Pipeline run

26fdc33c-0c57-4903-bfa1-c0b7ddb018ea

Pipeline LLM cost (USD)

API 1: $0.0095 API 2: $0.0001 API 3: $0.0000 Total: $0.0096

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

SPARSE JD sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd

Nature of work · SAP Hybris / B2B e-commerce development

Build and customize SAP Hybris modules for B2B e-commerce, integrate them with ERP/CRM/payment/analytics systems, and troubleshoot issues while working in Agile with UI/UX, backend, and QA teams.

"Design, develop, document and implement SAP Hybris solutions for B2B e-commerce platforms."

Tech stack maturity

Mainstream Modern

AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)

0.00 / 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 (4)

SAP Hybris B2B e-commerce Agile Code Review

Skill cluster (2 dimension groups, role-scoped)

Software Concepts, Patterns & Practices

Agile

Cross-cutting / unaligned

SAP Hybris B2B e-commerce Code Review

Show KRA description ↓

In This Role, You Will • Design, develop, document and implement SAP Hybris solutions for B2B e-commerce platforms. • Customize and extend Hybris modules (Product, Order, Customer, Checkout, etc.). • Integrate Hybris with third-party systems such as payment gateways, ERP, CRM, and analytics tools. • Collaborate with UI/UX designers, backend developers, and QA teams to deliver high-quality software. • Write clean, maintainable, and efficient code following best practices and coding standards. • Troubleshoot and resolve technical issues related to Hybris applications. • Participate in code reviews, sprint planning, and other Agile development processes. • Stay updated with the latest Hybris features, tools, and industry trends.

Signals

Skill —

—

Alias —

—

KRA angular-frontend-developer

0.60

Post-classification

Centroid—

Alias collision log—

New-role queue#75

New skills captured0

New KRA captured—

Status: completed Created: 2026-05-27T15:24:09.490989Z Updated: 2026-06-12T16:30:49.256045Z API 3 duration: 11750 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

Engineering Manager

CASE F

slug: engineering-manager · id: 121 · source: db

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

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

Job Description Summary

We are seeking a skilled and experienced Hybris Developer to join our dynamic e-commerce development team. The ideal candidate will be responsible for designing, developing, and maintaining scalable and high-performance solutions using the SAP Hybris platform. You will work closely with cross-functional teams to deliver robust e-commerce applications that meet business requirements and enhance customer experience.

GE HealthCare, a leading global innovator in medical technology and digital solutions, is committed to improving lives during critical moments. Join us to unlock your ambition, transform ideas into impactful realities, and contribute to a healthier world where every voice matters and every difference makes a difference.

Job Description

Roles and Responsibilities:

In This Role, You Will

• Design, develop, document and implement SAP Hybris solutions for B2B e-commerce platforms.
• Customize and extend Hybris modules (Product, Order, Customer, Checkout, etc.).
• Integrate Hybris with third-party systems such as payment gateways, ERP, CRM, and analytics tools.
• Collaborate with UI/UX designers, backend developers, and QA teams to deliver high-quality software.
• Write clean, maintainable, and efficient code following best practices and coding standards.
• Troubleshoot and resolve technical issues related to Hybris applications.
• Participate in code reviews, sprint planning, and other Agile development processes.
• Stay updated with the latest Hybris features, tools, and industry trends.

Education Qualification

• Bachelor’s degree in Computer Science, Information Technology, or a related field.
• 3+ years of hands-on experience with SAP Commerce Cloud (preferably version 2211 or higher).
• Strong proficiency in Java, Spring Framework, and RESTful APIs.
• Experience with Hybris Data Modeling, ImpEx, FlexibleSearch, WCMS and Backoffice customization.
• Familiarity with front-end technologies (HTML, CSS, JavaScript) is a plus.
• Experience with version control systems (e.g., Git) and CI/CD pipelines.

