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Pipeline run

9ae5bbb2-2fcd-48bd-81f6-6596cdb1d50f

Pipeline LLM cost (USD)
API 1: $0.0098 API 2: $0.0001 API 3: $0.0000 Total: $0.0099

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: jd
Nature of work · API and service implementation
Lead architecture and delivery of complex Citrix Workspace App components, implement features across multiple projects, mentor teammates, and work in Agile/Scrum/SAFe with strong unit testing and stakeholder collaboration.
"Implementing complex features."
Tech stack maturity
Mainstream Legacy
The profile emphasizes generic agile/scrum process skills rather than any cloud-native, modern, or bleeding-edge backend technology stack signals.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.80 / 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 (3)
Agile Scrum SAFe
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Agile Scrum SAFe
Show KRA description ↓
You will be working on Citrix Workspace App team delivering product value to our ~100M+ user base. Defining architecture for complex components working with other stakeholders like PM , CX etc. Mentoring other team members and leading one or more complex components. Implementing complex features. You will be expected to contribute in multiple projects according to business needs. Embrace Agile development methodologies ( SAFE ,SCRUM etc.). Unit-test code for robustness, including edge cases, usability, and general reliability. Engage in continuous learning, both on the job and through available technical training, to develop knowledge and skills.

Signals

Skill engineering-manager
0.67
Alias backend-engineer
1.00
KRA cloud-architect
0.44

Post-classification

Centroidupdated · n=1263
Alias collision log
New-role queue
New skills captured1
New KRA capturedyes

Captured for admin review

SAFe primary Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

You will be working on Citrix Workspace App team delivering product value to our ~100M+ user base. Defining architecture for complex components working with other stakeholders like PM , CX etc. Mentor…

Status: completed Created: 2026-05-27T16:04:16.918362Z Updated: 2026-05-27T16:05:10.388817Z API 3 duration: 8484 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

Backend Developer

domain · Software Engineering CASE DOMAIN

slug: backend-engineer · id: 1 · source: db

Domain=Software Engineering; The JD describes a Senior Software Engineer owning architecture, complex components, feature implementation, cross-functional collaboration, and mentoring, which best matches the broad backend/senior software engineer candidate.

Matched skills

Citrix Workspace AppAgile development methodologiesSAFESCRUMUnit-test code

Matched dimensions

Software ArchitectureComplex Component DevelopmentFeature ImplementationCross-functional CollaborationTechnical MentoringAgile Delivery

Matched KRAs

Delivering product value to our ~100M+ user baseDefining architecture for complex componentsMentoring other team membersLeading one or more complex componentsImplementing complex featuresContribute in multiple projects according to business needsUnit-test code for robustnessEngage in continuous learning

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

We believe work is not a place, but rather a thing you do. Our technology revolves around this core philosophy. We are relentlessly committed to helping people work and play from anywhere, on any device. Innovation, creativity and a passion for ever-improving performance drive our company and our people forward. We empower the original mobile device: YOU! What you will be doing Our team, Citrix Workspace app, is the preferred way to access all Citrix Workspace services. Citrix Workspace app is used by millions of users to do their day to day work. You will help define the next generation experience for Citrix Workspace app on desktop platforms and modernize tech stack. You will get an opportunity to build on top of some of leading open source codebases in the industry. A laser focus on delivering meaningful and impactful customer value is a cornerstone of how we work. We are invested in nurturing high performing teams that take us closer to our goal of being a world class engineering org. If you believe in a bottom-up culture, are passionate about delivering high quality software at scale, Key responsibilities ·        You will be working on Citrix Workspace App team delivering product value to our ~100M+ user base. ·        Defining architecture for complex components working with other stakeholders like PM , CX etc. ·        Mentoring other team members and leading one or more complex components. ·        Implementing complex features. ·        You will be expected to contribute in multiple projects according to business needs. ·        Embrace Agile development methodologies ( SAFE ,SCRUM etc.). Unit-test code for robustness, including edge cases, usability, and general reliability. ·        Engage in continuous learning, both on the job and through available technical training, to develop knowledge and skills Skills, Experience & Qualification needed: ·        Bachelor’s degree or equivalent in Computer Science or related field with minimum of 10+ years of hands on dev experience. ·        Demonstrated experience in leading complex business critical applications. ·        You need to have passion for writing good and scalable code. ·        Very good object-oriented programming development knowledge and hand -on experience working with C++ for building desktop applications. ·        Strong knowledge of basic computer science concepts like Operating system, Networking, Data Structure and algorithms. ·        Expertise in Multi-Threaded Programming, crash dump analysis. ·        Experience with Windows Internal, windows services are needed. ·        Flexibility to work on different platforms and technologies like cloud, web etc according to business needs. ·        Exposure to cloud services development skills using C# .NET is a plus. ·        Experience with web technologies like Javascript , typescript ,react etc is a plus. ·        Experience building applications on Linux/mac is a plus.

