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Pipeline run

8bce9a69-f3a7-42a7-89a5-9e5719efe386

Pipeline LLM cost (USD)
API 1: $0.0104 API 2: $0.0003 API 3: $0.0000 Total: $0.0107

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 · Responsive UI component development
Build, code-review, test, and deploy application features while participating in requirements, design, estimates, and QA coordination; strong focus on user experience, usability, template design, cross-browser fixes, and thorough unit testing.
"Participation in the requirements analysis, design, development and testing of applications."
Tech stack maturity
Mainstream Modern
The listed frontend skills—client-server architecture, code review, cross-browser compatibility, and unit testing—align with widely adopted, contemporary web development practices rather than legacy or bleeding-edge stacks.
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): Machine Learning, Artificial Intelligence
Evidence — skills matched in JD (11)
Unit Testing Code Review Deployment Design Principles User Experience Usability Template Design Cross-Browser Compatibility Client-Server Architecture Testing QA
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Unit Testing Code Review Deployment Design Principles User Experience Usability Template Design Cross-Browser Compatibility Client-Server Architecture Testing QA
Show KRA description ↓
Participation in the requirements analysis, design, development and testing of applications. The candidate is expected to write code himself/herself. The candidate is expected to write high level code, code review, unit testing and deployment. Practical application of design principles with a focus on the user experience, usability, template designs, cross browser issues and client server concepts. Contributes to the development of project estimates, scheduling, and deliverables. Works closely with QA team to determine testing requirements to ensure full coverage and best quality of product.

Signals

Skill
Alias backend-engineer
1.00
KRA angular-frontend-developer
0.55

Post-classification

Centroidupdated · n=145
Alias collision log
New-role queue
New skills captured7
New KRA captured

Captured for admin review

Deployment primary Frontend Developer pending
Design Principles primary Frontend Developer pending
User Experience primary Frontend Developer pending
Usability primary Frontend Developer pending
Template Design primary Frontend Developer pending
Testing primary Frontend Developer pending
QA primary Frontend Developer pending
Status: completed Created: 2026-05-27T14:19:23.823633Z Updated: 2026-05-27T14:20:50.742169Z API 3 duration: 19890 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

Frontend Developer

domain · Software Engineering CASE DOMAIN

slug: frontend-engineer · id: 7 · source: db

Domain=Software Engineering; The JD emphasizes coding applications with UX/usability, template design, cross-browser issues, client-server concepts, code review, and testing, which best matches frontend development responsibilities.

Matched skills

code reviewunit testingdeploymentdesign principlesuser experienceusabilitytemplate designscross browser issuesclient server conceptsQA

Matched dimensions

Frontend Application DevelopmentUI/UX QualityWeb CompatibilityTesting and DeploymentProject Estimation and Scheduling

Matched KRAs

Participation in the requirements analysis, design, development and testingwrite code himself/herselfwrite high level code, code review, unit testing and deploymentfocus on the user experience, usabilitytemplate designs, cross browser issues and client server conceptsContributes to the development of project estimates, scheduling, and deliverablesWorks closely with QA team to determine testing requirements

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

Introduction


Games24x7 is India’s leading and most valuable multi-gaming unicorn. We’re a full-stack gaming company, offering awesome game playing experiences to over 100 million players through our products - RummyCircle, India’s first and largest online rummy platform, My11Circle, the country’s fastest growing fantasy sports platform, and U Games, a cutting-edge gaming studio making casual games in India for players across the globe.
 
A pioneer in the online skill gaming industry in India, Games24x7 was founded in 2006 when two New York University trained economists Bhavin Pandya, and Trivikraman Thampy met at the computer lab and discovered their shared passion for online games. We’ve always been a technology company at heart, and over the last decade and a half, we’ve built the organisation on a strong foundation of ‘the science of gaming’, leveraging behavioural science, artificial intelligence, and machine learning to provide immersive and hyper-personalised gaming experiences to each of our players.
 
Backed by marquee investors including Tiger Global Management, The Raine Group, and Malabar Investment Advisors, Games24x7 is leading the charge in India’s gaming revolution, constantly innovating and offering novel entertainment to players! 
 
