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Pipeline run

bfbf23c5-f5fb-4b41-8a28-0e938b0e22bb

Pipeline LLM cost (USD)
API 1: $0.0031 API 2: $0.0002 API 3: $0.0000 Total: $0.0033

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 · Backend reliability and observability
Leads and mentors engineers while owning multiple platform components, shaping architecture/solution docs, and staying hands-on with design reviews, coding, unit testing, and delivery coordination. Also drives CI, security, code quality, and risk mitigation across global teams.
""Build a culture of engineering excellence within the team; drive adoption of practices like continuous integration, security, code reviews, code coverage, code quality and shift left practices.""
Tech stack maturity
Mainstream Modern cache hit
Backend development with code review and unit testing aligns with widely adopted modern engineering practices rather than legacy or bleeding-edge stacks.
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 (5)
Continuous Integration Security Code Review Code Coverage Unit Testing
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Continuous Integration Security Code Review Code Coverage Unit Testing
Show KRA description ↓
The role involves extensive hands-on activities. Here are key job responsibilities – Manage and mentor a team of talented engineers. Collaborate with business units and technical staff globally to define requirements. Evaluate technical options and provide recommendation on scope and scale of effort required to develop an end-to-end solution. Take ownership and lead the engineering responsibility for multiple components of the platform. Actively participate in defining architecture and creating solution documents; consistently be hands-on with low level design, code review, coding and unit testing activities. Coordinate engineering activities across the delivery of the project and work with engineers to ensure they are delivering efficiently and to high quality standards. Ability to identify and manage risks at all stages of the project. Co-ordinate and influence business and technology partners spread across different regions to mitigate these risks. Support and deliver initiatives resulting from business planning and technology strategy, demonstrate architectural principles, reuse and be innovative. Build a culture of engineering excellence within the team; drive adoption of practices like continuous integration, security, code reviews, code coverage, code quality and shift left practices. Identify opportunities for further enhancements and refinements to standards, processes and systems.

Signals

Skill
Alias backend-engineer
1.00
KRA cloud-architect
0.56

Post-classification

Centroidupdated · n=640
Alias collision log
New-role queue
New skills captured3
New KRA capturedyes

Captured for admin review

Continuous Integration primary Backend Developer pending
Security primary Backend Developer pending
Code Coverage primary Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

The role involves extensive hands-on activities. Here are key job responsibilities – Manage and mentor a team of talented engineers. Collaborate with business units and technical staff globally to def…

Status: completed Created: 2026-05-27T14:43:12.543150Z Updated: 2026-06-12T17:21:32.706925Z API 3 duration: 2734 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 absent does not contradict

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

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

Job description

Company Description

As the world’s leader in digital payments technology, Visa’s mission is to connect the world through the most creative, reliable and secure payment platform - enabling individuals, businesses, and economies to thrive.

Cross-border remittances and new business models (e.g., gig economy) require the ability to deploy rapid, frequent payouts. We are building aTechnology Platform that will enable fast and ubiquitous push payments across a range of domestic and cross border use cases aiming to capture significant revenue opportunity across P2P, B2SB, and B2C flows and value-added services. Built on the latest standards/tech stack and providing open APIs, this platform will help drive innovation in the entire ecosystem.

We valuecreative and driven individuals who love to own their products, and design and implement solutions that create a seamless experience for consumers and clients. Our developers work across the stack, and are experts in service oriented architectures and technologies such as Java 8, J2EE, Spring, Oracle, MongoDB, React JS, Cassandra, Hazelcast, Kafka, Kubernetes and Docker

As we embark on the journey to build this platform, we are looking for a Staff Software Engineer who can participate in the detailed design and development activities for this product build.

