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Pipeline run

aafd2af2-6eec-4d3f-9b51-a40cb58656b6

Pipeline LLM cost (USD)
API 1: $0.0037 API 2: $0.0003 API 3: $0.0000 Total: $0.0040

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · API and service implementation
Works on loyalty platform software by designing, coding, testing, documenting, and supporting data-driven applications, including POCs, enhancements, and production fixes. Collaborates with architects, analysts, QA, and business stakeholders to deliver high-quality, on-time code.
"Responsible for the architecture, design, development, implementation of data-based software applications."
Tech stack maturity
Mainstream Modern
A backend developer focused on debugging and unit-testing aligns with widely adopted, standard engineering practices rather than legacy-only or bleeding-edge technologies.
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 (10)
Continuous Integration Test Automation Software Development Unit Testing Debugging Documentation Agile POC High Availability Performance
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Continuous Integration Test Automation Software Development Unit Testing Debugging Documentation Agile POC High Availability Performance
Show KRA description ↓
We are developing and executing a shared strategic vision for Loyalty platforms and products that enable Visa to be the world-leading data-driven payments company. As a Software developer, you will work closely with a world-class team of Development and Test Engineers. This position is ideal for an engineer who is passionate about solving challenging business problems and building applications that provide excellent user experiences. You will be an integral part of the Loyalty development team focusing on design and building of software solutions that leverage data to solve business problems. The candidate will be extensively involved in hands-on activities including POCs, design, documentation, coding, unit testing, implementation, and documentation of solutions for new development, system enhancements, and production support. Candidate must be flexible and willing to switch tasks based on team needs. Development and programming functions to ensure that projects are delivered on time and within budget with good code quality. Work with architects, systems analysts, project managers, QA, and other developers to successfully implement business requirements while applying the latest available tools and technology. Responsible for the architecture, design, development, implementation of data-based software applications. This includes working with both business and technical stakeholders to deliver high quality products and services that meet business requirements and expectations. Interact with business units to define requirements/modifications and use case to utilize in designing appropriate solutions. Provide recommendation on scope and scale of effort required to develop solution. Design, develop, document, and implement new programs and subprograms, as well as enhancements, modifications, and corrections to existing software - Develop testing and debugging routines. Create documentation and procedures for installation and maintenance. Build and maintain relationship with global and virtual teams and third parties on software development or support issues. Identify opportunities for further enhancements and refinements to standards, best practices, and development methodologies. Work directly with Architects, System Analysts, Dev leads and QA team leads to manage the technical aspects of a development pipeline. Responsible for the architecture, design, development, and implementation. Work on development of new products iteratively by building quick POCs and converting ideas into real products. Design and develop mission-critical systems, delivering high-availability and performance. Interact with both business and technical stakeholders to deliver high quality products and services that meet business requirements and expectations while applying the latest available tools and technology. Develop and delivery on time, within budget, and with good code quality. Have a passion for delivering zero defect code and be responsible for ensuring the team deliverables meet or exceed the prescribed defect SLA. Help developer efficiencies by utilizing Continuous Integration/Development tools, test automation frameworks and other related items. Present technical solutions, capabilities, considerations, and features in business terms. Effectively communicate status, issues, and risks in a precise and timely manner. Identify opportunities for future enhancements and refinements to products, standards, best practices, and development methodologies Collaborate with global and virtual teams on software development.

Signals

Skill sitecore-dev
0.17
Alias backend-engineer
1.00
KRA cloud-architect
0.58

Post-classification

Centroidupdated · n=552
Alias collision log
New-role queue
New skills captured6
New KRA capturedyes

Captured for admin review

Continuous Integration primary Backend Developer pending
Test Automation primary Backend Developer pending
Software Development primary Backend Developer pending
Documentation primary Backend Developer pending
POC Backend Developer pending
Performance Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

We are developing and executing a shared strategic vision for Loyalty platforms and products that enable Visa to be the world-leading data-driven payments company. As a Software developer, you will wo…

Status: completed Created: 2026-05-27T14:32:42.871323Z Updated: 2026-06-12T17:35:07.322082Z API 3 duration: 13015 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

CASE A

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

Exact alias hit on backend-engineer (1.0) — no other alias at this confidence; skill_top sitecore-dev 0.17 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

This position is ideal for an experienced Software engineer who is passionate about solving challenging business problems and building applications that provide an excellent user experience. You will be an integral part of Loyalty and Marketing Services team focusing on design and build of software solutions that leverage data to solve business problems.

