← Back to history

Pipeline run

7d591278-34c1-4a7f-84a6-af77629bcb10

Pipeline LLM cost (USD)
API 1: $0.0031 API 2: $0.0001 API 3: $0.0000 Total: $0.0032

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD role baseline loaded sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: role_baseline
Nature of work · End-to-end feature delivery
Build and ship progressive web apps for SKF bearing tools, partnering on discovery, code reviews, and QA, while mentoring juniors, enforcing coding/security standards, and fixing complex mobile issues.
"“Design, development, and deployment of SKF Bearing Assist, Super precision bearing manager applications as well as Bearing Analysis Report Tool progressive web application.”"
Tech stack maturity
Modern Cloud Native
This role is primarily a full-stack product engineering role for modern web stacks and cloud-based delivery, with AI tooling optional rather than central.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
2.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3):
Evidence — skills matched in JD (2)
Progressive Web App Code Review
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Progressive Web App Code Review
Show KRA description ↓
• Design, development, and deployment of SKF Bearing Assist, Super precision bearing manager applications as well as Bearing Analysis Report Tool progressive web application. • Actively participate in product discovery together with Designers and Product Owner/Product Manager • Support the Tech lead and the team and mentorship to junior developers, fostering their growth and development. • Collaborate with cross-functional teams, including product managers, designers, and QA, to deliver high-quality mobile solutions. • Ensure best practices in coding, architecture, and security are followed throughout the development lifecycle. • Conduct code reviews and provide constructive feedback to maintain code quality and performance. • Stay up-to-date with the latest industry trends, technologies, and best practices in mobile development. • Troubleshoot and resolve complex technical issues, ensuring the stability and performance of our mobile applications. • Contribute to the continuous improvement of our development processes and tools.

Signals

Skill
Alias full-stack-engineer
1.00
KRA angular-frontend-developer
0.60

Post-classification

Centroidupdated · n=789
Alias collision log
New-role queue
New skills captured1
New KRA captured

Captured for admin review

Progressive Web App primary Fullstack Developer pending
Status: completed Created: 2026-05-27T16:57:48.362895Z Updated: 2026-05-27T16:58:14.335048Z API 3 duration: 2640 ms
Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Fullstack Developer

CASE A

slug: full-stack-engineer · id: 15 · source: db

Exact alias hit on full-stack-engineer (1.0) — no other alias at this confidence; skill_top absent does not contradict

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

Job description

Requisition ID: 23020

Job Category: Information Technology

Career level: Professional

Contract type: Permanent

Location:

Bengaluru, IN

About SKF

SKF is the world leading supplier of products and solutions in the bearing business including technical support, maintenance services, condition monitoring and training.

The inherent skills and competence of our around 40,000 employees help us to fulfill our objective of creating more intelligent, sustainable and innovative customer solutions. SKF is a truly global company with presence in more than 130 countries, serving an extensive range of industries and customers worldwide. SKF started its operations in India in 1923.

SKF has hands-on experience in over 40 industries with knowledge and a vast product portfolio across the SKF technology platforms: bearings and units, seals, lubrication systems, condition monitoring equipment, and services.

We operate in four regions – the Americas, Europe, Middle East & Africa, India & Southeast Asia and China & Northeast Asia – to serve customers with speed and responsiveness.

SKF has been in India since more than 100 years and has a pan India footprint consisting of 6 manufacturing facilities, 12 offices, a supplier network of over 300 distributors and an employee base of more than 2600 dedicated professionals.

To know more, please visit: www.skf.com/in

Innovation Is The Key:

We make some of the world’s most innovative products and solutions to reduce friction. But we sell something bigger. Less friction means more energy saved. And it means that society can move forward to a more energy-efficient future where we can all do more with less.

Sustainability:

At SKF, we have a long history of working with industrial sustainability. It is an integral part of what we do every day. And we strive to create engagement throughout the business, not only by implementing sustainability on a strategic level, but also by encouraging the ideas and grass root projects initiated by our people around the world.

About Technology Development

The TD team for ISEA is focused on Customer Product development & Engineering, Innovation for the region, rollout of new technologies for the region, testing, Failure Investigation, scaleup from POC to series production, Portfolio Management etc.