Desired Characteristics

• Has the ability to break down problems and estimate time for development tasks.
• Understands the technology landscape, up to date on current technology trends and new technology, brings new ideas to the team.
• Displays understanding of the project's value proposition for the customer. Shows commitment to deliver the best value proposition for the targeted customer.
• Learns organization vision statement and decision making framework. Able to understand how team and personal goals/objectives contribute to the organization vision
• Voices opinions and presents clear rationale. Uses data or factual evidence to influence.
• Learns organization vision statement and decision making framework. Able to understand how team and personal goals/objectives contribute to the organization vision.
• Completes assigned tasks on time and with high quality. Takes independent responsibility for assigned deliverables.
• Has the ability to break down problems and estimate time for development tasks.
• Seeks to understand problems thoroughly before implementing solutions. Asks questions to clarify requirements when ambiguities are present.
• Identifies opportunities for innovation and offers new ideas. Takes the initiative to experiment with new software frameworks
• Adapts to new environments and changing requirements. Pivots quickly as needed. When coached, responds to need & seeks info from other sources.
• Write code that meets standards and delivers desired functionality using the technology selected for the project.

Inclusion & 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.

Disclaimer: GE HealthCare will never ask for payment to process documents, refer you to a third party to process applications or visas, or ask you to pay costs. Never send money to anyone suggesting they can provide employment with GE HealthCare. If you suspect you have received a fraudulent call , please fill out the form below: https://www.ge.com/careers/fraud.

Additional Job Description

Additional Information

Compensation Grade

PB1

Relocation Assistance Provided: No

Skills from this JD

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

SAP Hybris 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: Cloud Platforms
Sub-category: general
Skill nature: PLATFORM
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

B2B e-commerce 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: Concepts
Sub-category: general
Skill nature: CONCEPT
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Agile Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Agile id=520 · agile

Aliases — catalog

Agile (CANONICAL) primary

Context tags (catalog)

Kanban SAFe Scrum backlog backlog grooming burndown burndown chart continuous delivery continuous improvement cross-functional daily standup epics incremental development iteration iteration planning lean product backlog product owner retrospective sprint sprint planning stand-up story points user stories velocity

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 saved

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
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 saved
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	SAP Hybris \| type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed	B2B e-commerce \| type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR

