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Pipeline run

367bd41d-3f28-4fd1-9540-c500f8e84696

Pipeline LLM cost (USD)
API 1: $0.0104 API 2: $0.0001 API 3: $0.0000 Total: $0.0105

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 · Native screen and flow building
Build and maintain Android app features end-to-end: ship new screens/flows with cross-functional teams, integrate REST/JSON APIs and third-party libraries, then unit-test, fix bugs, and tune performance/reliability.
"Design and build advanced applications for the Android platform"
Tech stack maturity
Mainstream Modern
Native mobile development with Android, REST, JSON, and API integration is a widely adopted modern stack that is established rather than legacy or bleeding-edge.
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)
Android Android SDK REST JSON APIs
Skill cluster (3 dimension groups, role-scoped)
API Integration and Data Fetching
JSON
Integration Protocols & Standards
REST
Cross-cutting / unaligned
Android Android SDK APIs
Show KRA description ↓
• Design and build advanced applications for the Android platform • Collaborate with cross-functional teams to define, design, and ship new features • Work with outside data sources and APIs • Unit-test code for robustness, including edge cases, usability, and general reliability • Work on bug fixing and improving application performance • Continuously discover, evaluate, and implement new technologies to maximize development efficiency • Design and build advanced applications for the Android platform • Collaborate with cross-functional teams to define, design, and ship new features • Work with outside data sources and APIs • Unit-test code for robustness, including edge cases, usability, and general reliability • Work on bug fixing and improving application performance • Continuously discover, evaluate, and implement new technologies to maximize development efficiency • BS/MS degree in Computer Science, Engineering or a related subject • Proven software development experience and Android skills development • Proven working experience in Android app development and • Have published at least one original Android app • Experience with Android SDK • Experience working with remote data via REST and JSON • Experience with third-party libraries and APIs • Working knowledge of the general mobile landscape, architectures, trends, and emerging technologies • Solid understanding of the full mobile development life cycle.

Signals

Skill full-stack-engineer
0.40
Alias android-engineer
1.00
KRA flutter-developer
0.65

Post-classification

Centroidupdated · n=19
Alias collision log
New-role queue
New skills captured1
New KRA capturedyes

Captured for admin review

Android SDK primary Native Mobile Developer pending
R&R fragment (sim 0.00) Native Mobile Developer pending

• Design and build advanced applications for the Android platform • Collaborate with cross-functional teams to define, design, and ship new features • Work with outside data sources and APIs • Unit-te…

Status: completed Created: 2026-05-27T14:14:56.446614Z Updated: 2026-05-27T14:16:23.198047Z API 3 duration: 14609 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

Native Mobile Developer

Android Developer

sub-role · 0.99 domain · Software Engineering CASE DOMAIN

slug: native-mobile-developer · id: 75 · source: db · sub-role slug: android-engineer

Domain=Software Engineering → sub-role android-engineer; The JD is explicitly for Android app development, including Android SDK, mobile app lifecycle, REST/JSON, and published Android apps, which best matches Native Mobile Developer.

Matched skills

AndroidAndroid platformAndroid skills developmentAndroid app developmentAndroid SDKRESTJSONthird-party librariesAPIs

Matched dimensions

Android mobile application developmentMobile app lifecycleAPI integrationApplication testing and reliabilityPerformance optimizationCross-functional feature delivery

Matched KRAs

Design and build advanced applications for the Android platformCollaborate with cross-functional teams to define, design, and ship new featuresWork with outside data sources and APIsUnit-test code for robustnessWork on bug fixing and improving application performanceContinuously discover, evaluate, and implement new technologies

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

We are looking for an Android Developer who possesses a passion for pushing mobile technologies to the limits. This Android app developer will work with our team of talented engineers to design and build the next generation of our mobile applications. Android programming works closely with other app development and technical teams.

• Design and build advanced applications for the Android platform
• Collaborate with cross-functional teams to define, design, and ship new features
• Work with outside data sources and APIs
• Unit-test code for robustness, including edge cases, usability, and general reliability
• Work on bug fixing and improving application performance
• Continuously discover, evaluate, and implement new technologies to maximize development efficiency
• Design and build advanced applications for the Android platform
• Collaborate with cross-functional teams to define, design, and ship new features
• Work with outside data sources and APIs
• Unit-test code for robustness, including edge cases, usability, and general reliability
• Work on bug fixing and improving application performance
• Continuously discover, evaluate, and implement new technologies to maximize development efficiency
• BS/MS degree in Computer Science, Engineering or a related subject
• Proven software development experience and Android skills development
• Proven working experience in Android app development and
• Have published at least one original Android app
• Experience with Android SDK
• Experience working with remote data via REST and JSON
• Experience with third-party libraries and APIs
• Working knowledge of the general mobile landscape, architectures, trends, and emerging technologies
• Solid understanding of the full mobile development life cycle.
• BS/MS degree in Computer Science, Engineering or a related subject
• Proven software development experience and Android skills development
• Proven working experience in Android app development and
• Have published at least one original Android app
• Experience with Android SDK
• Experience working with remote data via REST and JSON
• Experience with third-party libraries and APIs
• Working knowledge of the general mobile landscape, architectures, trends, and emerging technologies
• Solid understanding of the full mobile development life cycle.

