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Pipeline run

aa4be7d9-2aa4-4b8a-b3d8-422f0ef255fb

Pipeline LLM cost (USD)
API 1: $0.0137 API 2: $0.0000 API 3: $0.0000 Total: $0.0137

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 · Performance and production support
Build and maintain C#/.NET desktop and web features, fix defects, write and run unit tests, and support code reviews, estimates, and Agile delivery. Also help improve design, documentation, and cross-team troubleshooting.
""Diagnose, isolate, identify and report and fix errors in software code.""
Tech stack maturity
Mainstream Modern
The skill set centers on .NET, Entity Framework, Docker, Kubernetes, CI/CD, and React, which is characteristic of a modern cloud-native but widely adopted enterprise stack rather than bleeding-edge or legacy.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.20 / 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): Transformers
Evidence — skills matched in JD (36)
C# .NET WPF MVC jQuery SQL Server NHibernate Entity Framework XSD XML React Castle Windsor .NET Core API HTML CSS TFS GitHub SAFe Agile Docker Kubernetes DevOps CI/CD Coded UI +11
Skill cluster (14 dimension groups, role-scoped)
Cloud Platforms
Azure GCP
Programming Languages
C# TypeScript
Application Architecture and Code Organization
MVC
CI/CD Pipeline Platforms
DevOps
Container Orchestration Platforms
Kubernetes
Deployment and Runtime Configuration
Docker
Frontend Testing and E2E Automation
Cypress
Messaging and Event Streaming
RabbitMQ
ORMs and Data Access Layers
Entity Framework
React Component Architecture
React
Relational Database Design
SQL Server
Styling and Responsive Layout
CSS
Web UI & Integration Frameworks
jQuery
Cross-cutting / unaligned
.NET WPF NHibernate XSD XML Castle Windsor .NET Core API HTML TFS GitHub SAFe Agile CI/CD Coded UI IIS Material UI Figma Code Review nginx JFrog
Show KRA description ↓
• Develop high quality software which meets requirements, promotes re-use of software components, and facilitates ease of support. • Diagnose, isolate, identify and report and fix errors in software code. • Help in updating and designing the software. Having knowledge of different design patterns. • Identifies and implements process improvements in Engineering practices. • Utilize software-based system maintenance and tracking tools. • Validate input and technical content for technical documentation, user help materials and customer training. • Conduct unit tests, track problems, and implement changes to ensure adherence to test plan and functional/nonfunctional requirements. • Create high fidelity estimates of their own work efforts. • Assist others in estimating task effort and dependencies, responsible for team commitments within the Sprint. • May be asked to lead and advise other Engineering resources as part of project activities. • Considered subject matter experts in their chosen field. • Participates with industry groups, stays current with technology and industry trends, disseminates knowledge to team members, forms best practices. • Communicate with Solution Management and other internal teams. • Participates in cross-functional collaboration within the organization. • Bachelors Degree in computer science or related field • A minimum of 3 years of experience in core development and below stack • C# experience - Excellent in OOPs, collections and design patterns • C#.net, WPF, MVC, Jquery, SQL Server, NHibernate (Entity Framework), XSD, XML, React JS, Castle Windsor Framework (D.I), .Net Core (Api), Html, Css • Version Controllers: TFS, GitHub • Process: SAFe/Agile Methodology • Additional: Coded UI, Cypress, TypeScript, RabbitMQ, IIS, (Material UI & Figma) • Must have been an active participant in code reviews. • Excellent troubleshooting skills to root cause complex issues is required. • Experience in troubleshooting software issues for end customers is preferred. • Should demonstrate skills to Analyze logs, verify, reproduce, and correct defects. • Work extensively with cross-functional development teams, including analysts, engineers, and QA. • Must be able to work in an agile, dynamic, varied, and fast-paced environment. • Excellent written and verbal communication skills. • Cloud platform knowledge, Docker, Kubernetes, nginx, jfrog • Knowledge of software development standards and protocols: • Secured development knowledge • DevOps for the cloud deployments • CI/CD pipeline • Cloud development knowledge on Azure or GCP

Signals

Skill dotnet-backend-developer
0.29
Alias dotnet-backend-developer
1.00
KRA angular-frontend-developer
0.56

Post-classification

Centroidupdated · n=598
Alias collision log
New-role queue
New skills captured10
New KRA capturedyes

Captured for admin review

WPF primary Backend Developer pending
NHibernate primary Backend Developer pending
XSD primary Backend Developer pending
Castle Windsor primary Backend Developer pending
TFS primary Backend Developer pending
SAFe primary Backend Developer pending
Coded UI Backend Developer pending
Figma Backend Developer pending
nginx Backend Developer pending
JFrog Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

• Develop high quality software which meets requirements, promotes re-use of software components, and facilitates ease of support. • Diagnose, isolate, identify and report and fix errors in software c…

Status: extract_from_jd_done Created: 2026-05-27T14:37:57.203277Z Updated: 2026-06-12T17:29:52.767069Z
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

No chosen role stored for this run.

