Pipeline run
d937b938-a3e4-44ac-a65a-ad0ef817578b
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
• Scale distributed applications, make architectural trade-offs applying synchronous and asynchronous design patterns, write code, and deliver with speediness and quality. • Develop multi-tier scalabl…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
CASE Aslug: backend-engineer · id: 1 · source: db
Exact alias hit on backend-engineer (1.0) — no other alias at this confidence; skill_top data-engineer 0.17 does not contradict
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Software Engineer Bangalore - India LinkedIn was built to help professionals achieve more in their careers, and everyday millions of people use our products to make connections, discover opportunities and gain insights. Our global reach means we get to have a direct impact on the world’s workforce in ways no other company can. We are much more than a digital resume – we transform lives through innovative products and technology. Creating economic opportunities for every member of the global workforce is a responsibility we all share. To truly transform the global economy, we must evolve in the way we hire and enable our talent to serve people of all backgrounds and experiences. LinkedIn is committed to diversity in its workforce and is proud to be an equal opportunity employer. As a part of Trust Engineering team, Trust Tools team is committed to provide world class tools to Customer Support Representatives in order to review content, members, provide member support and keep our platform safe for everybody. As a part of this world-class software engineering team, you will be charged with architecting, designing, developing, and supporting some Internet-scale features and infrastructures at LinkedIn. The ideal candidate will be excited for the challenge to transform and think critically on many computer science disciplines including product design, usability, building APIs and user-centric online applications, business logic, scaling performance, and 24x7 reliability. Responsibilities: • Scale distributed applications, make architectural trade-offs applying synchronous and asynchronous design patterns, write code, and deliver with speediness and quality. • Develop multi-tier scalable, high-volume performing, and reliable user-centric applications that operate 24x7. • Produce high quality software that is unit tested, code reviewed, and checked in regularly for continuous integration. • Provide technical leadership, driving and performing best engineering practices to initiate, plan, and execute large-scale, cross functional, and company-wise critical programs. • Identify, leverage, and successfully evangelize opportunities to improve engineering productivity. Basic Qualifications: • BA/BS. Degree in Computer Science or related technical discipline, or related practical experience. • 1+ year of relevant work experience Preferred Qualifications: • 2+ years of relevant work experience. • MS or PhD in Computer Science or related technical discipline • Strong object oriented skills. • Expert knowledge of computer science, with strong competencies in data structures, algorithms, and software design. • Experience with object-oriented design, coding, testing patterns, and programming languages (Java, C++, C#, etc.). • Proven coding skills in a high level language (preferably Java/Scala or Python) with interest and ability to learn other coding languages as needed. . Experience building web applications and services with IDEs and general development practices. You will Benefit from our Culture: We strongly believe in the well-being of our employees and their families. That is why we offer generous health and wellness programs and time away for employees of all levels. India Disability Policy LinkedIn is an equal employment opportunity employer offering opportunities to all job seekers, including individuals with disabilities. For more information on our equal opportunity policy, please visit http://careers.jobvite.com/linkedin/India-LinkedIn-Equal-Opportunity-for-Persons-With-Disabilities-Policy-2018.pdf Global Data Privacy Notice for Job Candidates This document provides transparency around the way in which LinkedIn handles personal data of employees and job applicants: https://lnkd.in/GlobalDataPrivacyNotice
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
- Distributed Systems (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Distributed Systems
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Common hiring requirement in backend/platform JDs at large tech firms; appears across AWS, Kafka, microservices, and systems roles, with strong GitHub/Stack Overflow activity and no sunset signal.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1035
- 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
-
Performance and Scalability Tuning Catalog dimension db id 11
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cloud Platforms
cloud-platforms
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Performance and Scalability Tuning
performance-and-scalability-tuning
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
React Frontend Development
d_init_01
|
✓ | — | 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
- Software Design Patterns
- 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
- Software Design Patterns
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Unit Testing (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Testing Methodology
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Unit testing is a standard hiring requirement across software JDs and appears in mainstream frameworks/docs; GitHub and Stack Overflow usage remain consistently high, with no successor replacing it.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 44
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Code Review (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- SoftSkill
- Sub-category
- Code Review
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Code review is a standard hiring-pipeline requirement in engineering JDs and is built into major platforms like GitHub/GitLab pull-request workflows, indicating broad adoption.
Skill profile (library / DB)
- Skill nature
- PRACTICE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 58
- Sub-category id
- 364
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | 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
- DevOps Tools
- 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 |
|---|---|---|---|---|---|---|
| Distributed Systems | in_db |
Cloud Platforms
cloud-platforms
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Distributed Systems | in_db |
Performance and Scalability Tuning
performance-and-scalability-tuning
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Distributed Systems | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Unit Testing | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Code Review | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Synchronous Design Patterns | type=Software Design Patterns subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Asynchronous Design Patterns | type=Software Design Patterns subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Continuous Integration | type=DevOps Tools 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": {
"source_marker": {
"first_5_words": "LinkedIn was built to help",
"last_5_words": "equal opportunity employer."