Job Description

The role involves extensive hands-on activities. Here are key job responsibilities –
Manage and mentor a team of talented engineers.Collaborate with business units and technical staff globally to define requirements.Evaluate technical options and provide recommendation on scope and scale of effort required to develop an end-to-end solution.Take ownership and lead the engineering responsibility for multiple components of the platform.Actively participate in defining architecture and creating solution documents; consistently be hands-on with low level design, code review, coding and unit testing activities.Coordinate engineering activities across the delivery of the project and work with engineers to ensure they are delivering efficiently and to high quality standards.Ability to identify and manage risks at all stages of the project. Co-ordinate and influence business and technology partners spread across different regions to mitigate these risks.Support and deliver initiatives resulting from business planning and technology strategy, demonstrate architectural principles, reuse and be innovative.Build a culture of engineering excellence within the team; drive adoption of practices like continuous integration, security, code reviews, code coverage, code quality and shift left practices.Identify opportunities for further enhancements and refinements to standards, processes and systems.Qualifications
You have a Bachelor degree in Computer Science or related field and 7+ years of Software Development Experience or a Masters with 6+ years of Software Development Experience.You have a proven track record of having led and delivered complex projects where complexity is a function of a combination of these factors – domain knowledge, distributed architecture, technical stack, influencing and collaborating with multiple technology partners and business partnersYou have proven experience as a technical leader with ability to understand the requirements and independently, architect, design and build the high quality large scale enterprise class applications.You have proven experience of managing an engineering team of 6-8 peopleYou are a Java expert (core Java, memory management, concurrency, functional programming) and you have experience with REST APIs, JSON and exposure to container based technologies.You have strong experience with Agile development incorporating Continuous Integration and Continuous Delivery, utilizing technologies such as GIT, Maven, Jenkins, Triton, Chef, Sonar, Clover, JUnit, Mockito.You have strong experience with shift left practices.You have experience with performance testing your applications.Understand and own component security analysis, including code and data flow review. Collaborate with security team to implement and verify secure coding techniques.You have the passion to work with people and help mentor your team to reach new heights.Additional Information

Job Number: REF32148K

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
Security 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
Security Tools
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Code Review Primary 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)
Code Coverage 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
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
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)

