Pipeline run
832dac9f-d606-4daa-9f04-e4a7871f2cc3
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
Work in a global environment, collaborating with product owner, architect and technical leaders to understand requirements and user stories and thereby develop quality software as member of the Scrum …
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Embedded / Firmware Engineer
→Embedded Linux Engineer
sub-role · 0.84 domain · Software Engineering CASE DOMAINslug: embedded-firmware-engineer · id: 26 · source: db · sub-role slug: embedded-linux-engineer
Domain=Software Engineering → sub-role embedded-linux-engineer; The JD centers on Linux-based platform/components development, component/sub-system verification, quality/compliance, and reusable software assets, which best matches embedded/firmware-style engineering among the given options.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Job Description Summary As a member of the GE Healthcare Imaging Platform Software team at Bangalore, you will be expected to develop, test, maintain and deliver quality software for new/existing Imaging products, thus delivering next generation capabilities in the product lines.GE Healthcare is a leading global medical technology and digital solutions innovator. Our mission is to improve lives in the moments that matter. Unlock your ambition, turn ideas into world-changing realities, and join an organization where every voice makes a difference, and every difference builds a healthier world. Job Description Essential Responsibilities (but are not limited to): Work in a global environment, collaborating with product owner, architect and technical leaders to understand requirements and user stories and thereby develop quality software as member of the Scrum team (Agile Methodology)Ensure code quality, test coverage and adherence to various quality parameters per GE quality manualEnsure that the implementation results in reusable software assets.Document requirements, designs, verifications and other key development activities in accordance with established GE Healthcare and local quality processes.Identify technical risks, quality shortfalls and flag for resolution.Perform integration & verification activities at component and sub-system levels.Investigate and help resolve product complaints reported by customers / field engineersParticipate in team meetings, introspection sessions and other group activities.Learn and understand clinical relevance of MR Visualization applications and platform components.Ensure all actions and software delivered are compliant with GE Healthcare regulations.Aware of and comply with the GEHC Quality Manual, Quality Management System, Quality Management Policy, Quality Goals, and applicable laws and regulations as they apply to this job type/positionComplete all planned Quality & Compliance training within the defined deadlinesSupport compliance/closure of Regulatory and Quality requirements before completing Design Outputs/Program Deliverables Qualifications/Requirements: A Bachelor's Degree in Computer Science Engineering/Electrical Engineering, Biomedical Engineering or related computer field, with 6+ years of software design & development experience. Work experience in Healthcare industry developing post processing applications and basic knowledge in medical image post processingDemonstrated proficiency in C/C++ and/or Java programming and passion towards adopting to new software technology stack.Good understanding of data structures, Object Oriented Design (OOD) and Programming (OOP) concepts and Unified Modeling Language (UML)Experience in development of application/platform components using various design patterns, design principles in Linux platformHands on experience in software practices, tools used in agile development environmentFamiliarity with industry software development practices, tools and environments including practical usage of Configuration Management systems, Defect Tracking Tools and Debuggers Desired Characteristics: Experience in development of application/platform components using various design patterns, design principles in Linux platformExperience in documentation and maintenance of software applicationsProblem solver and solution developerAttention to detail and ability to work independentlyStrong verbal/written communication skillsEffective analytical, debugging and Problem-Solving skills Inclusion and Diversity GE Healthcare is an Equal Opportunity Employer where inclusion matters. Employment decisions are made without regard to race, color, religion, national or ethnic origin, sex, sexual orientation, gender identity or expression, age, disability, protected veteran status or other characteristics protected by law. We expect all employees to live and breathe our behaviors: to act with humility and build trust; lead with transparency; deliver with focus, and drive ownership – always with unyielding integrity. Our total rewards are designed to unlock your ambition by giving you the boost and flexibility you need to turn your ideas into world-changing realities. Our salary and benefits are everything you’d expect from an organization with global strength and scale, and you’ll be surrounded by career opportunities in a culture that fosters care, collaboration and support. Additional Information Relocation Assistance Provided: Yes
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
- Scrum (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Scrum
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Scrum appears in a large share of agile project-management and product-owner job descriptions, and Scrum Alliance/PSM certifications are widely requested in hiring pipelines.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 3627
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
-
Software Concepts, Patterns & Practices Catalog dimension db id 478
Library dimension (catalog)
Roles linked in library: Engineering Manager
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) |
|
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Agile (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Agile
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 3594
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
-
Software Concepts, Patterns & Practices Catalog dimension db id 478
Library dimension (catalog)
Roles linked in library: Engineering Manager
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) |
|
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Operating Systems
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Aliases — catalog
- design patterns (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Software Design Patterns
- Confidence
- 0.94
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Design patterns are a standard interview/JD topic across backend and frontend roles; job postings commonly mention them alongside OOP and system design, and they remain core in books, courses, and code reviews.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1247
- 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) |
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 |
|---|---|---|---|---|---|---|
| Scrum | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Scrum | in_db |
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Agile | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Agile | in_db |
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Design Patterns | 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 | Linux | type=Operating Systems subtype=general nature=TOOL lifespan=EVERGREEN |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "GE Healthcare is a leading",
"last_5_words": "builds a healthier world."