Skills from this JD

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

Agile Primary 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 skipped (dimension not under chosen role)
Scrum Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Scrum id=1215 · scrum

Aliases — catalog

  • Scrum (CANONICAL) primary

Context tags (catalog)

Agile Kanban backlog burndown chart cross-functional team daily standup definition of done increment product owner release planning retrospective scrum framework scrum master sprint story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Scrum
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Scrum appears in a large share of agile project-management and product-owner job descriptions, and Scrum Alliance/PSM certifications are widely requested in hiring pipelines.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3627
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Software Concepts, Patterns & Practices Catalog dimension db id 478

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SAFe 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
Soft Skills
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

All API 3 persistence rows

Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
Agile in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Agile in_db
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Scrum in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Scrum in_db
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed SAFe | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSenior Software Engineer
CompanyCitrix
Experienceminimum of 10+ years of hands on dev experience
DomainIT Services & Consulting
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "We believe work is not",
      "last_5_words": "device: YOU!"
    },
    "text": "We believe work is not a place, but rather a thing you do. Our technology revolves around this core philosophy. We are relentlessly committed to helping people work and play from anywhere, on any device. Innovation, creativity and a passion for ever-improving performance drive our company and our people forward. We empower the original mobile device: YOU!",
    "word_count": 64
  },
  "certifications": [],
  "company_name": "Citrix",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science (or related)",
      "raw": "Bachelor\u2019s degree or equivalent in Computer Science or related field",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 10,
    "raw": "minimum of 10+ years of hands on dev experience"
  },
  "job_locations": [],
  "role": "Senior Software Engineer",
  "role_aliases": [
    "Software Engineer",
    "SWE",
    "Senior Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Key responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "You will be working on",
        "last_5_words": "knowledge and skills."
      },
      "text": "You will be working on Citrix Workspace App team delivering product value to our ~100M+ user base.\nDefining architecture for complex components working with other stakeholders like PM , CX etc.\nMentoring other team members and leading one or more complex components.\nImplementing complex features.\nYou will be expected to contribute in multiple projects according to business needs.\nEmbrace Agile development methodologies ( SAFE ,SCRUM etc.). Unit-test code for robustness, including edge cases, usability, and general reliability.\nEngage in continuous learning, both on the job and through available technical training, to develop knowledge and skills.",
      "word_count": 104
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Agile"
    },
    {
      "is_primary": true,
      "skill_name": "Scrum"
    },
    {
      "is_primary": true,
      "skill_name": "SAFe"
    }
  ],
  "jd_role": {
    "display_name": "Senior Software Engineer",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "SWE",
      "Senior Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "We believe work is not",
        "last_5_words": "device: YOU!"
      },
      "text": "We believe work is not a place, but rather a thing you do. Our technology revolves around this core philosophy. We are relentlessly committed to helping people work and play from anywhere, on any device. Innovation, creativity and a passion for ever-improving performance drive our company and our people forward. We empower the original mobile device: YOU!",
      "word_count": 64
    },
    "certifications": [],
    "company_name": "Citrix",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science (or related)",
        "raw": "Bachelor\u2019s degree or equivalent in Computer Science or related field",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 10,
      "raw": "minimum of 10+ years of hands on dev experience"
    },
    "job_locations": [],
    "role": "Senior Software Engineer",
    "role_aliases": [
      "Software Engineer",
      "SWE",
      "Senior Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 6,
        "heading": "Key responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "You will be working on",
          "last_5_words": "knowledge and skills."
        },
        "text": "You will be working on Citrix Workspace App team delivering product value to our ~100M+ user base.\nDefining architecture for complex components working with other stakeholders like PM , CX etc.\nMentoring other team members and leading one or more complex components.\nImplementing complex features.\nYou will be expected to contribute in multiple projects according to business needs.\nEmbrace Agile development methodologies ( SAFE ,SCRUM etc.). Unit-test code for robustness, including edge cases, usability, and general reliability.\nEngage in continuous learning, both on the job and through available technical training, to develop knowledge and skills.",
        "word_count": 104
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "9ae5bbb2-2fcd-48bd-81f6-6596cdb1d50f",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 1.0,
        "slug": "backend-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Defining architecture for complex components working with other stakeholders like PM , CX etc. Mentoring other team members and leading one or more complex components.",
            "similarity": 0.5463
          },
          {
            "kra_text": "Defines cloud adoption roadmaps, lift-and-shift vs. refactor migration strategies, and landing zone architectures for workloads moving to AWS, Azure, or GCP.",
            "sentence": "Embrace Agile development methodologies ( SAFE ,SCRUM etc. ).",
            "similarity": 0.4003
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "You will be working on Citrix Workspace App team delivering product value to our ~100M+ user base.",
            "similarity": 0.3839
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.4435,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and refactoring",
            "sentence": "Unit-test code for robustness, including edge cases, usability, and general reliability.",
            "similarity": 0.4854
          },
          {
            "kra_text": "Angular component development",
            "sentence": "Defining architecture for complex components working with other stakeholders like PM , CX etc. Mentoring other team members and leading one or more complex components.",
            "similarity": 0.4167
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Embrace Agile development methodologies ( SAFE ,SCRUM etc. ).",
            "similarity": 0.4143
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.4388,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "structure reusable application code",
            "sentence": "Unit-test code for robustness, including edge cases, usability, and general reliability.",
            "similarity": 0.4499