Our 700 passionate teammates create their magic from our offices in Mumbai, Bengaluru, New Delhi, Miami, and Philadelphia.
 
*Games24x7 is an equal opportunity employer, and all qualified applicants will receive consideration for employment without regard to race, colour, religion, sex, disability status, or any other characteristic protected by the law.*
 
For more information and career opportunities you may visit www.games24x7.com.


Summary of Role


The SDE will be part of the Engineering/Development team in Play Games24x7 Pvt. Ltd. and will be responsible for taking ownership of the core products of the company. The applicant must have good communication, interpersonal, technical and analytical skills in order to take part in the collaborative and cooperative development process that delivers the high quality software we use to provide the best possible playing experience to our players. The applicant must be an expert in the Java programming language and needs to be familiar with popular IDEs, tools and scripting languages on the Linux operating system. Familiarity with an RDBMS, preferably PostgreSQL, is essential to succeed in this position.
 
General Accountabilities/Job Responsibilities


Participation in the requirements analysis, design, development and testing of applications.
The candidate is expected to write code himself/herself.
The candidate is expected to write high level code, code review, unit testing and deployment.
Practical application of design principles with a focus on the user experience, usability, template designs, cross browser issues and client server concepts.
Contributes to the development of project estimates, scheduling, and deliverables.
Works closely with QA team to determine testing requirements to ensure full coverage and best quality of product.

Job Specifications


BE/B. Tech. Computer Science or MCA from a reputed University.
1+ Years of experience in software development, with emphasis on JAVA/J2EE Server side programming
Hands on experience in Core Java, Multithreading, RMI, Socket programming,
JDBC, NIO, web services and Design patterns.
Should have Knowledge of distributed system, distributed caching, messaging frameworks,ESB etc
Knowledge of Linux operating system and PostgreSQL/MySQL/MongoDB/Cassandra database is essential.
Additionally, knowledge of HBase, Hadoop and Hive are desirable.
Familiarity with message queue systems and AMQP and Kafka is desirable.
Should have experience as a participant in Agile methodologies.
Should have excellent written and verbal communication skills and presentation skills.
This is not a full stack requirement, we are purely looking out for Backend resources.

Location: Bangalore

Skills from this JD

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

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)
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)
Deployment 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
Design Principles 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
Software Development
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
User Experience 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
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Usability 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
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Template Design 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
Web Frameworks
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Cross-Browser Compatibility Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Cross-Browser Compatibility id=1661 · cross-browser-compatibility

Aliases — catalog

  • Cross-Browser Compatibility (CANONICAL)

Context tags (catalog)

CSS prefixes HTML5 JavaScript browser testing compatibility issues cross-platform debugging tools feature detection performance optimization polyfills progressive enhancement responsive design user agent viewport web standards

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Web Compatibility Concept
Confidence
0.95
Version strategy
NOT_APPLICABLE

Maturity reasoning: Common requirement in front-end JDs and browser support matrices; MDN and Can I Use remain heavily referenced for compatibility checks across Chrome, Safari, Firefox, and Edge.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
1254
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)
Client-Server Architecture Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Client-Server Architecture id=1372 · client-server-architecture

Aliases — catalog

  • Client-Server Architecture (CANONICAL)

Context tags (catalog)

API design RESTful services client-side rendering data serialization database connectivity load balancing microservices middleware network protocols scalability server-side processing service-oriented architecture session management stateful vs stateless web sockets

Stored enrichment (catalog DB)

Category
Architecture
Sub-category
Client Server Architecture
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Core architecture pattern in most software JDs and system design interviews; widely used across web, mobile, and enterprise apps, with no successor replacing it.