Responsibilities
 We are developing and executing a shared strategic vision for Loyalty platforms and products that enable Visa to be the world-leading data-driven payments company. As a Software developer, you will work closely with a world-class team of Development and Test Engineers. This position is ideal for an engineer who is passionate about solving challenging business problems and building applications that provide excellent user experiences. You will be an integral part of the Loyalty development team focusing on design and building of software solutions that leverage data to solve business problems. The candidate will be extensively involved in hands-on activities including POCs, design, documentation, coding, unit testing, implementation, and documentation of solutions for new development, system enhancements, and production support. Candidate must be flexible and willing to switch tasks based on team needs. Development and programming functions to ensure that projects are delivered on time and within budget with good code quality. Work with architects, systems analysts, project managers, QA, and other developers to successfully implement business requirements while applying the latest available tools and technology. Responsible for the architecture, design, development, implementation of data-based software applications. This includes working with both business and technical stakeholders to deliver high quality products and services that meet business requirements and expectations. Interact with business units to define requirements/modifications and use case to utilize in designing appropriate solutions. Provide recommendation on scope and scale of effort required to develop solution. Design, develop, document, and implement new programs and subprograms, as well as enhancements, modifications, and corrections to existing software - Develop testing and debugging routines. Create documentation and procedures for installation and maintenance. Build and maintain relationship with global and virtual teams and third parties on software development or support issues. Identify opportunities for further enhancements and refinements to standards, best practices, and development methodologies. Work directly with Architects, System Analysts, Dev leads and QA team leads to manage the technical aspects of a development pipeline. Responsible for the architecture, design, development, and implementation. Work on development of new products iteratively by building quick POCs and converting ideas into real products. Design and develop mission-critical systems, delivering high-availability and performance. Interact with both business and technical stakeholders to deliver high quality products and services that meet business requirements and expectations while applying the latest available tools and technology. Develop and delivery on time, within budget, and with good code quality. Have a passion for delivering zero defect code and be responsible for ensuring the team deliverables meet or exceed the prescribed defect SLA. Help developer efficiencies by utilizing Continuous Integration/Development tools, test automation frameworks and other related items. Present technical solutions, capabilities, considerations, and features in business terms. Effectively communicate status, issues, and risks in a precise and timely manner. Identify opportunities for future enhancements and refinements to products, standards, best practices, and development methodologies Collaborate with global and virtual teams on software development.
This is a hybrid position. Hybrid employees can alternate time between both remote and office. Employees in hybrid roles are expected to work from the office two days a week, Tuesdays and Wednesdays with a general guidepost of being in the office 50% of the time based on business needs.

,

This job is provided by Shine.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.

Continuous Integration 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
DevOps Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Test Automation 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
Testing Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Software Development 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
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Unit Testing Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Unit Testing id=517 · unit-testing

Aliases — catalog

  • Unit Testing (CANONICAL)

Context tags (catalog)

JUnit NUnit TDD arrange-act-assert assertions code coverage fixtures mocking pytest regression stubs test cases test doubles test runner xUnit

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Testing Methodology
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Unit testing is a standard hiring requirement across software JDs and appears in mainstream frameworks/docs; GitHub and Stack Overflow usage remain consistently high, with no successor replacing it.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
44
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Debugging Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: debugging id=4182 · debugging

Aliases — catalog

  • debugging (CANONICAL) primary

Context tags (catalog)

assertions breakpoints code review debugger debugging tools error handling interactive debugging logging memory leaks performance tuning profiling root cause analysis stack trace test-driven development unit tests watch expressions

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Debugging Methodology
Confidence
0.96
Version strategy
NOT_APPLICABLE

Maturity reasoning: Debugging is a universal hiring-pipeline skill across software JDs and interview loops; it appears in role requirements for backend, frontend, SRE, and QA, with no successor replacing it.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3293
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Sitecore Troubleshooting and Maintenance Catalog dimension db id 447

