Pipeline run
45bbd167-0add-4f37-b247-9790a5ec030f
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
AI Engineer
CASE Aslug: ai-engineer · id: 13 · source: db
Multi-alias tie (3 roles at 1.0) resolved by TIER_B_TITLE: AI Engineer
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Sr. Engineer / Technical Lead – Artificial Intelligence / Computer Vision (Business Unit – Autonomous Vehicles & Automotive - AVA) We are seeking an exceptional, experienced senior engineer with deep expertise in Computer Vision,Neural Networks, 3D Scene Understanding and Sensor Data Processing. The expectation is to lead agrowing team of engineers to help them build and deliver customized solutions for our clients. A solidengineering as well as team management background is a must. About MulticoreWare Inc MulticoreWare Inc is a software and solutions development company with top-notch talent and skillin a variety of micro-architectures, including multi-thread, multi-core, and heterogeneous hardwareplatforms. It works in sectors including High Performance Computing (HPC), Media & AI Analytics,Video Solutions, Autonomous Vehicle and Automotive software, all of which are rapidly expanding.The Autonomous Vehicles & Automotive business unit specializes in delivering optimized solutions forsophisticated sensor fusion intelligence and the design of algorithms & implementation of softwareto be deployed on a variety of automotive grade hardware platforms. Role Responsibilities ● Lead a team to solve the problems in a perception / autonomous-systems scope and turn ideas into code & products ● Drive all technical elements of development, such as project requirements definition, design, implementation, unit testing, integration, and software delivery ● Implementing cutting edge AI solutions on embedded platforms and optimizing them for performance. Hardware architecture aware algorithm design and development ● Contribute to the vision and long-term strategy of the business unit Required Qualifications (Must Have) ● 3 - 7 years of experience with real world system building, including design, coding (C++/Python) and evaluation/testing (C++/Python) ● Solid experience in 2D / 3D Computer Vision algorithms, Machine Learning and Deep Learning fundamentals – Theory & Practice. Hands-on experience with Deep Learning frameworks like Caffe, TensorFlow or PyTorch ● Expert level knowledge in any of the courses related Signal Data Processing / Autonomous or Robotics software development (Perception, Localization, Prediction, Planning), multi-object tracking, sensor fusion algorithms and familiarity on Kalman filters, particle filters, clustering methods etc. ● Good project management and execution capabilities, as well as good communication and coordination ability ● Bachelor’s degree in Computer Science, Computer Engineering, Electrical Engineering, or related fields Preferred Qualifications (Nice-to-Have) ● GPU architecture and CUDA programming experience, as well as knowledge of AI inference optimization using Quantization, Compression (or) Model Pruning ● Track record of research excellence with prior publication on top-tier conferences and journals
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
- Artificial Intelligence (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Artificial Intelligence
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: AI appears in a large and growing share of job descriptions across software, data, and product roles, and major vendors (Microsoft, Google, AWS) have standardized AI offerings, signaling broad market adoption.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1020
- 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
- Machine Learning Frameworks
- 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
- Concepts
- 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
- Concepts
- 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
- Integration testing (CANONICAL) primary
- integration testing (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Testing Methodology
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Integration testing is a standard QA skill in job descriptions across backend, frontend, and DevOps roles; it’s commonly paired with CI/CD and tools like Jest, Cypress, and Testcontainers.
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)
-
Testing and Defect Resolution Catalog dimension db id 262
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Testing and Quality Assurance Catalog dimension db id 12
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Testing and Defect Resolution
testing-and-defect-resolution
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Testing and Quality Assurance
testing-and-quality-assurance
|
✓ | — | 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 |
|---|---|---|---|---|---|---|
| Artificial Intelligence | 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) | |
| Integration Testing | in_db |
Testing and Defect Resolution
testing-and-defect-resolution
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Integration Testing | in_db |
Testing and Quality Assurance
testing-and-quality-assurance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Computer Vision | type=Machine Learning Frameworks subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Embedded Systems | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Autonomous Systems | type=Concepts subtype=general nature=CONCEPT 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": "MulticoreWare Inc is a software",
"last_5_words": "automotive grade hardware platforms."