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Defining architecture for complex components working with other stakeholders like PM , CX etc. Mentoring other team members and leading one or more complex components.",
            "similarity": 0.4476
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "You will be working on Citrix Workspace App team delivering product value to our ~100M+ user base.",
            "similarity": 0.3974
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.4316,
        "slug": "flutter-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": "Defining architecture for complex components working with other stakeholders like PM , CX etc. Mentoring other team members and leading one or more complex components.",
            "similarity": 0.4622
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "You will be working on Citrix Workspace App team delivering product value to our ~100M+ user base.",
            "similarity": 0.4317
          },
          {
            "kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
            "sentence": "Embrace Agile development methodologies ( SAFE ,SCRUM etc. ).",
            "similarity": 0.3988
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.4309,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "maintain code quality",
            "sentence": "Unit-test code for robustness, including edge cases, usability, and general reliability.",
            "similarity": 0.5495
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Embrace Agile development methodologies ( SAFE ,SCRUM etc. ).",
            "similarity": 0.3994
          },
          {
            "kra_text": "Implement mobile screens and flows",
            "sentence": "You will be working on Citrix Workspace App team delivering product value to our ~100M+ user base.",
            "similarity": 0.3123
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.4204,
        "slug": "react-native-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Engineering Manager",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "Agile",
          "Scrum"
        ],
        "role_id": 121,
        "score": 0.6667,
        "slug": "engineering-manager",
        "total_count": 3
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Backend Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 1,
      "score": 0.89,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 0.89,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Software Architecture",
      "Complex Component Development",
      "Feature Implementation",
      "Cross-functional Collaboration",
      "Technical Mentoring",
      "Agile Delivery"
    ],
    "matched_kras": [
      "Delivering product value to our ~100M+ user base",
      "Defining architecture for complex components",
      "Mentoring other team members",
      "Leading one or more complex components",
      "Implementing complex features",
      "Contribute in multiple projects according to business needs",
      "Unit-test code for robustness",
      "Engage in continuous learning"
    ],
    "matched_skills": [
      "Citrix Workspace App",
      "Agile development methodologies",
      "SAFE",
      "SCRUM",
      "Unit-test code"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The JD describes a Senior Software Engineer owning architecture, complex components, feature implementation, cross-functional collaboration, and mentoring, which best matches the broad backend/senior software engineer candidate.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 1263,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1319,
      "r_and_r_preview": "You will be working on Citrix Workspace App team delivering product value to our ~100M+ user base.\nDefining architecture for complex components working with other stakeholders like PM , CX etc.\nMentor",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 18082,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "SAFe",
        "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": 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": 1851,
      "existing_alias_text": "Scrum",
      "input_term": "Scrum",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Scrum",
        "id": 1215,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "scrum",
        "sub_category_id": 3627,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Engineering Manager",
      "id": 121,
      "rationale": null,
      "role_archetype": null,
      "slug": "engineering-manager",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering; The JD describes a Senior Software Engineer owning architecture, complex components, feature implementation, cross-functional collaboration, and mentoring, which best matches the broad backend/senior software engineer candidate.",
    "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"
  },
  "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": "Scrum",
      "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": "Scrum",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Engineering Manager",
          "id": 121,
          "rationale": null,
          "role_archetype": null,
          "slug": "engineering-manager",
          "source": "db"
        }
      ]
    }
  ],
  "input_final_skills": [
    "Agile",
    "Scrum",
    "SAFe"
  ],
  "input_llm_skills": [
    "Agile",
    "Scrum",
    "SAFe"
  ],
  "new_aliases_persisted": 0,
  "run_id": "9ae5bbb2-2fcd-48bd-81f6-6596cdb1d50f",
  "skills_detail": [
    {
      "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": "Scrum",
          "alias_type": "CANONICAL",
          "id": 1851,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Scrum",
        "id": 1215,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "scrum",
        "sub_category_id": 3627,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "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": "Scrum",
          "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": "Scrum",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Scrum",
      "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": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "SAFe",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Soft Skills",
          "skill_nature": "PRACTICE",
          "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": "safe",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "SAFe"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering; The JD describes a Senior Software Engineer owning architecture, complex components, feature implementation, cross-functional collaboration, and mentoring, which best matches the broad backend/senior software engineer candidate.",
    "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"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Agile",
      "tag": "in_db"
    },
    {
      "skill": "Scrum",
      "tag": "in_db"
    },
    {
      "skill": "SAFe",
      "tag": "new"
    }
  ],
  "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": 1,
        "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": 1,
        "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": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "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": 1,
        "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": "Scrum",
        "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": 1215,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "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": "Scrum",
        "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": [
          {
            "display_name": "Engineering Manager",
            "id": 121,
            "rationale": null,
            "role_archetype": null,
            "slug": "engineering-manager",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1215,
        "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": "9ae5bbb2-2fcd-48bd-81f6-6596cdb1d50f"
}