},
"text": "GE Healthcare is a leading global medical technology and digital solutions innovator. Our mission is to improve lives in the moments that matter. Unlock your ambition, turn ideas into world-changing realities, and join an organization where every voice makes a difference, and every difference builds a healthier world.",
"word_count": 54
},
"certifications": [],
"company_name": "GE Healthcare",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"HealthTech",
"Medical Technology"
],
"domain": "Healthcare"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science Engineering / Electrical Engineering / Biomedical Engineering (or related)",
"raw": "A Bachelor\u0027s Degree in Computer Science Engineering/Electrical Engineering, Biomedical Engineering or related computer field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 6,
"raw": "6+ years of software design \u0026 development experience"
},
"job_locations": [
{
"aliases": [
"Bengaluru"
],
"city": "Bangalore",
"country": "India",
"state": null,
"work_mode": "null"
}
],
"role": "Software Engineer",
"role_aliases": [
"Software Developer",
"SWE",
"C++ Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Essential Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Work in a global environment,",
"last_5_words": "Design Outputs/Program Deliverables"
},
"text": "Work in a global environment, collaborating with product owner, architect and technical leaders to understand requirements and user stories and thereby develop quality software as member of the Scrum team (Agile Methodology)\nEnsure code quality, test coverage and adherence to various quality parameters per GE quality manual\nEnsure that the implementation results in reusable software assets.\nDocument requirements, designs, verifications and other key development activities in accordance with established GE Healthcare and local quality processes.\nIdentify technical risks, quality shortfalls and flag for resolution.\nPerform integration \u0026 verification activities at component and sub-system levels.\nInvestigate and help resolve product complaints reported by customers / field engineers\nParticipate in team meetings, introspection sessions and other group activities.\nLearn and understand clinical relevance of MR Visualization applications and platform components.\nEnsure all actions and software delivered are compliant with GE Healthcare regulations.\nAware of and comply with the GEHC Quality Manual, Quality Management System, Quality Management Policy, Quality Goals, and applicable laws and regulations as they apply to this job type/position\nComplete all planned Quality \u0026 Compliance training within the defined deadlines\nSupport compliance/closure of Regulatory and Quality requirements before completing Design Outputs/Program Deliverables",
"word_count": 233
},
{
"bullet_count": 6,
"heading": "Desired Characteristics",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Experience in development of application/platform",
"last_5_words": "and Problem-Solving skills"
},
"text": "Experience in development of application/platform components using various design patterns, design principles in Linux platform\nExperience in documentation and maintenance of software applications\nProblem solver and solution developer\nAttention to detail and ability to work independently\nStrong verbal/written communication skills\nEffective analytical, debugging and Problem-Solving skills",
"word_count": 41
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Scrum"
},
{
"is_primary": true,
"skill_name": "Agile"
},
{
"is_primary": true,
"skill_name": "Linux"
},
{
"is_primary": true,
"skill_name": "Design Patterns"
}
],
"jd_role": {
"display_name": "Software Engineer",
"rationale": null,
"role_aliases": [
"Software Developer",
"SWE",
"C++ Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "GE Healthcare is a leading",
"last_5_words": "builds a healthier world."