},
"text": "LinkedIn was built to help professionals achieve more in their careers, and everyday millions of people use our products to make connections, discover opportunities and gain insights. Our global reach means we get to have a direct impact on the world\u2019s workforce in ways no other company can. We are much more than a digital resume \u2013 we transform lives through innovative products and technology. Creating economic opportunities for every member of the global workforce is a responsibility we all share. To truly transform the global economy, we must evolve in the way we hire and enable our talent to serve people of all backgrounds and experiences. LinkedIn is committed to diversity in its workforce and is proud to be an equal opportunity employer.",
"word_count": 84
},
"certifications": [],
"company_name": "LinkedIn",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "BA/BS. Degree in Computer Science or related technical discipline, or related practical experience.",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 1,
"raw": "1+ year of relevant work experience"
},
"job_locations": [
{
"aliases": [
"Bengaluru"
],
"city": "Bangalore",
"country": "India",
"state": null,
"work_mode": null
}
],
"role": "Software Engineer",
"role_aliases": [
"Software Developer",
"SWE",
"Backend Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 5,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Scale distributed applications, make",
"last_5_words": "to improve engineering productivity."
},
"text": "\u2022 Scale distributed applications, make architectural trade-offs applying synchronous and asynchronous design patterns, write code, and deliver with speediness and quality.\n\u2022 Develop multi-tier scalable, high-volume performing, and reliable user-centric applications that operate 24x7.\n\u2022 Produce high quality software that is unit tested, code reviewed, and checked in regularly for continuous integration.\n\u2022 Provide technical leadership, driving and performing best engineering practices to initiate, plan, and execute large-scale, cross functional, and company-wise critical programs.\n\u2022 Identify, leverage, and successfully evangelize opportunities to improve engineering productivity.",
"word_count": 66
}
],
"urls": [
{
"type": "other",
"url": "http://careers.jobvite.com/linkedin/India-LinkedIn-Equal-Opportunity-for-Persons-With-Disabilities-Policy-2018.pdf"
},
{
"type": "other",
"url": "https://lnkd.in/GlobalDataPrivacyNotice"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Distributed Systems"
},
{
"is_primary": true,
"skill_name": "Synchronous Design Patterns"
},
{
"is_primary": true,
"skill_name": "Asynchronous Design Patterns"
},
{
"is_primary": true,
"skill_name": "Unit Testing"
},
{
"is_primary": true,
"skill_name": "Code Review"
},
{
"is_primary": true,
"skill_name": "Continuous Integration"
}
],
"jd_role": {
"display_name": "Software Engineer",
"rationale": null,
"role_aliases": [
"Software Developer",
"SWE",
"Backend Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "LinkedIn was built to help",
"last_5_words": "equal opportunity employer."
},
"text": "LinkedIn was built to help professionals achieve more in their careers, and everyday millions of people use our products to make connections, discover opportunities and gain insights. Our global reach means we get to have a direct impact on the world\u2019s workforce in ways no other company can. We are much more than a digital resume \u2013 we transform lives through innovative products and technology. Creating economic opportunities for every member of the global workforce is a responsibility we all share. To truly transform the global economy, we must evolve in the way we hire and enable our talent to serve people of all backgrounds and experiences. LinkedIn is committed to diversity in its workforce and is proud to be an equal opportunity employer.",
"word_count": 84
},
"certifications": [],
"company_name": "LinkedIn",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "BA/BS. Degree in Computer Science or related technical discipline, or related practical experience.",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 1,
"raw": "1+ year of relevant work experience"
},
"job_locations": [
{
"aliases": [
"Bengaluru"
],
"city": "Bangalore",
"country": "India",
"state": null,
"work_mode": null
}
],
"role": "Software Engineer",
"role_aliases": [
"Software Developer",
"SWE",
"Backend Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 5,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Scale distributed applications, make",
"last_5_words": "to improve engineering productivity."