Skills from this JD

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

Android Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Android id=1595 · android

Aliases — catalog

  • Android (CANONICAL)

Context tags (catalog)

API Level Android SDK Android Studio Firebase Gradle Java Jetpack Kotlin LiveData MVVM Material Design RecyclerView Retrofit Room XML

Stored enrichment (catalog DB)

Category
Platform
Sub-category
Mobile Platform
Vendor
Google
License
apache_2
Year introduced
2008
Confidence
0.95
Version strategy
NOT_APPLICABLE

Maturity reasoning: Android appears in large volumes of mobile job postings and remains a standard platform in hiring pipelines; Google continues active platform releases and OEM ecosystem support, indicating broad adoption.

Skill profile (library / DB)

Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
9
Sub-category id
1201
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)
Android SDK 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
Mobile Development
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
REST Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: REST id=11 · rest

Aliases — catalog

  • REST (CANONICAL) primary

Context tags (catalog)

API API design API versioning CRUD DELETE GET HATEOAS HTTP JSON OAuth OAuth2 OpenAPI POST PUT Postman RESTful Swagger URI Webhooks XML authentication client-server content negotiation endpoint endpoints middleware resource resource-oriented serialization stateless status codes versioning web services

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Api Architecture Style
Year introduced
2000
Confidence
0.88
Version strategy
NOT_APPLICABLE

Maturity reasoning: REST is a default API architecture in many job descriptions and is widely supported by major vendors/frameworks; OpenAPI and RESTful endpoints remain standard in hiring pipelines.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
2122
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • API Design and Contracts Catalog dimension db id 3

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer

  • API Interface and Contract Design Catalog dimension db id 289

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer

  • Integration Protocols & Standards Catalog dimension db id 271

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Standards & Protocols Compliance Catalog dimension db id 452

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Standards & Protocols Compliance
standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JSON Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: JSON id=1984 · json

Aliases — catalog

  • JSON (CANONICAL) primary

Context tags (catalog)

AJAX API JSON Schema JSON-LD JSONP JavaScript NoSQL REST configuration data binding data format data interchange data structure deserialization interoperability key-value pairs lightweight object notation schema serialization text-based

Stored enrichment (catalog DB)

Category
Format
Sub-category
Data Interchange Format
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: JSON is a default data interchange format in APIs and web stacks; it appears in a very high volume of job descriptions and is supported by every major language/runtime.

Skill profile (library / DB)

Skill nature
STANDARD
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
4
Sub-category id
1457
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • API Integration and Data Fetching Catalog dimension db id 127

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

  • API Interface and Contract Design Catalog dimension db id 289

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer

  • Integration Protocols & Standards Catalog dimension db id 271

    Library dimension (catalog)

    Roles linked in library: Pega Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
API Integration and Data Fetching
api-integration-and-data-fetching
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
APIs Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: APIs id=1192 · apis

Aliases — catalog

  • APIs (CANONICAL)

Context tags (catalog)

API Gateway Endpoint GraphQL JSON JWT Microservices OAuth Postman REST Rate Limiting SOAP Swagger Throttling Webhooks XML

Stored enrichment (catalog DB)

Category
Protocol
Sub-category
Application Programming Interfaces
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: APIs are a hiring-pipeline staple across backend, mobile, and platform JDs; REST/GraphQL/API design appears in large volumes of job postings and vendor docs, indicating broad adoption.

Skill profile (library / DB)

Skill nature
PROTOCOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
10
Sub-category id
902
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