All API 3 persistence rows

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

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
Code Review in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Unit Testing 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 Continuous Integration | type=DevOps Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Security | type=Security Tools subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Code Coverage | type=Testing Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleStaff Software Engineer
CompanyVisa
Experience7+ years of Software Development Experience or a Masters with 6+ years of Software Development Experience
DomainFinancial Services
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "As the world\u2019s leader in",
      "last_5_words": "businesses, and economies to thrive."
    },
    "text": "As the world\u2019s leader in digital payments technology, Visa\u2019s mission is to connect the world through the most creative, reliable and secure payment platform - enabling individuals, businesses, and economies to thrive.",
    "word_count": 40
  },
  "certifications": [],
  "company_name": "Visa",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "FinTech",
        "Payments"
      ],
      "domain": "Financial Services"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science (or related)",
      "raw": "You have a Bachelor degree in Computer Science or related field",
      "requirement": "required"
    },
    {
      "level": "Master\u0027s",
      "qualification": "MTECH/ME/MSC - Computer Science (or related)",
      "raw": "or a Masters with 6+ years of Software Development Experience",
      "requirement": "preferred"
    }
  ],
  "experience": {
    "max": null,
    "min": 6,
    "raw": "7+ years of Software Development Experience or a Masters with 6+ years of Software Development Experience"
  },
  "job_locations": [],
  "role": "Staff Software Engineer",
  "role_aliases": [
    "Software Engineer",
    "Senior Software Engineer",
    "SWE"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 10,
      "heading": "Job Description",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "The role involves extensive hands-on",
        "last_5_words": "further enhancements and refinements to standards, processes and systems."
      },
      "text": "The role involves extensive hands-on activities. Here are key job responsibilities \u2013\nManage and mentor a team of talented engineers.\nCollaborate with business units and technical staff globally to define requirements.\nEvaluate technical options and provide recommendation on scope and scale of effort required to develop an end-to-end solution.\nTake ownership and lead the engineering responsibility for multiple components of the platform.\nActively participate in defining architecture and creating solution documents; consistently be hands-on with low level design, code review, coding and unit testing activities.\nCoordinate engineering activities across the delivery of the project and work with engineers to ensure they are delivering efficiently and to high quality standards.\nAbility to identify and manage risks at all stages of the project. Co-ordinate and influence business and technology partners spread across different regions to mitigate these risks.\nSupport and deliver initiatives resulting from business planning and technology strategy, demonstrate architectural principles, reuse and be innovative.\nBuild a culture of engineering excellence within the team; drive adoption of practices like continuous integration, security, code reviews, code coverage, code quality and shift left practices.\nIdentify opportunities for further enhancements and refinements to standards, processes and systems.",
      "word_count": 233
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Continuous Integration"
    },
    {
      "is_primary": true,
      "skill_name": "Security"
    },
    {
      "is_primary": true,
      "skill_name": "Code Review"
    },
    {
      "is_primary": true,
      "skill_name": "Code Coverage"
    },
    {
      "is_primary": true,
      "skill_name": "Unit Testing"
    }
  ],
  "jd_role": {
    "display_name": "Staff Software Engineer",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "Senior Software Engineer",
      "SWE"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "As the world\u2019s leader in",
        "last_5_words": "businesses, and economies to thrive."
      },
      "text": "As the world\u2019s leader in digital payments technology, Visa\u2019s mission is to connect the world through the most creative, reliable and secure payment platform - enabling individuals, businesses, and economies to thrive.",
      "word_count": 40
    },
    "certifications": [],
    "company_name": "Visa",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "FinTech",
          "Payments"
        ],
        "domain": "Financial Services"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science (or related)",
        "raw": "You have a Bachelor degree in Computer Science or related field",
        "requirement": "required"
      },
      {
        "level": "Master\u0027s",
        "qualification": "MTECH/ME/MSC - Computer Science (or related)",
        "raw": "or a Masters with 6+ years of Software Development Experience",
        "requirement": "preferred"
      }
    ],
    "experience": {
      "max": null,
      "min": 6,
      "raw": "7+ years of Software Development Experience or a Masters with 6+ years of Software Development Experience"
    },
    "job_locations": [],
    "role": "Staff Software Engineer",
    "role_aliases": [
      "Software Engineer",
      "Senior Software Engineer",
      "SWE"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 10,
        "heading": "Job Description",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "The role involves extensive hands-on",
          "last_5_words": "further enhancements and refinements to standards, processes and systems."
        },
        "text": "The role involves extensive hands-on activities. Here are key job responsibilities \u2013\nManage and mentor a team of talented engineers.\nCollaborate with business units and technical staff globally to define requirements.\nEvaluate technical options and provide recommendation on scope and scale of effort required to develop an end-to-end solution.\nTake ownership and lead the engineering responsibility for multiple components of the platform.\nActively participate in defining architecture and creating solution documents; consistently be hands-on with low level design, code review, coding and unit testing activities.\nCoordinate engineering activities across the delivery of the project and work with engineers to ensure they are delivering efficiently and to high quality standards.\nAbility to identify and manage risks at all stages of the project. Co-ordinate and influence business and technology partners spread across different regions to mitigate these risks.\nSupport and deliver initiatives resulting from business planning and technology strategy, demonstrate architectural principles, reuse and be innovative.\nBuild a culture of engineering excellence within the team; drive adoption of practices like continuous integration, security, code reviews, code coverage, code quality and shift left practices.\nIdentify opportunities for further enhancements and refinements to standards, processes and systems.",
        "word_count": 233
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "bfbf23c5-f5fb-4b41-8a28-0e938b0e22bb",
  "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": "Actively participate in defining architecture and creating solution documents; consistently be hands-on with low level design, code review, coding and unit testing activities.",
            "similarity": 0.6146
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Support and deliver initiatives resulting from business planning and technology strategy, demonstrate architectural principles, reuse and be innovative.",
            "similarity": 0.5676
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Coordinate engineering activities across the delivery of the project and work with engineers to ensure they are delivering efficiently and to high quality standards.",
            "similarity": 0.4994
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.5605,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate with business units and technical staff globally to define requirements.",
            "similarity": 0.5614