Skill profile (library / DB)

Skill nature
PATTERN
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
1
Sub-category id
1038
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)
Testing 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
QA 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

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)
Code Review in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Cross-Browser Compatibility in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Client-Server Architecture 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 Deployment | type=DevOps Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Design Principles | type=Software Development subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed User Experience | type=Soft Skills subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Usability | type=Soft Skills subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Template Design | type=Web Frameworks subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed QA | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSDE
CompanyGames24x7
Experience1+ Years of experience in software development
DomainGaming
Location Bangalore, India (null)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Games24x7 is India\u2019s leading",
      "last_5_words": "players across the globe."
    },
    "text": "Games24x7 is India\u2019s leading and most valuable multi-gaming unicorn. We\u2019re a full-stack gaming company, offering awesome game playing experiences to over 100 million players through our products - RummyCircle, India\u2019s first and largest online rummy platform, My11Circle, the country\u2019s fastest growing fantasy sports platform, and U Games, a cutting-edge gaming studio making casual games in India for players across the globe.",
    "word_count": 64
  },
  "certifications": [],
  "company_name": "Games24x7",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "Online Gaming",
        "Skill Gaming"
      ],
      "domain": "Gaming"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science",
      "raw": "BE/B. Tech. Computer Science or MCA from a reputed University",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 1,
    "raw": "1+ Years of experience in software development"
  },
  "job_locations": [
    {
      "aliases": [
        "Bengaluru"
      ],
      "city": "Bangalore",
      "country": "India",
      "state": "Karnataka",
      "work_mode": "null"
    }
  ],
  "role": "SDE",
  "role_aliases": [
    "Software Development Engineer",
    "Java Developer",
    "Backend Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "General Accountabilities/Job Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Participation in the requirements analysis,",
        "last_5_words": "best quality of product."
      },
      "text": "Participation in the requirements analysis, design, development and testing of applications.\nThe candidate is expected to write code himself/herself.\nThe candidate is expected to write high level code, code review, unit testing and deployment.\nPractical application of design principles with a focus on the user experience, usability, template designs, cross browser issues and client server concepts.\nContributes to the development of project estimates, scheduling, and deliverables.\nWorks closely with QA team to determine testing requirements to ensure full coverage and best quality of product.",
      "word_count": 66
    }
  ],
  "urls": [
    {
      "type": "website",
      "url": "http://www.games24x7.com"
    }
  ]
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Unit Testing"
    },
    {
      "is_primary": true,
      "skill_name": "Code Review"
    },
    {
      "is_primary": true,
      "skill_name": "Deployment"
    },
    {
      "is_primary": true,
      "skill_name": "Design Principles"
    },
    {
      "is_primary": true,
      "skill_name": "User Experience"
    },
    {
      "is_primary": true,
      "skill_name": "Usability"
    },
    {
      "is_primary": true,
      "skill_name": "Template Design"
    },
    {
      "is_primary": true,
      "skill_name": "Cross-Browser Compatibility"
    },
    {
      "is_primary": true,
      "skill_name": "Client-Server Architecture"
    },
    {
      "is_primary": true,
      "skill_name": "Testing"
    },
    {
      "is_primary": true,
      "skill_name": "QA"
    }
  ],
  "jd_role": {
    "display_name": "SDE",
    "rationale": null,
    "role_aliases": [
      "Software Development Engineer",
      "Java Developer",
      "Backend Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Games24x7 is India\u2019s leading",
        "last_5_words": "players across the globe."
      },
      "text": "Games24x7 is India\u2019s leading and most valuable multi-gaming unicorn. We\u2019re a full-stack gaming company, offering awesome game playing experiences to over 100 million players through our products - RummyCircle, India\u2019s first and largest online rummy platform, My11Circle, the country\u2019s fastest growing fantasy sports platform, and U Games, a cutting-edge gaming studio making casual games in India for players across the globe.",
      "word_count": 64
    },
    "certifications": [],
    "company_name": "Games24x7",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "Online Gaming",
          "Skill Gaming"
        ],
        "domain": "Gaming"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science",
        "raw": "BE/B. Tech. Computer Science or MCA from a reputed University",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 1,
      "raw": "1+ Years of experience in software development"
    },
    "job_locations": [
      {
        "aliases": [
          "Bengaluru"
        ],
        "city": "Bangalore",
        "country": "India",
        "state": "Karnataka",
        "work_mode": "null"
      }
    ],
    "role": "SDE",
    "role_aliases": [
      "Software Development Engineer",
      "Java Developer",
      "Backend Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 6,