},
"text": "MulticoreWare Inc is a software and solutions development company with top-notch talent and skill in a variety of micro-architectures, including multi-thread, multi-core, and heterogeneous hardware platforms. It works in sectors including High Performance Computing (HPC), Media \u0026 AI Analytics, Video Solutions, Autonomous Vehicle and Automotive software, all of which are rapidly expanding. The Autonomous Vehicles \u0026 Automotive business unit specializes in delivering optimized solutions for sophisticated sensor fusion intelligence and the design of algorithms \u0026 implementation of software to be deployed on a variety of automotive grade hardware platforms.",
"word_count": 84
},
"certifications": [],
"company_name": "MulticoreWare Inc",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Autonomous Vehicles",
"Automotive Software"
],
"domain": "Automotive \u0026 Mobility"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Computer Engineering / Electrical Engineering (or related)",
"raw": "Bachelor\u2019s degree in Computer Science, Computer Engineering, Electrical Engineering, or related fields",
"requirement": "required"
}
],
"experience": {
"max": 7,
"min": 3,
"raw": "3 - 7 years of experience with real world system building"
},
"job_locations": [],
"role": "Sr. Engineer / Technical Lead \u2013 Artificial Intelligence / Computer Vision",
"role_aliases": [
"Technical Lead",
"AI Engineer",
"Computer Vision Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 4,
"heading": "Role Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u25cf Lead a team to solve",
"last_5_words": "vision and long-term strategy"
},
"text": "\u25cf Lead a team to solve the problems in a perception / autonomous-systems scope and turn ideas into code \u0026 products\n\u25cf Drive all technical elements of development, such as project requirements definition, design, implementation, unit testing, integration, and software delivery\n\u25cf Implementing cutting edge AI solutions on embedded platforms and optimizing them for performance. Hardware architecture aware algorithm design and development\n\u25cf Contribute to the vision and long-term strategy of the business unit",
"word_count": 56
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Artificial Intelligence"
},
{
"is_primary": true,
"skill_name": "Computer Vision"
},
{
"is_primary": true,
"skill_name": "Embedded Systems"
},
{
"is_primary": true,
"skill_name": "Autonomous Systems"
},
{
"is_primary": true,
"skill_name": "Unit Testing"
},
{
"is_primary": true,
"skill_name": "Integration Testing"
}
],
"jd_role": {
"display_name": "Sr. Engineer / Technical Lead \u2013 Artificial Intelligence / Computer Vision",
"rationale": null,
"role_aliases": [
"Technical Lead",
"AI Engineer",
"Computer Vision Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "MulticoreWare Inc is a software",
"last_5_words": "automotive grade hardware platforms."
},
"text": "MulticoreWare Inc is a software and solutions development company with top-notch talent and skill in a variety of micro-architectures, including multi-thread, multi-core, and heterogeneous hardware platforms. It works in sectors including High Performance Computing (HPC), Media \u0026 AI Analytics, Video Solutions, Autonomous Vehicle and Automotive software, all of which are rapidly expanding. The Autonomous Vehicles \u0026 Automotive business unit specializes in delivering optimized solutions for sophisticated sensor fusion intelligence and the design of algorithms \u0026 implementation of software to be deployed on a variety of automotive grade hardware platforms.",
"word_count": 84
},
"certifications": [],
"company_name": "MulticoreWare Inc",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Autonomous Vehicles",
"Automotive Software"
],
"domain": "Automotive \u0026 Mobility"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Computer Engineering / Electrical Engineering (or related)",
"raw": "Bachelor\u2019s degree in Computer Science, Computer Engineering, Electrical Engineering, or related fields",
"requirement": "required"
}
],
"experience": {
"max": 7,
"min": 3,
"raw": "3 - 7 years of experience with real world system building"
},
"job_locations": [],
"role": "Sr. Engineer / Technical Lead \u2013 Artificial Intelligence / Computer Vision",
"role_aliases": [
"Technical Lead",
"AI Engineer",
"Computer Vision Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 4,
"heading": "Role Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u25cf Lead a team to solve",
"last_5_words": "vision and long-term strategy"
},
"text": "\u25cf Lead a team to solve the problems in a perception / autonomous-systems scope and turn ideas into code \u0026 products\n\u25cf Drive all technical elements of development, such as project requirements definition, design, implementation, unit testing, integration, and software delivery\n\u25cf Implementing cutting edge AI solutions on embedded platforms and optimizing them for performance. Hardware architecture aware algorithm design and development\n\u25cf Contribute to the vision and long-term strategy of the business unit",
"word_count": 56
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "45bbd167-0add-4f37-b247-9790a5ec030f",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "ML Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 3,
"score": 1.0,
"slug": "ml-engineer",
"total_count": null
},
{
"display_name": "AI Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 13,
"score": 1.0,
"slug": "ai-engineer",
"total_count": null
},
{
"display_name": "Computer Vision Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 152,
"score": 1.0,
"slug": "computer-vision-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Lead a team to solve the problems in a perception / autonomous-systems scope and turn ideas into code \u0026 products",
"similarity": 0.5259
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Drive all technical elements of development, such as project requirements definition, design, implementation, unit testing, integration, and software delivery",
"similarity": 0.4807
},
{
"kra_text": "optimize responsiveness and performance",
"sentence": "Implementing cutting edge AI solutions on embedded platforms and optimizing them for performance.",
"similarity": 0.4484
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.485,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Engineering Manager",
"kra_matches": [
{
"kra_text": "facilitate technical and delivery decisions",
"sentence": "Drive all technical elements of development, such as project requirements definition, design, implementation, unit testing, integration, and software delivery",