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Actively participate in defining architecture and creating solution documents; consistently be hands-on with low level design, code review, coding and unit testing activities.",
            "similarity": 0.5108
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Manage and mentor a team of talented engineers.",
            "similarity": 0.502
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5247,
        "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": "Collaborate with business units and technical staff globally to define requirements.",
            "similarity": 0.5365
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Actively participate in defining architecture and creating solution documents; consistently be hands-on with low level design, code review, coding and unit testing activities.",
            "similarity": 0.5335
          },
          {
            "kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
            "sentence": "Build a culture of engineering excellence within the team; drive adoption of practices like continuous integration, security, code reviews, code coverage, code quality and shift left practices.",
            "similarity": 0.4996
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5232,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Build a culture of engineering excellence within the team; drive adoption of practices like continuous integration, security, code reviews, code coverage, code quality and shift left practices.",
            "similarity": 0.5549
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Actively participate in defining architecture and creating solution documents; consistently be hands-on with low level design, code review, coding and unit testing activities.",
            "similarity": 0.4849
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Collaborate with business units and technical staff globally to define requirements.",
            "similarity": 0.4782
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.506,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Cyber Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
            "sentence": "Build a culture of engineering excellence within the team; drive adoption of practices like continuous integration, security, code reviews, code coverage, code quality and shift left practices.",
            "similarity": 0.5385
          },
          {
            "kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
            "sentence": "Actively participate in defining architecture and creating solution documents; consistently be hands-on with low level design, code review, coding and unit testing activities.",
            "similarity": 0.4683
          },
          {
            "kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
            "sentence": "Co-ordinate and influence business and technology partners spread across different regions to mitigate these risks.",
            "similarity": 0.4648
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 5,
        "score": 0.4905,
        "slug": "cybersecurity-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "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
    },
    "confidence": 1.0,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 640,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 684,
      "r_and_r_preview": "The role involves extensive hands-on activities. Here are key job responsibilities \u2013\nManage and mentor a team of talented engineers.\nCollaborate with business units and technical staff globally to def",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 10617,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Continuous Integration",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 10618,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Security",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 10619,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Code Coverage",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
  "alias_matches": [
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 864,
      "existing_alias_text": "Code Review",
      "input_term": "Code Review",
      "matched_canonical": {
        "category_id": 58,
        "display_name": "Code Review",
        "id": 516,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PRACTICE",
        "slug": "code-review",
        "sub_category_id": 364,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 865,
      "existing_alias_text": "Unit Testing",
      "input_term": "Unit Testing",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Unit Testing",
        "id": 517,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "unit-testing",
        "sub_category_id": 44,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [],
  "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 absent 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"
  },
  "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": []
    },
    {
      "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": "Unit Testing",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "Continuous Integration",
    "Security",
    "Code Review",
    "Code Coverage",
    "Unit Testing"
  ],
  "input_llm_skills": [
    "Continuous Integration",
    "Security",
    "Code Review",
    "Code Coverage",
    "Unit Testing"
  ],
  "new_aliases_persisted": 0,
  "run_id": "bfbf23c5-f5fb-4b41-8a28-0e938b0e22bb",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Continuous Integration",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "DevOps Tools",
          "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": "continuous-integration",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Security",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Security Tools",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "security",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Code Review",
          "alias_type": "CANONICAL",
          "id": 864,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 58,
        "display_name": "Code Review",
        "id": 516,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PRACTICE",
        "slug": "code-review",
        "sub_category_id": 364,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
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            "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
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Code Coverage",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Testing Tools",
          "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": "code-coverage",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Unit Testing",
          "alias_type": "CANONICAL",
          "id": 865,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Unit Testing",
        "id": 517,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "unit-testing",
        "sub_category_id": 44,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
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            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "Unit Testing",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Unit Testing",
      "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": [
    "Continuous Integration",
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    "Code Coverage"
  ]
}
API 3 — final-role-output
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    "slug": "backend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Continuous Integration",
      "tag": "new"
    },
    {
      "skill": "Security",
      "tag": "new"
    },
    {
      "skill": "Code Review",
      "tag": "in_db"
    },
    {
      "skill": "Code Coverage",
      "tag": "new"
    },
    {
      "skill": "Unit Testing",
      "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": 1,
        "dimension": {
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          "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
      },
      {
        "chosen_role_id": 1,
        "dimension": {
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          "display_name": "React Frontend Development",
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          "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
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
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}

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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