← Back to history

Pipeline run

131b9467-c32e-4576-a257-5a0f73989355

Pipeline LLM cost (USD)
API 1: $0.0070 API 2: $0.0002 API 3: $0.0000 Total: $0.0072

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Quality Assurance / Testing
Own test planning and automation, write and maintain test cases/scripts, triage defects and performance issues, and work with devs/PMs to improve coverage, quality, and testing practices.
"Develop, implement, and maintain test plans, test cases, and automated test scripts to ensure high-quality product deliveries."
Tech stack maturity
Mainstream Modern
SDET work with code-review is a common contemporary engineering practice, typically associated with modern development workflows 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)
Test Automation Test Planning Test Case Design Code Review Design Review
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Test Automation Test Planning Test Case Design Code Review Design Review
Show KRA description ↓
• Develop, implement, and maintain test plans, test cases, and automated test scripts to ensure high-quality product deliveries. • Collaborate closely with software developers and product managers for the continuous improvement of software testing strategies. • Analyze testing metrics and actively contribute to improving test coverage and product quality. • Participate in code and design reviews to ensure robust software development practices. • Identify, diagnose, and document test failures, defects, and performance issues within the software. • Ensure that test environments are correctly configured and maintained for testing cycles. • Continuously update testing skills and knowledge of emerging testing tools and technologies to enhance testing practices. • Provide technical guidance and mentorship to junior testers and foster knowledge-sharing within the team.

Signals

Skill
Alias
KRA angular-frontend-developer
0.55

Post-classification

Centroidupdated · n=8
Alias collision log
New-role queue
New skills captured4
New KRA capturedyes

Captured for admin review

Test Automation primary SDET pending
Test Planning primary SDET pending
Test Case Design primary SDET pending
Design Review primary SDET pending
R&R fragment (sim 0.00) SDET pending

• Develop, implement, and maintain test plans, test cases, and automated test scripts to ensure high-quality product deliveries. • Collaborate closely with software developers and product managers for…

Status: completed Created: 2026-05-27T14:12:22.209172Z Updated: 2026-05-27T14:13:17.312074Z API 3 duration: 7516 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

SDET

domain · Testing & Quality CASE DOMAIN

slug: sdet · id: 66 · source: db

Domain=Testing & Quality; The JD centers on designing automated test assets, collaborating on testing strategy, reviewing code/design, and improving test coverage, which best matches an SDET role.

Matched skills

test planstest casesautomated test scriptstesting metricstest coveragecode and design reviewstest failuresdefectsperformance issuestest environmentstesting toolstesting technologies

Matched dimensions

Test Automation EngineeringSoftware Quality EngineeringTesting Strategy ImprovementCode and Design ReviewTest Environment ManagementMentorship and Technical Guidance

Matched KRAs

Develop, implement, and maintain test plansDevelop, implement, and maintain test casesDevelop, implement, and maintain automated test scriptsCollaborate closely with software developers and product managersAnalyze testing metricsContribute to improving test coverage and product qualityParticipate in code and design reviewsIdentify, diagnose, and document test failuresEnsure that test environments are correctly configured and maintainedProvide technical guidance and mentorship to junior testers

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 Overview
GoldenHire Consultancy is a prominent staffing solutions organization that provides both full-time and contract staffing support to organizations across various sectors. Founded by enthusiastic professionals, GoldenHire excels in addressing complex staffing needs with innovative solutions. Based in Kolkata & Delhi, our dedicated team focuses on building long-term relationships through quality service delivery, serving clients with sophisticated and reliable staffing services in the Staffing & Recruiting industry.


Job Overview
We are seeking a Mid-Level Software Engineer In Test to join our CLIENT for a full-time, hybrid position located in Noida, Gurgaon, or Bangalore. The ideal candidate will play a critical role in ensuring the quality and reliability of our software products. The position requires a strong understanding of test automation and software testing methodologies.


Qualifications and Skills
• Proven experience in software testing, with a strong focus on automation testing processes.
• Proficiency in Java (Mandatory skill) with a deep understanding of object-oriented programming and software development principles.
• Solid knowledge of Selenium (Mandatory skill) for automated testing of web applications to ensure scalability and performance.
• Experience in Multithreading (Mandatory skill) for enhancing the performance of test automation scripts.
• Familiarity with JUnit for unit testing and ensuring code quality through automated test cases.
• Working knowledge of Spring framework to build robust test solutions and enhance test reliability and effectiveness.
• Hands-on experience with TestNG for effective testing frameworks and seamless testing strategies for applications.
• Experience with Cucumber for behavior-driven development to enhance testing and promote collaboration.