TD Competencies

• Engineering & Research Centre
• Product Development & Engineering – This division brings out conceptual/detailed designs to support BOH/ETO activities based on customer specifications. Technology trends like digitization of workflows, e- Aviation, Sensorization, Product localization, Design automation, Agile, DFX and Model based designs, (MBDs) have increased the operational efficiency and application productivity. What our customer gain from this is efficient digital data exchange, traceability and flexibility in design changes, reduced carbon footprint and higher performance products.
• Testing: Group Testing Services is a trusted partner in design, process and supplier validation. The testing team ensures greater focus on customer requirements, quality and operational efficiency. This entails greater support for SKF’s processes in a faster manner by applying global test standards, adapted to local customer specific requirements.
• Global Metallurgy & Chemistry Laboratory (GMC)
• Future Factory (Manufacturing 4.0) – Working on World class manufacturing – Lean, Green, Digital.
• Manufacturing Process & Development - We support factories in the areas of process development (Heat treatment), machine building, Advanced Manufacturing – HT simulations, Additive Manufacturing, Vision Inspection etc. We are working on building innovative solutions on machines (measurement/ assembly/ clean manufacturing) and focusing on Scaling technologies like 3D printing and Camera based Inspection system with automation.
• Connected Technologies- develop new products for connectivity and sustain it. We work on sensor technology and data integration. This help customer for predictive maintenance of their assets


SKF Purpose Statement

Together, we re-imagine rotation for a better tomorrow.

By creating intelligent and clean solutions for people and the planet

in Bengaluru, and will report to Rajesh Maduri (Manager Shared Services & Bearing Digital).

JOB DESCRIPTION

Job title: Full Stack Developer Bearing Digital

Reports To: Manager Shared Services & Bearing Digital

Role Type: Individual Contributor

Location: Bangalore

Role Purpose:

SKF is on the lookout for a highly skilled and motivated Full stack developer to become an integral part of our Bearing Digital Team. In this role, you will be responsible for developing Back end for our mobile applications for bearing replacements, bearing damage analysis and super precision bearings calculations along with front end development on web. The applications are primarily mobile applications on both iOS and Android but also PWAs. You will join a team of talented developers, providing technical guidance, and ensuring the delivery of high-quality, scalable, and maintainable code. Your role will be pivotal in driving the technical direction of our mobile projects and fostering a culture of continuous improvement.

Key Responsibilities:

• Design, development, and deployment of SKF Bearing Assist, Super precision bearing manager applications as well as Bearing Analysis Report Tool progressive web application. 
• Actively participate in product discovery together with Designers and Product Owner/Product Manager
• Support the Tech lead and the team and mentorship to junior developers, fostering their growth and development.
• Collaborate with cross-functional teams, including product managers, designers, and QA, to deliver high-quality mobile solutions.
• Ensure best practices in coding, architecture, and security are followed throughout the development lifecycle.
• Conduct code reviews and provide constructive feedback to maintain code quality and performance.
• Stay up-to-date with the latest industry trends, technologies, and best practices in mobile development.
• Troubleshoot and resolve complex technical issues, ensuring the stability and performance of our mobile applications.
• Contribute to the continuous improvement of our development processes and tools.


Candidate’s Profile:

• Experience- 8 years to 12 years
• Education- Bachelor's or Master's degree in Computer Science, Engineering, or a related field.
• Proven experience as a Full Stack Developer or similar role.
• Strong proficiency in JavaScript, TypeScript and modern development practices.
• Hands-on experience with Node.js, Express, NestJS, Cognito and AWS Lambda.
• Familiarity with Docker, mySQL, DynamoDB, ElasticSearch, Sequelize, and Jest.
• Experience working with React and its ecosystem
• Experience with front-end tooling including Webpack, ESLint, and SaSS
• Knowledge of form validation and schema management using React Hook Form and Zod.
• Experience with state management and data fetching using Redux and Tanstack, familiarity with browser automation using Puppeteer
• Excellent problem-solving skills and the ability to think critically and creatively.
• Experience using Azure DevOps, CircleCI or similar tools for project management and collaboration.
• Strong communication and leadership skills, with the ability to mentor and inspire junior developers.
• Experience with Agile/Scrum methodologies is a plus.
• Experience with versioning in Azure devops, CI/CD and GitHub. 
• Excellent verbal and written communication skills.


Relationships:

• Reports to the Product Development Manager.
• Works closely with fellow Developers, Tech-Leads, Product Owners and Product Managers to align product architecture with product strategy. 
• Fostering open culture with high psychological safety. Able to work in an inclusive culture with a problem-solving team mindset.


Nice To Have:

• Experience working with international teams 
• Understanding of mechanical engineering.


About SKF

SKF has been around for more than a century and today we are one of the world’s largest global suppliers of bearings and supporting solutions for rotating equipment. With more than 40,000 employees in around 130 countries, we are truly global. Our products are found everywhere in society. In fact, wherever there is movement, SKF’s solutions might be at work. This means that we are an important part of the everyday lives of people and companies around the world. See more, at www.skf.com.