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Sitecore Troubleshooting and Maintenance
sitecore-troubleshooting-and-maintenance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Documentation 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
STABLE
Typical lifespan
EVERGREEN
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
367
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)
POC Secondary 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
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
High Availability Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: high availability id=764 · high-availability

Aliases — catalog

  • high availability (CANONICAL) primary

Context tags (catalog)

RPO RTO SLA active-active active-passive clustering disaster recovery failover fault tolerance heartbeat load balancing redundancy replication rolling upgrade zero downtime

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Reliability Concept
Confidence
0.92
Version strategy
NOT_APPLICABLE

Maturity reasoning: High availability is a standard requirement in cloud/SRE job descriptions and vendor docs; AWS, Azure, and GCP all publish HA reference architectures, showing broad market adoption.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
535
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Availability and Disaster Recovery Catalog dimension db id 141

    Library dimension (catalog)

    Roles linked in library: Cloud Architect

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Availability and Disaster Recovery
availability-and-disaster-recovery
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Performance Secondary 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
Practices
Sub-category
general
Skill nature
CONCEPT
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
Unit Testing in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Debugging in_db
Sitecore Troubleshooting and Maintenance
sitecore-troubleshooting-and-maintenance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Agile in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
High Availability in_db
Availability and Disaster Recovery
availability-and-disaster-recovery
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Continuous Integration | type=DevOps Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Test Automation | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Software Development | type=Practices subtype=general nature=PRACTICE lifespan=EVERGREEN
canonical_skill_proposed Documentation | type=Soft Skills subtype=general nature=PRACTICE lifespan=EVERGREEN
canonical_skill_proposed POC | type=Practices subtype=general nature=PRACTICE lifespan=SHORT_LIVED
canonical_skill_proposed Performance | type=Practices subtype=general nature=CONCEPT lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Engineer
DomainIT Services & Consulting
Location(hybrid)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [],
  "experience": null,
  "job_locations": [
    {
      "aliases": [],
      "city": null,
      "country": null,
      "state": null,
      "work_mode": "hybrid"
    }
  ],
  "role": "Software Engineer",
  "role_aliases": [
    "Software Developer",
    "SWE",
    "Application Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "We are developing and executing",
        "last_5_words": "on software development."
      },
      "text": "We are developing and executing a shared strategic vision for Loyalty platforms and products that enable Visa to be the world-leading data-driven payments company. As a Software developer, you will work closely with a world-class team of Development and Test Engineers. This position is ideal for an engineer who is passionate about solving challenging business problems and building applications that provide excellent user experiences. You will be an integral part of the Loyalty development team focusing on design and building of software solutions that leverage data to solve business problems. The candidate will be extensively involved in hands-on activities including POCs, design, documentation, coding, unit testing, implementation, and documentation of solutions for new development, system enhancements, and production support. Candidate must be flexible and willing to switch tasks based on team needs. Development and programming functions to ensure that projects are delivered on time and within budget with good code quality. Work with architects, systems analysts, project managers, QA, and other developers to successfully implement business requirements while applying the latest available tools and technology. Responsible for the architecture, design, development, implementation of data-based software applications. This includes working with both business and technical stakeholders to deliver high quality products and services that meet business requirements and expectations. Interact with business units to define requirements/modifications and use case to utilize in designing appropriate solutions. Provide recommendation on scope and scale of effort required to develop solution. Design, develop, document, and implement new programs and subprograms, as well as enhancements, modifications, and corrections to existing software - Develop testing and debugging routines. Create documentation and procedures for installation and maintenance. Build and maintain relationship with global and virtual teams and third parties on software development or support issues. Identify opportunities for further enhancements and refinements to standards, best practices, and development methodologies. Work directly with Architects, System Analysts, Dev leads and QA team leads to manage the technical aspects of a development pipeline. Responsible for the architecture, design, development, and implementation. Work on development of new products iteratively by building quick POCs and converting ideas into real products. Design and develop mission-critical systems, delivering high-availability and performance. Interact with both business and technical stakeholders to deliver high quality products and services that meet business requirements and expectations while applying the latest available tools and technology. Develop and delivery on time, within budget, and with good code quality. Have a passion for delivering zero defect code and be responsible for ensuring the team deliverables meet or exceed the prescribed defect SLA. Help developer efficiencies by utilizing Continuous Integration/Development tools, test automation frameworks and other related items. Present technical solutions, capabilities, considerations, and features in business terms. Effectively communicate status, issues, and risks in a precise and timely manner. Identify opportunities for future enhancements and refinements to products, standards, best practices, and development methodologies Collaborate with global and virtual teams on software development.",