All API 3 persistence rows

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

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
Android in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
Standards & Protocols Compliance
standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JSON in_db
API Integration and Data Fetching
api-integration-and-data-fetching
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JSON in_db
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JSON in_db
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
APIs 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 Android SDK | type=Mobile Development subtype=general nature=TOOL lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleAndroid Developer
DomainSoftware & SaaS Products
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "SaaS",
        "Product Companies"
      ],
      "domain": "Software \u0026 SaaS Products"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science (or related)",
      "raw": "BS/MS degree in Computer Science, Engineering or a related subject",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": null,
    "raw": null
  },
  "job_locations": [],
  "role": "Android Developer",
  "role_aliases": [
    "Mobile Developer",
    "Android App Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 12,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Design and build advanced",
        "last_5_words": "development efficiency"
      },
      "text": "\u2022 Design and build advanced applications for the Android platform\n\u2022 Collaborate with cross-functional teams to define, design, and ship new features\n\u2022 Work with outside data sources and APIs\n\u2022 Unit-test code for robustness, including edge cases, usability, and general reliability\n\u2022 Work on bug fixing and improving application performance\n\u2022 Continuously discover, evaluate, and implement new technologies to maximize development efficiency\n\u2022 Design and build advanced applications for the Android platform\n\u2022 Collaborate with cross-functional teams to define, design, and ship new features\n\u2022 Work with outside data sources and APIs\n\u2022 Unit-test code for robustness, including edge cases, usability, and general reliability\n\u2022 Work on bug fixing and improving application performance\n\u2022 Continuously discover, evaluate, and implement new technologies to maximize development efficiency",
      "word_count": 108
    },
    {
      "bullet_count": 9,
      "heading": "Qualifications",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 BS/MS degree in Computer",
        "last_5_words": "mobile development life cycle."
      },
      "text": "\u2022 BS/MS degree in Computer Science, Engineering or a related subject\n\u2022 Proven software development experience and Android skills development\n\u2022 Proven working experience in Android app development and\n\u2022 Have published at least one original Android app\n\u2022 Experience with Android SDK\n\u2022 Experience working with remote data via REST and JSON\n\u2022 Experience with third-party libraries and APIs\n\u2022 Working knowledge of the general mobile landscape, architectures, trends, and emerging technologies\n\u2022 Solid understanding of the full mobile development life cycle.",
      "word_count": 81
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Android"
    },
    {
      "is_primary": true,
      "skill_name": "Android SDK"
    },
    {
      "is_primary": true,
      "skill_name": "REST"
    },
    {
      "is_primary": true,
      "skill_name": "JSON"
    },
    {
      "is_primary": true,
      "skill_name": "APIs"
    }
  ],
  "jd_role": {
    "display_name": "Android Developer",
    "rationale": null,
    "role_aliases": [
      "Mobile Developer",
      "Android App Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "SaaS",
          "Product Companies"
        ],
        "domain": "Software \u0026 SaaS Products"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science (or related)",
        "raw": "BS/MS degree in Computer Science, Engineering or a related subject",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [],
    "role": "Android Developer",
    "role_aliases": [
      "Mobile Developer",
      "Android App Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 12,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Design and build advanced",
          "last_5_words": "development efficiency"
        },
        "text": "\u2022 Design and build advanced applications for the Android platform\n\u2022 Collaborate with cross-functional teams to define, design, and ship new features\n\u2022 Work with outside data sources and APIs\n\u2022 Unit-test code for robustness, including edge cases, usability, and general reliability\n\u2022 Work on bug fixing and improving application performance\n\u2022 Continuously discover, evaluate, and implement new technologies to maximize development efficiency\n\u2022 Design and build advanced applications for the Android platform\n\u2022 Collaborate with cross-functional teams to define, design, and ship new features\n\u2022 Work with outside data sources and APIs\n\u2022 Unit-test code for robustness, including edge cases, usability, and general reliability\n\u2022 Work on bug fixing and improving application performance\n\u2022 Continuously discover, evaluate, and implement new technologies to maximize development efficiency",
        "word_count": 108
      },
      {
        "bullet_count": 9,
        "heading": "Qualifications",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 BS/MS degree in Computer",
          "last_5_words": "mobile development life cycle."
        },
        "text": "\u2022 BS/MS degree in Computer Science, Engineering or a related subject\n\u2022 Proven software development experience and Android skills development\n\u2022 Proven working experience in Android app development and\n\u2022 Have published at least one original Android app\n\u2022 Experience with Android SDK\n\u2022 Experience working with remote data via REST and JSON\n\u2022 Experience with third-party libraries and APIs\n\u2022 Working knowledge of the general mobile landscape, architectures, trends, and emerging technologies\n\u2022 Solid understanding of the full mobile development life cycle.",
        "word_count": 81
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "367bd41d-3f28-4fd1-9540-c500f8e84696",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Android Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 4,
        "score": 1.0,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Native Mobile Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 75,
        "score": 1.0,
        "slug": "native-mobile-developer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate with cross-functional teams to define, design, and ship new features",
            "similarity": 0.7428
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate with cross-functional teams to define, design, and ship new features",
            "similarity": 0.7428
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Continuously discover, evaluate, and implement new technologies to maximize development efficiency",
            "similarity": 0.4591
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.6483,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Android Developer",
        "kra_matches": [
          {
            "kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
            "sentence": "Design and build advanced applications for the Android platform",
            "similarity": 0.595
          },
          {
            "kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
            "sentence": "Design and build advanced applications for the Android platform",
            "similarity": 0.5949
          },
          {
            "kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
            "sentence": "Proven software development experience and Android skills development",
            "similarity": 0.5135
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 4,
        "score": 0.5678,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate with cross-functional teams to define, design, and ship new features",