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

Progressive Web App Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Web Development
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Code Review Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Code Review id=516 · code-review

Aliases — catalog

  • Code Review (CANONICAL)

Context tags (catalog)

Bitbucket GitHub GitLab PR review approval workflow branch protection code quality diff inline comments linting merge request pair programming pull request review checklist static analysis

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)

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
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 Progressive Web App | type=Web Development subtype=general nature=CONCEPT lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleFull Stack Developer Bearing Digital
CompanySKF
Experience8 years to 12 years
DomainManufacturing
Location Bengaluru, India (null)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "SKF is the world leading",
      "last_5_words": "operations in India in 1923."
    },
    "text": "SKF is the world leading supplier of products and solutions in the bearing business including technical support, maintenance services, condition monitoring and training. The inherent skills and competence of our around 40,000 employees help us to fulfill our objective of creating more intelligent, sustainable and innovative customer solutions. SKF is a truly global company with presence in more than 130 countries, serving an extensive range of industries and customers worldwide. SKF started its operations in India in 1923.",
    "word_count": 64
  },
  "certifications": [],
  "company_name": "SKF",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "Industrial Manufacturing",
        "Engineering"
      ],
      "domain": "Manufacturing"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science",
      "raw": "Bachelor\u0027s or Master\u0027s degree in Computer Science, Engineering, or a related field.",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": 12,
    "min": 8,
    "raw": "8 years to 12 years"
  },
  "job_locations": [
    {
      "aliases": [
        "Bangalore"
      ],
      "city": "Bengaluru",
      "country": "India",
      "state": null,
      "work_mode": "null"
    }
  ],
  "role": "Full Stack Developer Bearing Digital",
  "role_aliases": [
    "Full Stack Developer",
    "Software Engineer",
    "Full Stack Engineer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 9,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Design, development, and deployment",
        "last_5_words": "improvement of our development processes"
      },
      "text": "\u2022 Design, development, and deployment of SKF Bearing Assist, Super precision bearing manager applications as well as Bearing Analysis Report Tool progressive web application.\n\u2022 Actively participate in product discovery together with Designers and Product Owner/Product Manager\n\u2022 Support the Tech lead and the team and mentorship to junior developers, fostering their growth and development.\n\u2022 Collaborate with cross-functional teams, including product managers, designers, and QA, to deliver high-quality mobile solutions.\n\u2022 Ensure best practices in coding, architecture, and security are followed throughout the development lifecycle.\n\u2022 Conduct code reviews and provide constructive feedback to maintain code quality and performance.\n\u2022 Stay up-to-date with the latest industry trends, technologies, and best practices in mobile development.\n\u2022 Troubleshoot and resolve complex technical issues, ensuring the stability and performance of our mobile applications.\n\u2022 Contribute to the continuous improvement of our development processes and tools.",
      "word_count": 198
    }
  ],
  "urls": [
    {
      "type": "website",
      "url": "www.skf.com/in"
    },
    {
      "type": "website",
      "url": "www.skf.com"
    }
  ]
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Progressive Web App"
    },
    {
      "is_primary": false,
      "skill_name": "Code Review"
    }
  ],
  "jd_role": {
    "display_name": "Full Stack Developer Bearing Digital",
    "rationale": null,
    "role_aliases": [
      "Full Stack Developer",
      "Software Engineer",
      "Full Stack Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "SKF is the world leading",
        "last_5_words": "operations in India in 1923."
      },
      "text": "SKF is the world leading supplier of products and solutions in the bearing business including technical support, maintenance services, condition monitoring and training. The inherent skills and competence of our around 40,000 employees help us to fulfill our objective of creating more intelligent, sustainable and innovative customer solutions. SKF is a truly global company with presence in more than 130 countries, serving an extensive range of industries and customers worldwide. SKF started its operations in India in 1923.",
      "word_count": 64
    },
    "certifications": [],
    "company_name": "SKF",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "Industrial Manufacturing",
          "Engineering"
        ],
        "domain": "Manufacturing"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science",
        "raw": "Bachelor\u0027s or Master\u0027s degree in Computer Science, Engineering, or a related field.",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": 12,
      "min": 8,
      "raw": "8 years to 12 years"
    },
    "job_locations": [
      {
        "aliases": [
          "Bangalore"
        ],
        "city": "Bengaluru",
        "country": "India",
        "state": null,
        "work_mode": "null"
      }
    ],
    "role": "Full Stack Developer Bearing Digital",
    "role_aliases": [
      "Full Stack Developer",
      "Software Engineer",
      "Full Stack Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 9,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Design, development, and deployment",
          "last_5_words": "improvement of our development processes"
        },
        "text": "\u2022 Design, development, and deployment of SKF Bearing Assist, Super precision bearing manager applications as well as Bearing Analysis Report Tool progressive web application.\n\u2022 Actively participate in product discovery together with Designers and Product Owner/Product Manager\n\u2022 Support the Tech lead and the team and mentorship to junior developers, fostering their growth and development.\n\u2022 Collaborate with cross-functional teams, including product managers, designers, and QA, to deliver high-quality mobile solutions.\n\u2022 Ensure best practices in coding, architecture, and security are followed throughout the development lifecycle.\n\u2022 Conduct code reviews and provide constructive feedback to maintain code quality and performance.\n\u2022 Stay up-to-date with the latest industry trends, technologies, and best practices in mobile development.\n\u2022 Troubleshoot and resolve complex technical issues, ensuring the stability and performance of our mobile applications.\n\u2022 Contribute to the continuous improvement of our development processes and tools.",