},
"text": "GE Healthcare is a leading global medical technology and digital solutions innovator. Our mission is to improve lives in the moments that matter. Unlock your ambition, turn ideas into world-changing realities, and join an organization where every voice makes a difference, and every difference builds a healthier world.",
"word_count": 54
},
"certifications": [],
"company_name": "GE Healthcare",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"HealthTech",
"Medical Technology"
],
"domain": "Healthcare"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science Engineering / Electrical Engineering / Biomedical Engineering (or related)",
"raw": "A Bachelor\u0027s Degree in Computer Science Engineering/Electrical Engineering, Biomedical Engineering or related computer field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 6,
"raw": "6+ years of software design \u0026 development experience"
},
"job_locations": [
{
"aliases": [
"Bengaluru"
],
"city": "Bangalore",
"country": "India",
"state": null,
"work_mode": "null"
}
],
"role": "Software Engineer",
"role_aliases": [
"Software Developer",
"SWE",
"C++ Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Essential Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Work in a global environment,",
"last_5_words": "Design Outputs/Program Deliverables"
},
"text": "Work in a global environment, collaborating with product owner, architect and technical leaders to understand requirements and user stories and thereby develop quality software as member of the Scrum team (Agile Methodology)\nEnsure code quality, test coverage and adherence to various quality parameters per GE quality manual\nEnsure that the implementation results in reusable software assets.\nDocument requirements, designs, verifications and other key development activities in accordance with established GE Healthcare and local quality processes.\nIdentify technical risks, quality shortfalls and flag for resolution.\nPerform integration \u0026 verification activities at component and sub-system levels.\nInvestigate and help resolve product complaints reported by customers / field engineers\nParticipate in team meetings, introspection sessions and other group activities.\nLearn and understand clinical relevance of MR Visualization applications and platform components.\nEnsure all actions and software delivered are compliant with GE Healthcare regulations.\nAware of and comply with the GEHC Quality Manual, Quality Management System, Quality Management Policy, Quality Goals, and applicable laws and regulations as they apply to this job type/position\nComplete all planned Quality \u0026 Compliance training within the defined deadlines\nSupport compliance/closure of Regulatory and Quality requirements before completing Design Outputs/Program Deliverables",
"word_count": 233
},
{
"bullet_count": 6,
"heading": "Desired Characteristics",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Experience in development of application/platform",
"last_5_words": "and Problem-Solving skills"
},
"text": "Experience in development of application/platform components using various design patterns, design principles in Linux platform\nExperience in documentation and maintenance of software applications\nProblem solver and solution developer\nAttention to detail and ability to work independently\nStrong verbal/written communication skills\nEffective analytical, debugging and Problem-Solving skills",
"word_count": 41
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "832dac9f-d606-4daa-9f04-e4a7871f2cc3",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "structure reusable application code",
"sentence": "Ensure that the implementation results in reusable software assets.",
"similarity": 0.6038
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Work in a global environment, collaborating with product owner, architect and technical leaders to understand requirements and user stories and thereby develop quality software as member of the Scrum team (Agile Methodology)",
"similarity": 0.5494
},
{
"kra_text": "support release readiness",
"sentence": "Support compliance/closure of Regulatory and Quality requirements before completing Design Outputs/Program Deliverables",
"similarity": 0.4413
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5315,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": ".NET Backend Developer",
"kra_matches": [
{
"kra_text": "defect investigation and resolution",
"sentence": "Investigate and help resolve product complaints reported by customers / field engineers",
"similarity": 0.5657
},
{
"kra_text": "defect investigation and resolution",
"sentence": "Identify technical risks, quality shortfalls and flag for resolution.",
"similarity": 0.519
},
{
"kra_text": "internal and third-party system integration",
"sentence": "Perform integration \u0026 verification activities at component and sub-system levels.",
"similarity": 0.4714
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 0.5187,
"slug": "dotnet-backend-developer",
"total_count": null
},
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "defect troubleshooting and resolution",
"sentence": "Identify technical risks, quality shortfalls and flag for resolution.",
"similarity": 0.5399
},
{
"kra_text": "external system integration implementation",
"sentence": "Perform integration \u0026 verification activities at component and sub-system levels.",
"similarity": 0.5132
},
{
"kra_text": "defect troubleshooting and resolution",
"sentence": "Investigate and help resolve product complaints reported by customers / field engineers",
"similarity": 0.4956
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 24,
"score": 0.5162,
"slug": "pega-developer",
"total_count": null
},
{
"display_name": "Go Backend Developer",