"similarity": 0.528
},
{
"kra_text": "Set team goals and delivery plans",
"sentence": "Contribute to the vision and long-term strategy of the business unit",
"similarity": 0.4472
},
{
"kra_text": "Set team goals and delivery plans",
"sentence": "Lead a team to solve the problems in a perception / autonomous-systems scope and turn ideas into code \u0026 products",
"similarity": 0.4152
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 0.4635,
"slug": "engineering-manager",
"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": "Drive all technical elements of development, such as project requirements definition, design, implementation, unit testing, integration, and software delivery",
"similarity": 0.5259
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Lead a team to solve the problems in a perception / autonomous-systems scope and turn ideas into code \u0026 products",
"similarity": 0.4778
},
{
"kra_text": "Optimizes application performance from database query efficiency through API response latency to frontend rendering speed and bundle size.",
"sentence": "Implementing cutting edge AI solutions on embedded platforms and optimizing them for performance.",
"similarity": 0.3806
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4614,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "AI Engineer",
"kra_matches": [
{
"kra_text": "Optimizes AI pipeline efficiency by tuning model selection, context window usage, prompt caching, and batching strategies to reduce cost and latency.",
"sentence": "Implementing cutting edge AI solutions on embedded platforms and optimizing them for performance.",
"similarity": 0.5683
},
{
"kra_text": "Optimizes AI pipeline efficiency by tuning model selection, context window usage, prompt caching, and batching strategies to reduce cost and latency.",
"sentence": "Hardware architecture aware algorithm design and development",
"similarity": 0.3869
},
{
"kra_text": "Designs and implements prompt engineering workflows, few-shot examples, chain-of-thought patterns, and structured output parsing for AI feature pipelines.",
"sentence": "Lead a team to solve the problems in a perception / autonomous-systems scope and turn ideas into code \u0026 products",
"similarity": 0.3858
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 13,
"score": 0.447,
"slug": "ai-engineer",
"total_count": null
},
{
"display_name": "Go Backend Developer",
"kra_matches": [
{
"kra_text": "code review and testing support",
"sentence": "Drive all technical elements of development, such as project requirements definition, design, implementation, unit testing, integration, and software delivery",
"similarity": 0.4286
},
{
"kra_text": "performance tuning and resource efficiency",
"sentence": "Implementing cutting edge AI solutions on embedded platforms and optimizing them for performance.",
"similarity": 0.4196
},
{
"kra_text": "performance tuning and resource efficiency",
"sentence": "Hardware architecture aware algorithm design and development",
"similarity": 0.414
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 81,
"score": 0.4208,
"slug": "go-backend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Integration testing"
],
"role_id": 1,
"score": 0.1667,
"slug": "backend-engineer",
"total_count": 6
},
{
"display_name": "Pega Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Integration testing"
],
"role_id": 24,
"score": 0.1667,
"slug": "pega-developer",
"total_count": 6
},
{
"display_name": "Python Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Integration testing"
],
"role_id": 80,
"score": 0.1667,
"slug": "python-backend-developer",
"total_count": 6
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Integration testing"
],
"role_id": 82,
"score": 0.1667,
"slug": "node-backend-developer",
"total_count": 6
},
{
"display_name": ".NET Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Integration testing"
],
"role_id": 83,
"score": 0.1667,
"slug": "dotnet-backend-developer",
"total_count": 6
}
]
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "A",
"chosen_role": {
"display_name": "AI Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 13,
"score": 1.0,
"slug": "ai-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: AI 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": 2016,
"existing_alias_text": "Artificial Intelligence",
"input_term": "Artificial Intelligence",
"matched_canonical": {
"category_id": 2,
"display_name": "Artificial Intelligence",
"id": 1357,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "artificial-intelligence",
"sub_category_id": 1020,
"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": 865,
"existing_alias_text": "Unit Testing",
"input_term": "Unit Testing",
"matched_canonical": {
"category_id": 8,
"display_name": "Unit Testing",
"id": 517,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "unit-testing",
"sub_category_id": 44,
"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": 193,
"existing_alias_text": "integration testing",
"input_term": "Integration Testing",
"matched_canonical": {
"category_id": 8,
"display_name": "Integration testing",
"id": 56,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "integration-testing",
"sub_category_id": 44,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "Pega Developer",
"id": 24,
"rationale": null,
"role_archetype": null,
"slug": "pega-developer",
"source": "db"
},
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "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"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
],
"chosen_role": {
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},
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{
"dimension": {
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},
{
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},
{
"dimension": {
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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_final_skills": [
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],
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"run_id": "45bbd167-0add-4f37-b247-9790a5ec030f",
"skills_detail": [
{
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],
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}
],
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},
{
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],
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}
API 3 — final-role-output
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],
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