        "word_count": 198
      }
    ],
    "urls": [
      {
        "type": "website",
        "url": "www.skf.com/in"
      },
      {
        "type": "website",
        "url": "www.skf.com"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "7d591278-34c1-4a7f-84a6-af77629bcb10",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 1.0,
        "slug": "full-stack-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate with cross-functional teams, including product managers, designers, and QA, to deliver high-quality mobile solutions.",
            "similarity": 0.6426
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Conduct code reviews and provide constructive feedback to maintain code quality and performance.",
            "similarity": 0.6318
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Actively participate in product discovery together with Designers and Product Owner/Product Manager",
            "similarity": 0.5118
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5954,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate with cross-functional teams, including product managers, designers, and QA, to deliver high-quality mobile solutions.",
            "similarity": 0.6749
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Actively participate in product discovery together with Designers and Product Owner/Product Manager",
            "similarity": 0.6053
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Contribute to the continuous improvement of our development processes and tools.",
            "similarity": 0.4541
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5781,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "maintain code quality",
            "sentence": "Conduct code reviews and provide constructive feedback to maintain code quality and performance.",
            "similarity": 0.6993
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Ensure best practices in coding, architecture, and security are followed throughout the development lifecycle.",
            "similarity": 0.5726
          },
          {
            "kra_text": "prepare mobile releases",
            "sentence": "Stay up-to-date with the latest industry trends, technologies, and best practices in mobile development.",
            "similarity": 0.4592
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.577,
        "slug": "react-native-developer",
        "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": "Collaborate with cross-functional teams, including product managers, designers, and QA, to deliver high-quality mobile solutions.",
            "similarity": 0.6129
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Actively participate in product discovery together with Designers and Product Owner/Product Manager",
            "similarity": 0.574
          },
          {
            "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": "Ensure best practices in coding, architecture, and security are followed throughout the development lifecycle.",
            "similarity": 0.5017
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5629,
        "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": "Contribute to the continuous improvement of our development processes and tools.",
            "similarity": 0.5765
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Ensure best practices in coding, architecture, and security are followed throughout the development lifecycle.",
            "similarity": 0.5378
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Collaborate with cross-functional teams, including product managers, designers, and QA, to deliver high-quality mobile solutions.",
            "similarity": 0.5184
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.5442,
        "slug": "devops-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Fullstack Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 15,
      "score": 1.0,
      "slug": "full-stack-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 full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 789,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 22817,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Progressive Web App",
        "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": 864,
      "existing_alias_text": "Code Review",
      "input_term": "Code Review",
      "matched_canonical": {
        "category_id": 58,
        "display_name": "Code Review",
        "id": 516,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PRACTICE",
        "slug": "code-review",
        "sub_category_id": 364,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "React Frontend Development",
        "id": 96,
        "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
        "slug": "d_init_01",
        "source": "db"
      },
      "input_skill": "Code Review",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "Progressive Web App",
    "Code Review"
  ],
  "input_llm_skills": [
    "Progressive Web App",
    "Code Review"
  ],
  "new_aliases_persisted": 0,
  "run_id": "7d591278-34c1-4a7f-84a6-af77629bcb10",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Progressive Web App",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Web Development",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "progressive-web-app",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Code Review",
          "alias_type": "CANONICAL",
          "id": 864,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 58,
        "display_name": "Code Review",
        "id": 516,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PRACTICE",
        "slug": "code-review",
        "sub_category_id": 364,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "Code Review",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Code Review",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Progressive Web App"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Progressive Web App",
      "tag": "new"
    },
    {
      "skill": "Code Review",
      "tag": "in_db"
    }
  ],
  "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": 15,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Code Review",
        "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": [],
        "skill_dimension_saved": true,
        "skill_id": 516,
        "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": "7d591278-34c1-4a7f-84a6-af77629bcb10"
}