nano JD Parser — gpt-4.1-nano click to toggle

RoleHybris Developer

CompanyGE HealthCare

Experience3+ years of hands-on experience with SAP Commerce Cloud

DomainHealthcare

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "GE HealthCare, a leading global",
      "last_5_words": "every voice matters and every"
    },
    "text": "GE HealthCare, a leading global innovator in medical technology and digital solutions, is committed to improving lives during critical moments. Join us to unlock your ambition, transform ideas into impactful realities, and contribute to a healthier world where every voice matters and every difference makes a difference.",
    "word_count": 47
  },
  "certifications": [],
  "company_name": "GE HealthCare",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "Medical Technology",
        "HealthTech"
      ],
      "domain": "Healthcare"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science / Information Technology (or related)",
      "raw": "Bachelor\u2019s degree in Computer Science, Information Technology, or a related field.",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 3,
    "raw": "3+ years of hands-on experience with SAP Commerce Cloud"
  },
  "job_locations": [],
  "role": "Hybris Developer",
  "role_aliases": [
    "SAP Hybris Developer",
    "Hybris Engineer",
    "E-commerce Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 8,
      "heading": "Roles and Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "In This Role, You Will",
        "last_5_words": "latest Hybris features, tools, and"
      },
      "text": "In This Role, You Will\n\n\u2022 Design, develop, document and implement SAP Hybris solutions for B2B e-commerce platforms.\n\u2022 Customize and extend Hybris modules (Product, Order, Customer, Checkout, etc.).\n\u2022 Integrate Hybris with third-party systems such as payment gateways, ERP, CRM, and analytics tools.\n\u2022 Collaborate with UI/UX designers, backend developers, and QA teams to deliver high-quality software.\n\u2022 Write clean, maintainable, and efficient code following best practices and coding standards.\n\u2022 Troubleshoot and resolve technical issues related to Hybris applications.\n\u2022 Participate in code reviews, sprint planning, and other Agile development processes.\n\u2022 Stay updated with the latest Hybris features, tools, and industry trends.",
      "word_count": 134
    }
  ],
  "urls": [
    {
      "type": "other",
      "url": "https://www.ge.com/careers/fraud"
    }
  ]
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "SAP Hybris"
    },
    {
      "is_primary": true,
      "skill_name": "B2B e-commerce"
    },
    {
      "is_primary": false,
      "skill_name": "Agile"
    },
    {
      "is_primary": false,
      "skill_name": "Code Review"
    }
  ],
  "jd_role": {
    "display_name": "Hybris Developer",
    "rationale": null,
    "role_aliases": [
      "SAP Hybris Developer",
      "Hybris Engineer",
      "E-commerce Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "GE HealthCare, a leading global",
        "last_5_words": "every voice matters and every"
      },
      "text": "GE HealthCare, a leading global innovator in medical technology and digital solutions, is committed to improving lives during critical moments. Join us to unlock your ambition, transform ideas into impactful realities, and contribute to a healthier world where every voice matters and every difference makes a difference.",
      "word_count": 47
    },
    "certifications": [],
    "company_name": "GE HealthCare",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "Medical Technology",
          "HealthTech"
        ],
        "domain": "Healthcare"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science / Information Technology (or related)",
        "raw": "Bachelor\u2019s degree in Computer Science, Information Technology, or a related field.",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 3,
      "raw": "3+ years of hands-on experience with SAP Commerce Cloud"
    },
    "job_locations": [],
    "role": "Hybris Developer",
    "role_aliases": [
      "SAP Hybris Developer",
      "Hybris Engineer",
      "E-commerce Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 8,
        "heading": "Roles and Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "In This Role, You Will",
          "last_5_words": "latest Hybris features, tools, and"
        },
        "text": "In This Role, You Will\n\n\u2022 Design, develop, document and implement SAP Hybris solutions for B2B e-commerce platforms.\n\u2022 Customize and extend Hybris modules (Product, Order, Customer, Checkout, etc.).\n\u2022 Integrate Hybris with third-party systems such as payment gateways, ERP, CRM, and analytics tools.\n\u2022 Collaborate with UI/UX designers, backend developers, and QA teams to deliver high-quality software.\n\u2022 Write clean, maintainable, and efficient code following best practices and coding standards.\n\u2022 Troubleshoot and resolve technical issues related to Hybris applications.\n\u2022 Participate in code reviews, sprint planning, and other Agile development processes.\n\u2022 Stay updated with the latest Hybris features, tools, and industry trends.",
        "word_count": 134
      }
    ],
    "urls": [
      {
        "type": "other",
        "url": "https://www.ge.com/careers/fraud"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "26fdc33c-0c57-4903-bfa1-c0b7ddb018ea",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate with UI/UX designers, backend developers, and QA teams to deliver high-quality software.",
            "similarity": 0.7169
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Write clean, maintainable, and efficient code following best practices and coding standards.",
            "similarity": 0.5648
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Participate in code reviews, sprint planning, and other Agile development processes.",
            "similarity": 0.5034
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5951,
        "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 UI/UX designers, backend developers, and QA teams to deliver high-quality software.",
            "similarity": 0.7554
          },
          {
            "kra_text": "integrate external APIs and data sources",
            "sentence": "Integrate Hybris with third-party systems such as payment gateways, ERP, CRM, and analytics tools.",
            "similarity": 0.5276
          },
          {
            "kra_text": "structure reusable application code",
            "sentence": "Write clean, maintainable, and efficient code following best practices and coding standards.",
            "similarity": 0.461
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5813,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "maintain code quality",
            "sentence": "Write clean, maintainable, and efficient code following best practices and coding standards.",
            "similarity": 0.6706
          },
          {
            "kra_text": "integrate backend APIs",
            "sentence": "Integrate Hybris with third-party systems such as payment gateways, ERP, CRM, and analytics tools.",
            "similarity": 0.5237