            "similarity": 0.5936
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate with cross-functional teams to define, design, and ship new features",
            "similarity": 0.5936
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Work on bug fixing and improving application performance",
            "similarity": 0.4948
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5607,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Kotlin Backend Developer",
        "kra_matches": [
          {
            "kra_text": "error handling and edge-case behavior",
            "sentence": "Unit-test code for robustness, including edge cases, usability, and general reliability",
            "similarity": 0.5902
          },
          {
            "kra_text": "error handling and edge-case behavior",
            "sentence": "Unit-test code for robustness, including edge cases, usability, and general reliability",
            "similarity": 0.5902
          },
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "Work on bug fixing and improving application performance",
            "similarity": 0.4976
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 84,
        "score": 0.5593,
        "slug": "kotlin-server-backend-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 with cross-functional teams to define, design, and ship new features",
            "similarity": 0.576
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Collaborate with cross-functional teams to define, design, and ship new features",
            "similarity": 0.576
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Continuously discover, evaluate, and implement new technologies to maximize development efficiency",
            "similarity": 0.5205
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.5575,
        "slug": "devops-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
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        "matched_skills": [
          "JSON",
          "REST"
        ],
        "role_id": 15,
        "score": 0.4,
        "slug": "full-stack-engineer",
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      },
      {
        "display_name": "Go Backend Developer",
        "kra_matches": null,
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        "role_id": 81,
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      },
      {
        "display_name": "Pega Developer",
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        "matched_count": 2,
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        "role_id": 24,
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      {
        "display_name": "Python Backend Developer",
        "kra_matches": null,
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      },
      {
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  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
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      "display_name": "Native Mobile Developer",
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      "slug": "native-mobile-developer",
      "total_count": null
    },
    "confidence": 0.99,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Android mobile application development",
      "Mobile app lifecycle",
      "API integration",
      "Application testing and reliability",
      "Performance optimization",
      "Cross-functional feature delivery"
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    "matched_kras": [
      "Design and build advanced applications for the Android platform",
      "Collaborate with cross-functional teams to define, design, and ship new features",
      "Work with outside data sources and APIs",
      "Unit-test code for robustness",
      "Work on bug fixing and improving application performance",
      "Continuously discover, evaluate, and implement new technologies"
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    "matched_skills": [
      "Android",
      "Android platform",
      "Android skills development",
      "Android app development",
      "Android SDK",
      "REST",
      "JSON",
      "third-party libraries",
      "APIs"
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    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role android-engineer; The JD is explicitly for Android app development, including Android SDK, mobile app lifecycle, REST/JSON, and published Android apps, which best matches Native Mobile Developer.",
    "sub_role": {
      "confidence": 0.99,
      "display_name": "Android Developer",
      "reasoning": "The JD explicitly centers on Android platform development, Android SDK, and published Android apps, which clearly matches the Android child role.",
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      "slug": "android-engineer"
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  },
  "stage5_updates": {
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    "centroid_updated": true,
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    "queue_entry_id": null,
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}
API 2 — extract-details
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      "matched_via": "alias"
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      "matched_via": "alias"
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      ],
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        }
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    },
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        }
      ],
      "canonical": {
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    },
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        }
      ],
      "canonical": {
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        "is_also_category": false,
        "is_extractable": true,
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  ],
  "unmatched_skills": [
    "Android SDK"
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}
API 3 — final-role-output
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    "rationale": "Domain=Software Engineering \u2192 sub-role android-engineer; The JD is explicitly for Android app development, including Android SDK, mobile app lifecycle, REST/JSON, and published Android apps, which best matches Native Mobile Developer.",
    "role_archetype": "Engineering",
    "slug": "native-mobile-developer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Android",
      "tag": "in_db"
    },
    {
      "skill": "Android SDK",
      "tag": "new"
    },
    {
      "skill": "REST",
      "tag": "in_db"
    },
    {
      "skill": "JSON",
      "tag": "in_db"
    },
    {
      "skill": "APIs",
      "tag": "in_db"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
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        },
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        "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": 1595,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
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        "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": [
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            "display_name": "Backend Developer",
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        ],
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
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          },
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          },
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          },
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        "role_dimension_saved": false,
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          {
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        ],
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        "role_dimension_saved": false,
        "roles_from_db": [
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        "role_dimension_saved": false,
        "roles_from_db": [
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}

LLM Calls

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

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