"kra_matches": [
{
"kra_text": "defect investigation and resolution",
"sentence": "Investigate and help resolve product complaints reported by customers / field engineers",
"similarity": 0.5657
},
{
"kra_text": "defect investigation and resolution",
"sentence": "Identify technical risks, quality shortfalls and flag for resolution.",
"similarity": 0.5189
},
{
"kra_text": "code review and testing support",
"sentence": "Ensure code quality, test coverage and adherence to various quality parameters per GE quality manual",
"similarity": 0.4626
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 81,
"score": 0.5157,
"slug": "go-backend-developer",
"total_count": null
},
{
"display_name": "Scala Backend Developer",
"kra_matches": [
{
"kra_text": "defect investigation and fixes",
"sentence": "Investigate and help resolve product complaints reported by customers / field engineers",
"similarity": 0.5357
},
{
"kra_text": "internal and external system integration",
"sentence": "Perform integration \u0026 verification activities at component and sub-system levels.",
"similarity": 0.4912
},
{
"kra_text": "defect investigation and fixes",
"sentence": "Identify technical risks, quality shortfalls and flag for resolution.",
"similarity": 0.4908
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 87,
"score": 0.5059,
"slug": "scala-backend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Engineering Manager",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Agile",
"Scrum"
],
"role_id": 121,
"score": 0.5,
"slug": "engineering-manager",
"total_count": 4
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Embedded / Firmware Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 26,
"score": 0.77,
"slug": "embedded-firmware-engineer",
"total_count": null
},
"confidence": 0.77,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Linux platform software development",
"Quality/compliance-driven engineering",
"Component and subsystem verification",
"Reusable software design",
"Technical risk identification and resolution",
"Clinical application software support"
],
"matched_kras": [
"develop quality software as member of the Scrum team",
"Ensure code quality, test coverage and adherence",
"Ensure implementation results in reusable software assets",
"Document requirements, designs, verifications and other key activities",
"Identify technical risks, quality shortfalls and flag for resolution",
"Perform integration \u0026 verification activities at component and sub-system levels",
"Investigate and help resolve product complaints",
"Ensure all actions and software delivered are compliant"
],
"matched_skills": [
"Linux platform",
"design patterns",
"design principles",
"documentation",
"integration \u0026 verification",
"debugging",
"Problem-Solving",
"Agile Methodology",
"Scrum",
"code quality",
"test coverage"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role embedded-linux-engineer; The JD centers on Linux-based platform/components development, component/sub-system verification, quality/compliance, and reusable software assets, which best matches embedded/firmware-style engineering among the given options.",
"sub_role": {
"confidence": 0.84,
"display_name": "Embedded Linux Engineer",
"reasoning": "The JD explicitly emphasizes developing application/platform components on a Linux platform, which best matches Embedded Linux Engineer over lower-level firmware or driver roles.",
"role_id": 246,
"slug": "embedded-linux-engineer"
}
},
"stage5_updates": {
"centroid_n_after": 6,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1830,
"r_and_r_preview": "Work in a global environment, collaborating with product owner, architect and technical leaders to understand requirements and user stories and thereby develop quality software as member of the Scrum ",
"role_display_name": "Embedded / Firmware Engineer",
"role_slug": "embedded-firmware-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 24064,
"role_display_name": "Embedded / Firmware Engineer",
"role_slug": "embedded-firmware-engineer",
"skill_name": "Linux",
"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": 1851,
"existing_alias_text": "Scrum",
"input_term": "Scrum",
"matched_canonical": {
"category_id": 8,
"display_name": "Scrum",
"id": 1215,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "scrum",
"sub_category_id": 3627,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 868,
"existing_alias_text": "Agile",
"input_term": "Agile",
"matched_canonical": {
"category_id": 8,
"display_name": "Agile",
"id": 520,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "agile",
"sub_category_id": 3594,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 2624,
"existing_alias_text": "design patterns",
"input_term": "Design Patterns",
"matched_canonical": {
"category_id": 2,
"display_name": "design patterns",
"id": 1654,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "design-patterns",
"sub_category_id": 1247,
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],
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},
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}
],
"input_final_skills": [
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],
"input_llm_skills": [
"Scrum",
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"new_aliases_persisted": 0,
"run_id": "832dac9f-d606-4daa-9f04-e4a7871f2cc3",
"skills_detail": [
{
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],
"canonical": {
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"is_extractable": true,
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},
{
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}
API 3 — final-role-output
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],
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