},
"text": "\u2022 Scale distributed applications, make architectural trade-offs applying synchronous and asynchronous design patterns, write code, and deliver with speediness and quality.\n\u2022 Develop multi-tier scalable, high-volume performing, and reliable user-centric applications that operate 24x7.\n\u2022 Produce high quality software that is unit tested, code reviewed, and checked in regularly for continuous integration.\n\u2022 Provide technical leadership, driving and performing best engineering practices to initiate, plan, and execute large-scale, cross functional, and company-wise critical programs.\n\u2022 Identify, leverage, and successfully evangelize opportunities to improve engineering productivity.",
"word_count": 66
}
],
"urls": [
{
"type": "other",
"url": "http://careers.jobvite.com/linkedin/India-LinkedIn-Equal-Opportunity-for-Persons-With-Disabilities-Policy-2018.pdf"
},
{
"type": "other",
"url": "https://lnkd.in/GlobalDataPrivacyNotice"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "d937b938-a3e4-44ac-a65a-ad0ef817578b",
"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.",
"sentence": "Provide technical leadership, driving and performing best engineering practices to initiate, plan, and execute large-scale, cross functional, and company-wise critical programs.",
"similarity": 0.5776
},
{
"kra_text": "Designs multi-region and multi-availability-zone cloud infrastructure architectures for high availability, fault tolerance, and horizontal scalability.",
"sentence": "Develop multi-tier scalable, high-volume performing, and reliable user-centric applications that operate 24x7.",
"similarity": 0.5288
},
{
"kra_text": "Designs multi-region and multi-availability-zone cloud infrastructure architectures for high availability, fault tolerance, and horizontal scalability.",
"sentence": "Scale distributed applications, make architectural trade-offs applying synchronous and asynchronous design patterns, write code, and deliver with speediness and quality.",
"similarity": 0.4161
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.5075,
"slug": "cloud-architect",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Produce high quality software that is unit tested, code reviewed, and checked in regularly for continuous integration.",
"similarity": 0.6557
},
{
"kra_text": "maintain code quality",
"sentence": "Scale distributed applications, make architectural trade-offs applying synchronous and asynchronous design patterns, write code, and deliver with speediness and quality.",
"similarity": 0.4421
},
{
"kra_text": "integrate backend APIs",
"sentence": "Develop multi-tier scalable, high-volume performing, and reliable user-centric applications that operate 24x7.",
"similarity": 0.3795
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.4924,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
"sentence": "Produce high quality software that is unit tested, code reviewed, and checked in regularly for continuous integration.",
"similarity": 0.5185
},
{
"kra_text": "Writes application logic across the presentation layer, service layer, and data access layer of web applications following MVC or clean architecture patterns.",
"sentence": "Develop multi-tier scalable, high-volume performing, and reliable user-centric applications that operate 24x7.",
"similarity": 0.4652
},
{
"kra_text": "Writes application logic across the presentation layer, service layer, and data access layer of web applications following MVC or clean architecture patterns.",
"sentence": "Scale distributed applications, make architectural trade-offs applying synchronous and asynchronous design patterns, write code, and deliver with speediness and quality.",
"similarity": 0.462
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4819,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"kra_matches": [
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Produce high quality software that is unit tested, code reviewed, and checked in regularly for continuous integration.",
"similarity": 0.4935
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Provide technical leadership, driving and performing best engineering practices to initiate, plan, and execute large-scale, cross functional, and company-wise critical programs.",
"similarity": 0.465
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Identify, leverage, and successfully evangelize opportunities to improve engineering productivity.",
"similarity": 0.4556
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.4714,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Java Backend Developer",
"kra_matches": [
{
"kra_text": "code refactoring and defect fixes",
"sentence": "Produce high quality software that is unit tested, code reviewed, and checked in regularly for continuous integration.",
"similarity": 0.4642
},
{
"kra_text": "asynchronous job processing",
"sentence": "Scale distributed applications, make architectural trade-offs applying synchronous and asynchronous design patterns, write code, and deliver with speediness and quality.",
"similarity": 0.4604
},
{
"kra_text": "backend performance tuning",
"sentence": "Develop multi-tier scalable, high-volume performing, and reliable user-centric applications that operate 24x7.",
"similarity": 0.4568
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 79,
"score": 0.4604,
"slug": "java-backend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Data Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Distributed Systems"
],
"role_id": 2,
"score": 0.1667,
"slug": "data-engineer",
"total_count": 6
},
{
"display_name": "ML Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Distributed Systems"
],
"role_id": 3,
"score": 0.1667,
"slug": "ml-engineer",
"total_count": 6
},
{
"display_name": "Cyber Security Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Distributed Systems"
],
"role_id": 5,
"score": 0.1667,
"slug": "cybersecurity-engineer",
"total_count": 6
},
{
"display_name": "DevOps Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Distributed Systems"
],
"role_id": 10,
"score": 0.1667,
"slug": "devops-engineer",
"total_count": 6
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Distributed Systems"
],
"role_id": 1,
"score": 0.1667,
"slug": "backend-engineer",
"total_count": 6
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "A",
"chosen_role": {
"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
},
"confidence": 1.0,
"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": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top data-engineer 0.17 does not contradict",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 676,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 721,
"r_and_r_preview": "\u2022 Scale distributed applications, make architectural trade-offs applying synchronous and asynchronous design patterns, write code, and deliver with speediness and quality.\n\u2022 Develop multi-tier scalabl",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 10976,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Synchronous Design Patterns",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 10977,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Asynchronous Design Patterns",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 10978,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Continuous Integration",
"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": 2028,
"existing_alias_text": "Distributed Systems",
"input_term": "Distributed Systems",
"matched_canonical": {
"category_id": 2,
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],
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]
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}
],
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},
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},
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},
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}
],
"input_skill": "Unit Testing",
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"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
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},
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}
],
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"display_name": "Code Review",
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "PRACTICE",
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"typical_lifespan": "EVERGREEN",
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},
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{
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},
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}
],
"input_skill": "Code Review",
"matched_via": "alias",
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"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
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"dimensions": [],
"input_skill": "Continuous Integration",
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"new_alias_persisted": false,
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"derived": {
"category": "DevOps Tools",
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},
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}
],
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API 3 — final-role-output
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"slug": "backend-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
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}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.