define project plans requiring software development and hardware installations6Provide technical and project management expertise Technical Experience : 3 years of programming experience on Web Windows with technologies ASPNET MVC SQL WCF Web API dotnet core dotnet framework entity framework2 2 plus years MS Azure experience in PaaS end to end solution thorough understanding of Azure Services3Experience in cloud application design and architecture framework4Deep understanding of cloud computing technologies business drivers and emerging computing trends5Strong experience in Azure based web application in app service redis cache key vault Professional Attributes : 1Interact and communicate effectively with all levels of staff senior management and customers2Communicate effectively and clearly in writing and verbally in one on one and group presentation situations3Successful track record delivering high quality products on time following Agile methodologies Educational Qualification: 14 years full education Additional Info : 15years of education requird.
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
- Soft Skills
- 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
- Soft Skills
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- debugging (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Debugging Methodology
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Debugging is a universal hiring-pipeline skill across software JDs and interview loops; it appears in role requirements for backend, frontend, SRE, and QA, with no successor replacing it.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 3293
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Sitecore Troubleshooting and Maintenance Catalog dimension db id 447
Library dimension (catalog)
Roles linked in library: Sitecore Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Sitecore Troubleshooting and Maintenance
sitecore-troubleshooting-and-maintenance
|
✓ | — | 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
- Soft Skills
- 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
- Soft Skills
- 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
- Soft Skills
- 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 |
|---|---|---|---|---|---|---|
| Debugging | in_db |
Sitecore Troubleshooting and Maintenance
sitecore-troubleshooting-and-maintenance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Software Development | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Testing | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Documentation | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Project Management | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Hardware Installation | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "null",
"qualification": "Diploma - 15 years of education",
"raw": "15years of education requird.",
"requirement": "required"
},
{
"level": "null",
"qualification": "Diploma - 14 years full education",
"raw": "14 years full education",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 6,
"raw": "Minimum 6 Year(s) Of Experience Is Required"
},
"job_locations": [],
"role": "Application Developer",
"role_aliases": [
"App Developer",
"Software Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1Supporting the technical design process",
"last_5_words": "technical and project management expertise"
},
"text": "1Supporting the technical design process by participating in the analysis of technical application requirements2Design build test debug and document software to meet the business process and application requirements3Develop maintain and support programs tools for internal and external clients4Analyze diagnose and resolve errors related to their applications5Help define project plans requiring software development and hardware installations6Provide technical and project management expertise",
"word_count": 56
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Software Development"
},
{
"is_primary": true,
"skill_name": "Testing"
},
{
"is_primary": true,
"skill_name": "Debugging"
},
{
"is_primary": true,
"skill_name": "Documentation"
},
{
"is_primary": false,
"skill_name": "Project Management"
},
{
"is_primary": false,
"skill_name": "Hardware Installation"
}
],
"jd_role": {
"display_name": "Application Developer",
"rationale": null,
"role_aliases": [
"App Developer",
"Software Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "null",
"qualification": "Diploma - 15 years of education",
"raw": "15years of education requird.",
"requirement": "required"
},
{
"level": "null",
"qualification": "Diploma - 14 years full education",
"raw": "14 years full education",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 6,
"raw": "Minimum 6 Year(s) Of Experience Is Required"
},
"job_locations": [],
"role": "Application Developer",
"role_aliases": [
"App Developer",
"Software Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1Supporting the technical design process",
"last_5_words": "technical and project management expertise"
},
"text": "1Supporting the technical design process by participating in the analysis of technical application requirements2Design build test debug and document software to meet the business process and application requirements3Develop maintain and support programs tools for internal and external clients4Analyze diagnose and resolve errors related to their applications5Help define project plans requiring software development and hardware installations6Provide technical and project management expertise",
"word_count": 56
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "cc820399-2168-4d50-a982-6ecf9b4a3808",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Cloud Architect",
"kra_matches": [
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
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"similarity": 0.5055
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.5055,
"slug": "cloud-architect",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "1Supporting the technical design process by participating in the analysis of technical application requirements2Design build test debug and document software to meet the business process and application requirements3Develop maintain and support programs tools for internal and external clients4Analyze diagnose and resolve errors related to their applications5Help define project plans requiring software development and hardware installations6Provide technical and project management expertise",
"similarity": 0.4972
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4972,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Engineering Manager",
"kra_matches": [
{
"kra_text": "facilitate technical and delivery decisions",
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"similarity": 0.4633
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 0.4633,
"slug": "engineering-manager",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
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"similarity": 0.4507
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4507,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "Requirements analysis and process translation",
"sentence": "1Supporting the technical design process by participating in the analysis of technical application requirements2Design build test debug and document software to meet the business process and application requirements3Develop maintain and support programs tools for internal and external clients4Analyze diagnose and resolve errors related to their applications5Help define project plans requiring software development and hardware installations6Provide technical and project management expertise",
"similarity": 0.4501
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 24,
"score": 0.4501,
"slug": "pega-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Sitecore Dev",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"debugging"
],
"role_id": 233,
"score": 0.25,
"slug": "sitecore-dev",
"total_count": 4