Job description

About NCR VOYIX

NCR VOYIX Corporation (NYSE: VYX) is a leading global provider of digital commerce solutions for the retail, restaurant and banking industries. NCR VOYIX is headquartered in Atlanta, Georgia, with approximately 16,000 employees in 35 countries across the globe. For nearly 140 years, we have been the global leader in consumer transaction technologies, turning everyday consumer interactions into meaningful moments. Today, NCR VOYIX transforms the stores, restaurants and digital banking experiences with cloud-based, platform-led SaaS and services capabilities.

Not only are we the leader in the market segments we serve and the technology we deliver, but we create exceptional consumer experiences in partnership with the worlds leading retailers, restaurants and financial institutions. We leverage our expertise, R&D capabilities and unique platform to help navigate, simplify and run our customers technology systems.

Our customers are at the center of everything we do. Our mission is to enable stores, restaurants and financial institutions to exceed their goals from customer satisfaction to revenue growth, to operational excellence, to reduced costs and profit growth. Our solutions empower our customers to succeed in todays competitive landscape.

Our unique perspective brings innovative, industry-leading tech to all the moving parts of business across industries. NCR VOYIX has earned the trust of businesses large and small from the best-known brands around the world to your local favorite around the corner.

Job Title: Software Engineer II - Dot Net Developer

Location: Hyderabad

Responsibilities Include

• Develop high quality software which meets requirements, promotes re-use of software components, and facilitates ease of support.
• Diagnose, isolate, identify and report and fix errors in software code.
• Help in updating and designing the software. Having knowledge of different design patterns.
• Identifies and implements process improvements in Engineering practices.
• Utilize software-based system maintenance and tracking tools.
• Validate input and technical content for technical documentation, user help materials and customer training.
• Conduct unit tests, track problems, and implement changes to ensure adherence to test plan and functional/nonfunctional requirements.
• Create high fidelity estimates of their own work efforts.
• Assist others in estimating task effort and dependencies, responsible for team commitments within the Sprint.
• May be asked to lead and advise other Engineering resources as part of project activities.
• Considered subject matter experts in their chosen field.
• Participates with industry groups, stays current with technology and industry trends, disseminates knowledge to team members, forms best practices.
• Communicate with Solution Management and other internal teams.
• Participates in cross-functional collaboration within the organization.


BASIC QUALIFICATIONS:

• Bachelors Degree in computer science or related field
• A minimum of 3 years of experience in core development and below stack


Must Have:

• C# experience - Excellent in OOPs, collections and design patterns


Desired Skills:

• C#.net, WPF, MVC, Jquery, SQL Server, NHibernate (Entity Framework), XSD, XML, React JS, Castle Windsor Framework (D.I), .Net Core (Api), Html, Css 
• Version Controllers: TFS, GitHub 
• Process: SAFe/Agile Methodology 
• Additional: Coded UI, Cypress, TypeScript, RabbitMQ, IIS, (Material UI & Figma) 
• Must have been an active participant in code reviews. 
• Excellent troubleshooting skills to root cause complex issues is required. 
• Experience in troubleshooting software issues for end customers is preferred. 
• Should demonstrate skills to Analyze logs, verify, reproduce, and correct defects. 
• Work extensively with cross-functional development teams, including analysts, engineers, and QA. 
• Must be able to work in an agile, dynamic, varied, and fast-paced environment. 
• Excellent written and verbal communication skills.


Good To Have

• Cloud platform knowledge, Docker, Kubernetes, nginx, jfrog
• Knowledge of software development standards and protocols:
• Secured development knowledge
• DevOps for the cloud deployments
• CI/CD pipeline
• Cloud development knowledge on Azure or GCP

Offers of employment are conditional upon passage of screening criteria applicable to the job.

EEO Statement

Integrated into our shared values is NCR Voyixs commitment to diversity and equal employment opportunity. All qualified applicants will receive consideration for employment without regard to sex, age, race, color, creed, religion, national origin, disability, sexual orientation, gender identity, veteran status, military service, genetic information, or any other characteristic or conduct protected by law. NCR Voyix is committed to being a globally inclusive company where all people are treated fairly, recognized for their individuality, promoted based on performance and encouraged to strive to reach their full potential. We believe in understanding and respecting differences among all people. Every individual at NCR Voyix has an ongoing responsibility to respect and support a globally diverse environment.

Statement to Third Party Agencies

To ALL recruitment agencies: NCR Voyix only accepts resumes from agencies on the preferred supplier list. Please do not forward resumes to our applicant tracking system, NCR Voyix employees, or any NCR Voyix facility. NCR Voyix is not responsible for any fees or charges associated with unsolicited resumes.