Roles and Responsibilities
• Develop, implement, and maintain test plans, test cases, and automated test scripts to ensure high-quality product deliveries.
• Collaborate closely with software developers and product managers for the continuous improvement of software testing strategies.
• Analyze testing metrics and actively contribute to improving test coverage and product quality.
• Participate in code and design reviews to ensure robust software development practices.
• Identify, diagnose, and document test failures, defects, and performance issues within the software.
• Ensure that test environments are correctly configured and maintained for testing cycles.
• Continuously update testing skills and knowledge of emerging testing tools and technologies to enhance testing practices.
• Provide technical guidance and mentorship to junior testers and foster knowledge-sharing within the team.

Skills from this JD

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

Test Automation Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Testing Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Test Planning 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
Test Case 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
Testing Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
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)
Design Review Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Soft Skills
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

All API 3 persistence rows

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

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
Code Review 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 Test Automation | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Test Planning | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Test Case Design | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Design Review | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleMid-Level Software Engineer In Test
CompanyGoldenHire Consultancy
DomainStaffing & Recruiting
Location Noida, India (hybrid)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "GoldenHire Consultancy is a prominent",
      "last_5_words": "staffing services in the Staffing \u0026 Recruiting industry."
    },
    "text": "GoldenHire Consultancy is a prominent staffing solutions organization that provides both full-time and contract staffing support to organizations across various sectors. Founded by enthusiastic professionals, GoldenHire excels in addressing complex staffing needs with innovative solutions. Based in Kolkata \u0026 Delhi, our dedicated team focuses on building long-term relationships through quality service delivery, serving clients with sophisticated and reliable staffing services in the Staffing \u0026 Recruiting industry.",
    "word_count": 84
  },
  "certifications": [],
  "company_name": "GoldenHire Consultancy",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Staffing \u0026 Recruiting"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": null,
    "raw": null
  },
  "job_locations": [
    {
      "aliases": [],
      "city": "Noida",
      "country": "India",
      "state": "Uttar Pradesh",
      "work_mode": "hybrid"
    },
    {
      "aliases": [],
      "city": "Gurgaon",
      "country": "India",
      "state": "Haryana",
      "work_mode": "hybrid"
    },
    {
      "aliases": [
        "Bengaluru"
      ],
      "city": "Bangalore",
      "country": "India",
      "state": "Karnataka",
      "work_mode": "hybrid"
    }
  ],
  "role": "Mid-Level Software Engineer In Test",
  "role_aliases": [
    "Software Engineer in Test",
    "Test Engineer",
    "QA Engineer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 8,
      "heading": "Roles and Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Develop, implement, and maintain",
        "last_5_words": "knowledge-sharing within the team."
      },
      "text": "\u2022 Develop, implement, and maintain test plans, test cases, and automated test scripts to ensure high-quality product deliveries.\n\u2022 Collaborate closely with software developers and product managers for the continuous improvement of software testing strategies.\n\u2022 Analyze testing metrics and actively contribute to improving test coverage and product quality.\n\u2022 Participate in code and design reviews to ensure robust software development practices.\n\u2022 Identify, diagnose, and document test failures, defects, and performance issues within the software.\n\u2022 Ensure that test environments are correctly configured and maintained for testing cycles.\n\u2022 Continuously update testing skills and knowledge of emerging testing tools and technologies to enhance testing practices.\n\u2022 Provide technical guidance and mentorship to junior testers and foster knowledge-sharing within the team.",
      "word_count": 108
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Test Automation"
    },
    {
      "is_primary": true,
      "skill_name": "Test Planning"
    },
    {
      "is_primary": true,
      "skill_name": "Test Case Design"
    },
    {
      "is_primary": true,
      "skill_name": "Code Review"
    },
    {
      "is_primary": true,
      "skill_name": "Design Review"
    }
  ],
  "jd_role": {
    "display_name": "Mid-Level Software Engineer In Test",
    "rationale": null,
    "role_aliases": [
      "Software Engineer in Test",
      "Test Engineer",
      "QA Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "GoldenHire Consultancy is a prominent",
        "last_5_words": "staffing services in the Staffing \u0026 Recruiting industry."
      },
      "text": "GoldenHire Consultancy is a prominent staffing solutions organization that provides both full-time and contract staffing support to organizations across various sectors. Founded by enthusiastic professionals, GoldenHire excels in addressing complex staffing needs with innovative solutions. Based in Kolkata \u0026 Delhi, our dedicated team focuses on building long-term relationships through quality service delivery, serving clients with sophisticated and reliable staffing services in the Staffing \u0026 Recruiting industry.",