      "word_count": 688
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Continuous Integration"
    },
    {
      "is_primary": true,
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    {
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      "skill_name": "Unit Testing"
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      "is_primary": true,
      "skill_name": "Debugging"
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    {
      "is_primary": true,
      "skill_name": "Documentation"
    },
    {
      "is_primary": false,
      "skill_name": "Agile"
    },
    {
      "is_primary": false,
      "skill_name": "POC"
    },
    {
      "is_primary": false,
      "skill_name": "High Availability"
    },
    {
      "is_primary": false,
      "skill_name": "Performance"
    }
  ],
  "jd_role": {
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    "role_aliases": [
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    "role_archetype": "Engineering",
    "slug": ""
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  "nano_parsed": {
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    "about_company": null,
    "certifications": [],
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    "job_locations": [
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    "role_aliases": [
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    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
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        "source_marker": {
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        },
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    "urls": []
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  "rejected": false,
  "rejection_reason": null,
  "run_id": "aafd2af2-6eec-4d3f-9b51-a40cb58656b6",
  "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": "Responsible for the architecture, design, development, and implementation.",
            "similarity": 0.6262
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Work directly with Architects, System Analysts, Dev leads and QA team leads to manage the technical aspects of a development pipeline.",
            "similarity": 0.5646
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Work with architects, systems analysts, project managers, QA, and other developers to successfully implement business requirements while applying the latest available tools and technology.",
            "similarity": 0.562
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.5842,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "maintain code quality",
            "sentence": "Develop and delivery on time, within budget, and with good code quality.",
            "similarity": 0.6379
          },
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            "kra_text": "maintain code quality",
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          },
          {
            "kra_text": "maintain code quality",
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            "similarity": 0.5023
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.5803,
        "slug": "react-native-developer",
        "total_count": null
      },
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}
API 2 — extract-details
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      "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": "Performance",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Practices",
          "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": "performance",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Continuous Integration",
    "Test Automation",
    "Software Development",
    "Documentation",
    "POC",
    "Performance"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top sitecore-dev 0.17 does not contradict",
    "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": "Continuous Integration",
      "tag": "new"
    },
    {
      "skill": "Test Automation",
      "tag": "new"
    },
    {
      "skill": "Software Development",
      "tag": "new"
    },
    {
      "skill": "Unit Testing",
      "tag": "in_db"
    },
    {
      "skill": "Debugging",
      "tag": "in_db"
    },
    {
      "skill": "Documentation",
      "tag": "new"
    },
    {
      "skill": "Agile",
      "tag": "in_db"
    },
    {
      "skill": "POC",
      "tag": "new"
    },
    {
      "skill": "High Availability",
      "tag": "in_db"
    },
    {
      "skill": "Performance",
      "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": "Unit Testing",
        "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": 517,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Sitecore Troubleshooting and Maintenance",
          "id": 447,
          "rationale": "Diagnosing defects, regressions, and maintainability issues across Sitecore code, configuration, and content behavior. This is a coherent cluster because the role is expected to stabilize the site experience over time.",
          "slug": "sitecore-troubleshooting-and-maintenance",
          "source": "db"
        },
        "dimension_id": 447,
        "input_skill": "Debugging",
        "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": "Sitecore Dev",
            "id": 233,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "sitecore-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 4182,
        "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": "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": "Availability and Disaster Recovery",
          "id": 141,
          "rationale": "Resilience architecture for uptime, failover, backup, and recovery objectives. This cluster is coherent because cloud architects must translate business continuity needs into platform guardrails.",
          "slug": "availability-and-disaster-recovery",
          "source": "db"
        },
        "dimension_id": 141,
        "input_skill": "High Availability",
        "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": "Cloud Architect",
            "id": 9,
            "rationale": null,
            "role_archetype": null,
            "slug": "cloud-architect",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 764,
        "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": "aafd2af2-6eec-4d3f-9b51-a40cb58656b6"
}

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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