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.95,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.95,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Technical Application Analysis",
"Software Development Lifecycle",
"Application Support and Debugging",
"Project Planning",
"Technical Project Management"
],
"matched_kras": [
"participating in the analysis of technical application requirements",
"Design build test debug and document software",
"Develop maintain and support programs tools",
"Analyze diagnose and resolve errors related to applications",
"Help define project plans requiring software development",
"Provide technical and project management expertise"
],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The responsibilities center on analyzing application requirements, building/testing/debugging/documenting software, supporting internal/external clients, and resolving application errors, which best matches a backend/software application developer role.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 1732,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1913,
"r_and_r_preview": "1Supporting the technical design process by participating in the analysis of technical application requirements2Design build test debug and document software to meet the business process and applicati",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 24704,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Software Development",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 24705,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Testing",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 24707,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Documentation",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 24709,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Project Management",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 24711,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Hardware Installation",
"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": 5905,
"existing_alias_text": "debugging",
"input_term": "Debugging",
"matched_canonical": {
"category_id": 8,
"display_name": "debugging",
"id": 4182,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "debugging",
"sub_category_id": 3293,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
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"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
],
"chosen_role": {
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"slug": "backend-engineer",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
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"id": 447,
"rationale": "Diagnosing defects, regressions, and maintainability issues across Sitecore code, configuration, and content behavior. This is a coherent cluster because the role is expected to stabilize the site experience over time.",
"slug": "sitecore-troubleshooting-and-maintenance",
"source": "db"
},
"input_skill": "Debugging",
"llm_role": null,
"roles_from_db": [
{
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"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
]
}
],
"input_final_skills": [
"Software Development",
"Testing",
"Debugging",
"Documentation",
"Project Management",
"Hardware Installation"
],
"input_llm_skills": [
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"Debugging",
"Documentation",
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],
"new_aliases_persisted": 0,
"run_id": "cc820399-2168-4d50-a982-6ecf9b4a3808",
"skills_detail": [
{
"aliases_in_db": [],
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"new_skill_meta": {
"derived": {
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},
"enrichment": null,
"keep_log": [],
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},
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},
{
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},
"source_tag": "llm",
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},
{
"aliases_in_db": [
{
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"id": 5905,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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"display_name": "debugging",
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"is_also_category": false,
"is_extractable": true,
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"typical_lifespan": "EVERGREEN",
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},
"dimensions": [
{
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"display_name": "Sitecore Troubleshooting and Maintenance",
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"slug": "sitecore-troubleshooting-and-maintenance",
"source": "db"
},
"input_skill": "Debugging",
"llm_role": null,
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{
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"slug": "sitecore-dev",
"source": "db"
}
]
}
],
"input_skill": "Debugging",
"matched_via": "alias",
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"new_skill_meta": null,
"source_tag": "db",
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},
{
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"dimensions": [],
"input_skill": "Documentation",
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"new_skill_meta": {
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"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
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},
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"skill_id": "documentation",
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},
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},
{
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"dimensions": [],
"input_skill": "Project Management",
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"new_skill_meta": {
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},
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},
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"was_in_llm_skills": true
},
{
"aliases_in_db": [],
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"dimensions": [],
"input_skill": "Hardware Installation",
"matched_via": null,
"new_alias_persisted": false,
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"new_skill_meta": {
"derived": {
"category": "Soft Skills",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
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},
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"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "hardware-installation",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Software Development",
"Testing",
"Documentation",
"Project Management",
"Hardware Installation"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Domain=Software Engineering; The responsibilities center on analyzing application requirements, building/testing/debugging/documenting software, supporting internal/external clients, and resolving application errors, which best matches a backend/software application developer role.",
"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"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Software Development",
"tag": "new"
},
{
"skill": "Testing",
"tag": "new"
},
{
"skill": "Debugging",
"tag": "in_db"
},
{
"skill": "Documentation",
"tag": "new"
},
{
"skill": "Project Management",
"tag": "new"
},
{
"skill": "Hardware Installation",
"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": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Sitecore Troubleshooting and Maintenance",
"id": 447,
"rationale": "Diagnosing defects, regressions, and maintainability issues across Sitecore code, configuration, and content behavior. This is a coherent cluster because the role is expected to stabilize the site experience over time.",
"slug": "sitecore-troubleshooting-and-maintenance",
"source": "db"
},
"dimension_id": 447,
"input_skill": "Debugging",
"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": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 4182,
"skill_tag": "in_db",
"skipped_reason": null
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "cc820399-2168-4d50-a982-6ecf9b4a3808"
}