When applying for a job, please make sure to only open emails that you will receive during your application process that come from a @ncrvoyix.com email domain.

Locations: HYDERABAD, IND

Skills from this JD

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

C# Primary No API 2 row (run stopped after API 1 or history missing)
.NET Primary No API 2 row (run stopped after API 1 or history missing)
WPF Primary No API 2 row (run stopped after API 1 or history missing)
MVC Primary No API 2 row (run stopped after API 1 or history missing)
jQuery Primary No API 2 row (run stopped after API 1 or history missing)
SQL Server Primary No API 2 row (run stopped after API 1 or history missing)
NHibernate Primary No API 2 row (run stopped after API 1 or history missing)
Entity Framework Primary No API 2 row (run stopped after API 1 or history missing)
XSD Primary No API 2 row (run stopped after API 1 or history missing)
XML Primary No API 2 row (run stopped after API 1 or history missing)
React Primary No API 2 row (run stopped after API 1 or history missing)
Castle Windsor Primary No API 2 row (run stopped after API 1 or history missing)
.NET Core Primary No API 2 row (run stopped after API 1 or history missing)
API Primary No API 2 row (run stopped after API 1 or history missing)
HTML Primary No API 2 row (run stopped after API 1 or history missing)
CSS Primary No API 2 row (run stopped after API 1 or history missing)
TFS Primary No API 2 row (run stopped after API 1 or history missing)
GitHub Primary No API 2 row (run stopped after API 1 or history missing)
SAFe Primary No API 2 row (run stopped after API 1 or history missing)
Agile Primary No API 2 row (run stopped after API 1 or history missing)
Coded UI Secondary No API 2 row (run stopped after API 1 or history missing)
Cypress Secondary No API 2 row (run stopped after API 1 or history missing)
TypeScript Secondary No API 2 row (run stopped after API 1 or history missing)
RabbitMQ Secondary No API 2 row (run stopped after API 1 or history missing)
IIS Secondary No API 2 row (run stopped after API 1 or history missing)
Material UI Secondary No API 2 row (run stopped after API 1 or history missing)
Figma Secondary No API 2 row (run stopped after API 1 or history missing)
Code Review Secondary No API 2 row (run stopped after API 1 or history missing)
Docker Primary No API 2 row (run stopped after API 1 or history missing)
Kubernetes Primary No API 2 row (run stopped after API 1 or history missing)
nginx Secondary No API 2 row (run stopped after API 1 or history missing)
JFrog Secondary No API 2 row (run stopped after API 1 or history missing)
DevOps Primary No API 2 row (run stopped after API 1 or history missing)
CI/CD Primary No API 2 row (run stopped after API 1 or history missing)
Azure Secondary No API 2 row (run stopped after API 1 or history missing)
GCP Secondary No API 2 row (run stopped after API 1 or history missing)

Library artifacts (this run)