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Collaborate with UI/UX designers, backend developers, and QA teams to deliver high-quality software.",
            "similarity": 0.4809
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.5584,
        "slug": "react-native-developer",
        "total_count": null
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Integrates with third-party services, payment gateways, messaging queues like Kafka or RabbitMQ, and internal microservices via HTTP and event-driven patterns.",
            "sentence": "Integrate Hybris with third-party systems such as payment gateways, ERP, CRM, and analytics tools.",
            "similarity": 0.6133
          },
          {
            "kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
            "sentence": "Troubleshoot and resolve technical issues related to Hybris applications.",
            "similarity": 0.5098
          },
          {
            "kra_text": "Designs and maintains RESTful and GraphQL API interfaces with proper authentication, versioning, rate limiting, and documentation for frontend and third-party consumers.",
            "sentence": "Collaborate with UI/UX designers, backend developers, and QA teams to deliver high-quality software.",
            "similarity": 0.457
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 0.5267,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "Drupal Dev",
        "kra_matches": [
          {
            "kra_text": "module customization and maintenance",
            "sentence": "Customize and extend Hybris modules (Product, Order, Customer, Checkout, etc. ).",
            "similarity": 0.5984
          },
          {
            "kra_text": "site troubleshooting and defect fixes",
            "sentence": "Troubleshoot and resolve technical issues related to Hybris applications.",
            "similarity": 0.511
          },
          {
            "kra_text": "external system integration",
            "sentence": "Integrate Hybris with third-party systems such as payment gateways, ERP, CRM, and analytics tools.",
            "similarity": 0.4707
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 228,
        "score": 0.5267,
        "slug": "drupal-dev",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "F",
    "chosen_role": null,
    "confidence": 0.1,
    "is_new_role": false,
    "llm2_fired": true,
    "llm2_reasoning": "Although neither is an exact match for SAP Hybris back-end development, the Angular frontend role is more aligned with web e-commerce integrations than the mobile-focused Flutter role.",
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": true,
    "reasoning": "LLM2 unsure (confidence 0.10 \u003c 0.7); queueing",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": null,
    "centroid_updated": false,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [],
    "queue_entry_id": 75,
    "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": 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": 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": [
    {
      "display_name": "Engineering Manager",
      "id": 121,
      "rationale": null,
      "role_archetype": null,
      "slug": "engineering-manager",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Engineering Manager",
    "id": 121,
    "rationale": null,
    "role_archetype": null,
    "slug": "engineering-manager",
    "source": "single_candidate"
  },
  "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": "Agile",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Software Concepts, Patterns \u0026 Practices",
        "id": 478,
        "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
        "slug": "software-concepts-patterns-practices",
        "source": "db"
      },
      "input_skill": "Agile",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Engineering Manager",
          "id": 121,
          "rationale": null,
          "role_archetype": null,
          "slug": "engineering-manager",
          "source": "db"
        }
      ]
    },
    {
      "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": [
    "SAP Hybris",
    "B2B e-commerce",
    "Agile",
    "Code Review"
  ],
  "input_llm_skills": [
    "SAP Hybris",
    "B2B e-commerce",
    "Agile",
    "Code Review"
  ],
  "new_aliases_persisted": 0,
  "run_id": "26fdc33c-0c57-4903-bfa1-c0b7ddb018ea",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "SAP Hybris",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "skill_nature": "PLATFORM",
          "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": "sap-hybris",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "B2B e-commerce",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Concepts",
          "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": "b2b-e-commerce",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Agile",
          "alias_type": "CANONICAL",
          "id": 868,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "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"
      },
      "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": "Agile",
          "llm_role": null,
          "roles_from_db": []
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Software Concepts, Patterns \u0026 Practices",
            "id": 478,
            "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
            "slug": "software-concepts-patterns-practices",
            "source": "db"
          },
          "input_skill": "Agile",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Agile",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "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": [
    "SAP Hybris",
    "B2B e-commerce"
  ]
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Engineering Manager",
    "id": 121,
    "rationale": null,
    "role_archetype": null,
    "slug": "engineering-manager",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "SAP Hybris",
      "tag": "new"
    },
    {
      "skill": "B2B e-commerce",
      "tag": "new"
    },
    {
      "skill": "Agile",
      "tag": "in_db"
    },
    {
      "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": 121,
        "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": "Agile",
        "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": 520,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 121,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Software Concepts, Patterns \u0026 Practices",
          "id": 478,
          "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
          "slug": "software-concepts-patterns-practices",
          "source": "db"
        },
        "dimension_id": 478,
        "input_skill": "Agile",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Engineering Manager",
            "id": 121,
            "rationale": null,
            "role_archetype": null,
            "slug": "engineering-manager",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 520,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 121,
        "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": "26fdc33c-0c57-4903-bfa1-c0b7ddb018ea"
}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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