        "heading": "General Accountabilities/Job Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Participation in the requirements analysis,",
          "last_5_words": "best quality of product."
        },
        "text": "Participation in the requirements analysis, design, development and testing of applications.\nThe candidate is expected to write code himself/herself.\nThe candidate is expected to write high level code, code review, unit testing and deployment.\nPractical application of design principles with a focus on the user experience, usability, template designs, cross browser issues and client server concepts.\nContributes to the development of project estimates, scheduling, and deliverables.\nWorks closely with QA team to determine testing requirements to ensure full coverage and best quality of product.",
        "word_count": 66
      }
    ],
    "urls": [
      {
        "type": "website",
        "url": "http://www.games24x7.com"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "8bce9a69-f3a7-42a7-89a5-9e5719efe386",
  "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
      },
      {
        "display_name": "Java Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 79,
        "score": 1.0,
        "slug": "java-backend-developer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Works closely with QA team to determine testing requirements to ensure full coverage and best quality of product.",
            "similarity": 0.6676
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Participation in the requirements analysis, design, development and testing of applications.",
            "similarity": 0.497
          },
          {
            "kra_text": "UI responsiveness and performance",
            "sentence": "Practical application of design principles with a focus on the user experience, usability, template designs, cross browser issues and client server concepts.",
            "similarity": 0.4761
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5469,
        "slug": "angular-frontend-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": "Works closely with QA team to determine testing requirements to ensure full coverage and best quality of product.",
            "similarity": 0.6207
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Participation in the requirements analysis, design, development and testing of applications.",
            "similarity": 0.5175
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Contributes to the development of project estimates, scheduling, and deliverables.",
            "similarity": 0.4621
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5334,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": [
          {
            "kra_text": "user interaction design and refinement",
            "sentence": "Practical application of design principles with a focus on the user experience, usability, template designs, cross browser issues and client server concepts.",
            "similarity": 0.5675
          },
          {
            "kra_text": "Requirements analysis and process translation",
            "sentence": "Participation in the requirements analysis, design, development and testing of applications.",
            "similarity": 0.564
          },
          {
            "kra_text": "Requirements analysis and process translation",
            "sentence": "Works closely with QA team to determine testing requirements to ensure full coverage and best quality of product.",
            "similarity": 0.4143
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 24,
        "score": 0.5153,
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        "total_count": null
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API 2 — extract-details
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  "unmatched_skills": [
    "Deployment",
    "Design Principles",
    "User Experience",
    "Usability",
    "Template Design",
    "Testing",
    "QA"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Frontend Developer",
    "id": 7,
    "rationale": "Domain=Software Engineering; The JD emphasizes coding applications with UX/usability, template design, cross-browser issues, client-server concepts, code review, and testing, which best matches frontend development responsibilities.",
    "role_archetype": null,
    "slug": "frontend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Unit Testing",
      "tag": "in_db"
    },
    {
      "skill": "Code Review",
      "tag": "in_db"
    },
    {
      "skill": "Deployment",
      "tag": "new"
    },
    {
      "skill": "Design Principles",
      "tag": "new"
    },
    {
      "skill": "User Experience",
      "tag": "new"
    },
    {
      "skill": "Usability",
      "tag": "new"
    },
    {
      "skill": "Template Design",
      "tag": "new"
    },
    {
      "skill": "Cross-Browser Compatibility",
      "tag": "in_db"
    },
    {
      "skill": "Client-Server Architecture",
      "tag": "in_db"
    },
    {
      "skill": "Testing",
      "tag": "new"
    },
    {
      "skill": "QA",
      "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": 7,
        "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": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Code Review",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [],
        "skill_dimension_saved": true,
        "skill_id": 516,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "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": "Cross-Browser Compatibility",
        "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": 1661,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "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": "Client-Server Architecture",
        "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": 1372,
        "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": "8bce9a69-f3a7-42a7-89a5-9e5719efe386"
}

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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