No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Engineer II - Dot Net Developer
CompanyNCR VOYIX
ExperienceA minimum of 3 years of experience in core development
DomainIT Services & Consulting
Location Hyderabad, India (null)
JD type pass
Show raw JSON
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      "word_count": 41
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  "urls": []
}
API 1 — extract-from-jd click to toggle
{
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        "text": "\u2022 C#.net, WPF, MVC, Jquery, SQL Server, NHibernate (Entity Framework), XSD, XML, React JS, Castle Windsor Framework (D.I), .Net Core (Api), Html, Css \n\u2022 Version Controllers: TFS, GitHub \n\u2022 Process: SAFe/Agile Methodology \n\u2022 Additional: Coded UI, Cypress, TypeScript, RabbitMQ, IIS, (Material UI \u0026 Figma) \n\u2022 Must have been an active participant in code reviews. \n\u2022 Excellent troubleshooting skills to root cause complex issues is required. \n\u2022 Experience in troubleshooting software issues for end customers is preferred. \n\u2022 Should demonstrate skills to Analyze logs, verify, reproduce, and correct defects. \n\u2022 Work extensively with cross-functional development teams, including analysts, engineers, and QA. \n\u2022 Must be able to work in an agile, dynamic, varied, and fast-paced environment. \n\u2022 Excellent written and verbal communication skills.",
        "word_count": 164
      },
      {
        "bullet_count": 6,
        "heading": "Good To Have",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Cloud platform knowledge, Docker,",
          "last_5_words": "knowledge on Azure or GCP"
        },
        "text": "\u2022 Cloud platform knowledge, Docker, Kubernetes, nginx, jfrog\n\u2022 Knowledge of software development standards and protocols:\n\u2022 Secured development knowledge\n\u2022 DevOps for the cloud deployments\n\u2022 CI/CD pipeline\n\u2022 Cloud development knowledge on Azure or GCP",
        "word_count": 41
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "aa4be7d9-2aa4-4b8a-b3d8-422f0ef255fb",
  "stage3_signals": {
    "alias_found": true,
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        "display_name": ".NET Backend Developer",
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    ],
    "kra_match_roles": [
      {
        "display_name": "Angular Frontend Developer",
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        ],
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        ],
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      },
      {
        "display_name": "React Native Developer",
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          {
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          },
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            "kra_text": "maintain code quality",
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          }
        ],
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      {
        "display_name": "Fullstack Developer",
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          },
          {
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          },
          {
            "kra_text": "Implements complete product features end-to-end from database schema design through backend API to frontend UI using JavaScript, TypeScript, Python, or Ruby on Rails.",
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          }
        ],
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      },
      {
        "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.",
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            "similarity": 0.537
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
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            "similarity": 0.5223
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Identifies and implements process improvements in Engineering practices.",
            "similarity": 0.5144
          }
        ],
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        "role_id": 10,
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        "slug": "devops-engineer",
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      }
    ],
    "skill_match_roles": [
      {
        "display_name": ".NET Backend Developer",
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        "matched_count": 7,
        "matched_skills": [
          ".NET",
          ".NET Core",
          "C#",
          "Docker",
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          "SQL Server"
        ],
        "role_id": 83,
        "score": 0.2917,
        "slug": "dotnet-backend-developer",
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      },
      {
        "display_name": "Fullstack Developer",
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        "matched_skills": [
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          "React"
        ],
        "role_id": 15,
        "score": 0.25,
        "slug": "full-stack-engineer",
        "total_count": 24
      },
      {
        "display_name": "Sitecore Dev",
        "kra_matches": null,
        "matched_count": 6,
        "matched_skills": [
          ".NET Core",
          "C#",
          "CSS",
          "HTML",
          "React",
          "jQuery"
        ],
        "role_id": 233,
        "score": 0.25,
        "slug": "sitecore-dev",
        "total_count": 24
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": null,
        "matched_count": 5,
        "matched_skills": [
          "CI/CD",
          "DevOps",
          "Docker",
          "GitHub",
          "Kubernetes"
        ],
        "role_id": 10,
        "score": 0.2083,
        "slug": "devops-engineer",
        "total_count": 24
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 4,
        "matched_skills": [
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          "Docker",
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          "SQL Server"
        ],
        "role_id": 1,
        "score": 0.1667,
        "slug": "backend-engineer",
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      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Backend Developer",
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      "matched_count": null,
      "matched_skills": null,
      "role_id": 1,
      "score": 0.98,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 0.98,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Backend software development",
      "Software debugging and root-cause analysis",
      "Unit testing and defect resolution",
      "Agile sprint collaboration and estimation",
      "Cross-functional technical communication",
      "Design patterns and reusable component design",
      "Process improvement in engineering practices",
      "Cloud/container platform familiarity"
    ],
    "matched_kras": [
      "Develop high quality software which meets requirements",
      "Diagnose, isolate, identify and report and fix errors",
      "Help in updating and designing the software",
      "Identifies and implements process improvements",
      "Conduct unit tests, track problems, and implement changes",
      "Create high fidelity estimates of their own work efforts",
      "Assist others in estimating task effort and dependencies",
      "Participates in cross-functional collaboration within the organization"
    ],
    "matched_skills": [
      "C#",
      "C#.net",
      "WPF",
      "MVC",
      "Jquery",
      "SQL Server",
      "NHibernate",
      "Entity Framework",
      "XSD",
      "XML",
      "React JS",
      "Castle Windsor Framework",
      ".Net Core",
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      "GitHub"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD is centered on C#/.NET application development, troubleshooting, testing, APIs, and backend tooling, which best matches Backend Developer.",
    "sub_role": {
      "confidence": 0.99,
      "display_name": ".NET Backend Developer",
      "reasoning": "The JD is explicitly centered on C#/.NET with .NET Core APIs, Entity Framework/NHibernate, WPF/MVC, IIS, and related Microsoft stack technologies, which clearly matches .NET backend development.",
      "role_id": 83,
      "slug": "dotnet-backend-developer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 598,
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    "new_kra_attached": {
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      "queue_id": 646,
      "r_and_r_preview": "\u2022 Develop high quality software which meets requirements, promotes re-use of software components, and facilitates ease of support.\n\u2022 Diagnose, isolate, identify and report and fix errors in software c",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 10099,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "WPF",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 10100,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "NHibernate",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 10101,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "XSD",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 10102,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Castle Windsor",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 10103,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "TFS",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 10104,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "SAFe",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 10105,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Coded UI",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 10106,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Figma",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 10107,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "nginx",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 10108,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "JFrog",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{}
API 3 — final-role-output
{}

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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