      "word_count": 84
    },
    "certifications": [],
    "company_name": "GoldenHire Consultancy",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Staffing \u0026 Recruiting"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [
      {
        "aliases": [],
        "city": "Noida",
        "country": "India",
        "state": "Uttar Pradesh",
        "work_mode": "hybrid"
      },
      {
        "aliases": [],
        "city": "Gurgaon",
        "country": "India",
        "state": "Haryana",
        "work_mode": "hybrid"
      },
      {
        "aliases": [
          "Bengaluru"
        ],
        "city": "Bangalore",
        "country": "India",
        "state": "Karnataka",
        "work_mode": "hybrid"
      }
    ],
    "role": "Mid-Level Software Engineer In Test",
    "role_aliases": [
      "Software Engineer in Test",
      "Test Engineer",
      "QA Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 8,
        "heading": "Roles and Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Develop, implement, and maintain",
          "last_5_words": "knowledge-sharing within the team."
        },
        "text": "\u2022 Develop, implement, and maintain test plans, test cases, and automated test scripts to ensure high-quality product deliveries.\n\u2022 Collaborate closely with software developers and product managers for the continuous improvement of software testing strategies.\n\u2022 Analyze testing metrics and actively contribute to improving test coverage and product quality.\n\u2022 Participate in code and design reviews to ensure robust software development practices.\n\u2022 Identify, diagnose, and document test failures, defects, and performance issues within the software.\n\u2022 Ensure that test environments are correctly configured and maintained for testing cycles.\n\u2022 Continuously update testing skills and knowledge of emerging testing tools and technologies to enhance testing practices.\n\u2022 Provide technical guidance and mentorship to junior testers and foster knowledge-sharing within the team.",
        "word_count": 108
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "131b9467-c32e-4576-a257-5a0f73989355",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and refactoring",
            "sentence": "Participate in code and design reviews to ensure robust software development practices.",
            "similarity": 0.5661
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate closely with software developers and product managers for the continuous improvement of software testing strategies.",
            "similarity": 0.5588
          },
          {
            "kra_text": "defect diagnosis and fixes",
            "sentence": "Identify, diagnose, and document test failures, defects, and performance issues within the software.",
            "similarity": 0.5312
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.552,
        "slug": "angular-frontend-developer",
        "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": "Collaborate closely with software developers and product managers for the continuous improvement of software testing strategies.",
            "similarity": 0.5558
          },
          {
            "kra_text": "Sets up and maintains development, staging, and production environments with consistent configuration management using Ansible, Puppet, or Chef.",
            "sentence": "Ensure that test environments are correctly configured and maintained for testing cycles.",
            "similarity": 0.5333
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Participate in code and design reviews to ensure robust software development practices.",
            "similarity": 0.5207
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.5366,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "maintain code quality",
            "sentence": "Participate in code and design reviews to ensure robust software development practices.",
            "similarity": 0.6112
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Analyze testing metrics and actively contribute to improving test coverage and product quality.",
            "similarity": 0.5139
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Develop, implement, and maintain test plans, test cases, and automated test scripts to ensure high-quality product deliveries.",
            "similarity": 0.4826
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.5359,
        "slug": "react-native-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 closely with software developers and product managers for the continuous improvement of software testing strategies.",
            "similarity": 0.582
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Participate in code and design reviews to ensure robust software development practices.",
            "similarity": 0.5157
          },
          {
            "kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
            "sentence": "Develop, implement, and maintain test plans, test cases, and automated test scripts to ensure high-quality product deliveries.",
            "similarity": 0.5049
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5342,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Go Backend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and testing support",
            "sentence": "Participate in code and design reviews to ensure robust software development practices.",
            "similarity": 0.5808
          },
          {
            "kra_text": "code review and testing support",
            "sentence": "Analyze testing metrics and actively contribute to improving test coverage and product quality.",
            "similarity": 0.5094
          },
          {
            "kra_text": "defect investigation and resolution",
            "sentence": "Identify, diagnose, and document test failures, defects, and performance issues within the software.",
            "similarity": 0.4948
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 81,
        "score": 0.5284,
        "slug": "go-backend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "SDET",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 66,
      "score": 0.98,
      "slug": "sdet",
      "total_count": null
    },
    "confidence": 0.98,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Test Automation Engineering",
      "Software Quality Engineering",
      "Testing Strategy Improvement",
      "Code and Design Review",
      "Test Environment Management",
      "Mentorship and Technical Guidance"
    ],
    "matched_kras": [
      "Develop, implement, and maintain test plans",
      "Develop, implement, and maintain test cases",
      "Develop, implement, and maintain automated test scripts",
      "Collaborate closely with software developers and product managers",
      "Analyze testing metrics",
      "Contribute to improving test coverage and product quality",
      "Participate in code and design reviews",
      "Identify, diagnose, and document test failures",
      "Ensure that test environments are correctly configured and maintained",
      "Provide technical guidance and mentorship to junior testers"
    ],
    "matched_skills": [
      "test plans",
      "test cases",
      "automated test scripts",
      "testing metrics",
      "test coverage",
      "code and design reviews",
      "test failures",
      "defects",
      "performance issues",
      "test environments",
      "testing tools",
      "testing technologies"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Testing \u0026 Quality; The JD centers on designing automated test assets, collaborating on testing strategy, reviewing code/design, and improving test coverage, which best matches an SDET role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 8,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 417,
      "r_and_r_preview": "\u2022 Develop, implement, and maintain test plans, test cases, and automated test scripts to ensure high-quality product deliveries.\n\u2022 Collaborate closely with software developers and product managers for",
      "role_display_name": "SDET",
      "role_slug": "sdet",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 7617,
        "role_display_name": "SDET",
        "role_slug": "sdet",
        "skill_name": "Test Automation",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7618,
        "role_display_name": "SDET",
        "role_slug": "sdet",
        "skill_name": "Test Planning",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7619,
        "role_display_name": "SDET",
        "role_slug": "sdet",
        "skill_name": "Test Case Design",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7620,
        "role_display_name": "SDET",
        "role_slug": "sdet",
        "skill_name": "Design Review",
        "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"
    }
  ],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "SDET",
    "id": 66,
    "rationale": "Domain=Testing \u0026 Quality; The JD centers on designing automated test assets, collaborating on testing strategy, reviewing code/design, and improving test coverage, which best matches an SDET role.",
    "role_archetype": null,
    "slug": "sdet",
    "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": []
    }
  ],
  "input_final_skills": [
    "Test Automation",
    "Test Planning",
    "Test Case Design",
    "Code Review",
    "Design Review"
  ],
  "input_llm_skills": [
    "Test Automation",
    "Test Planning",
    "Test Case Design",
    "Code Review",
    "Design Review"
  ],
  "new_aliases_persisted": 0,
  "run_id": "131b9467-c32e-4576-a257-5a0f73989355",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Test Automation",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Testing 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": "test-automation",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Test Planning",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Testing 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": "test-planning",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Test Case Design",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Testing 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": "test-case-design",
        "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,
            "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": []
        }
      ],
      "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": "Design Review",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Soft Skills",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "design-review",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Test Automation",
    "Test Planning",
    "Test Case Design",
    "Design Review"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "SDET",
    "id": 66,
    "rationale": "Domain=Testing \u0026 Quality; The JD centers on designing automated test assets, collaborating on testing strategy, reviewing code/design, and improving test coverage, which best matches an SDET role.",
    "role_archetype": null,
    "slug": "sdet",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Test Automation",
      "tag": "new"
    },
    {
      "skill": "Test Planning",
      "tag": "new"
    },
    {
      "skill": "Test Case Design",
      "tag": "new"
    },
    {
      "skill": "Code Review",
      "tag": "in_db"
    },
    {
      "skill": "Design Review",
      "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": 66,
        "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
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "131b9467-c32e-4576-a257-5a0f73989355"
}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

Loading…