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Pipeline run

c1680a81-a9f3-48c7-bef5-02036b34fe5e

Pipeline LLM cost (USD)
API 1: $0.0075 API 2: $0.0002 API 3: $0.0000 Total: $0.0077

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Salesforce Development
Build, test, deploy, and maintain Salesforce apps through the SDLC, with day-to-day work focused on coding reusable components, fixing defects, supporting QE/deployments, and improving tools/processes in a Scrum team.
"Design, implement and maintain Salesforce applications across all phases of the Software Development Life Cycle (SDLC)"
Tech stack maturity
Mainstream Modern
Salesforce Apex and LWC are established enterprise cloud technologies, and the associated scrum practice aligns with a modern mainstream delivery environment.
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 (4)
Salesforce Software Development Life Cycle Scrum Source Control
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Salesforce Software Development Life Cycle Scrum Source Control
Show KRA description ↓
• Design, implement and maintain Salesforce applications across all phases of the Software Development Life Cycle (SDLC) • Develop, test, implement and maintain application software working with established processes • Establish, refine and integrate development and test environment tools and software as needed • Identify opportunities to optimize Salesforce application projects • Contribute in all phases of the development lifecycle • Write well designed, testable, efficient code • Ensure designs are in compliance with specifications • Prepare and produce releases of software components • Support continuous improvement by investigating alternatives and technologies and presenting these for architectural review • Ability and willingness to work independently in Scrum Team • Following best practices and standards ,building reusable components • Ability to willingness to work on POC’s and building robust applications • Adhering to project and practice level guidelines for deliverables • Communicate effectively with other engineers/ QE and onshore team • Support the QE team during testing via defect fixes, code deployment, clarifications • Work with the Deployment Lead, peer developers to complete various project deployment activities • Adhere to proper use of source control • Ensure delivery of technical artifacts for each project • Mentor developers on technology and application knowledge as needed • Comply with the terms and conditions of the employment contract, company policies and procedures, and any and all directives (such as, but not limited to, transfer and/or re-assignment to different work locations, change in teams and/or work shifts, policies in regards to flexibility of work benefits and/or work environment, alternative work arrangements, and other decisions that may arise due to the changing business environment). The Company may adopt, vary or rescind these policies and directives in its absolute discretion and without any limitation (implied or otherwise) on its ability to do so

Signals

Skill
Alias
KRA angular-frontend-developer
0.56

Post-classification

Centroidupdated · n=4
Alias collision log
New-role queue
New skills captured3
New KRA capturedyes

Captured for admin review

Salesforce primary Salesforce Developer (Apex/LWC) pending
Software Development Life Cycle primary Salesforce Developer (Apex/LWC) pending
Source Control primary Salesforce Developer (Apex/LWC) pending
R&R fragment (sim 0.00) Salesforce Developer (Apex/LWC) pending

• Design, implement and maintain Salesforce applications across all phases of the Software Development Life Cycle (SDLC) • Develop, test, implement and maintain application software working with estab…

Status: completed Created: 2026-05-27T14:22:57.864533Z Updated: 2026-05-27T14:23:49.398028Z API 3 duration: 4734 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

Salesforce Developer (Apex/LWC)

domain · Salesforce CASE DOMAIN

slug: salesforce-developer-apex-lwc · id: 109 · source: db

Domain=Salesforce; The JD is for hands-on Salesforce application development across SDLC with coding, testing, deployments, reusable components, and defect fixes, which best matches a Salesforce Developer role rather than admin, functional, integration, or architect roles.

Matched skills

SalesforceSDLCsoftware development lifecyclesource controlScrumtestable codedeploymenttechnical artifacts

Matched dimensions

Salesforce application developmentFull SDLC deliveryTest and deployment supportReusable component developmentCode quality and standardsCollaborative engineering

Matched KRAs

Design, implement and maintain Salesforce applicationsDevelop, test, implement and maintain application softwareEstablish and integrate development and test environment toolsWrite well designed, testable, efficient codePrepare and produce releases of software componentsSupport continuous improvement by investigating alternatives and technologiesSupport the QE team during testing via defect fixesWork with the Deployment Lead to complete project deployment activities

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

Optum is a global organization that delivers care, aided by technology to help millions of people live healthier lives. The work you do with our team will directly improve health outcomes by connecting people with the care, pharmacy benefits, data and resources they need to feel their best. Here, you will find a culture guided by diversity and inclusion, talented peers, comprehensive benefits and career development opportunities. Come make an impact on the communities we serve as you help us advance health equity on a global scale. Join us to start Caring. Connecting. Growing together.

Primary Responsibilities

• Design, implement and maintain Salesforce applications across all phases of the Software Development Life Cycle (SDLC)
• Develop, test, implement and maintain application software working with established processes
• Establish, refine and integrate development and test environment tools and software as needed
• Identify opportunities to optimize Salesforce application projects
• Contribute in all phases of the development lifecycle
• Write well designed, testable, efficient code
• Ensure designs are in compliance with specifications
• Prepare and produce releases of software components
• Support continuous improvement by investigating alternatives and technologies and presenting these for architectural review
• Ability and willingness to work independently in Scrum Team
• Following best practices and standards ,building reusable components
• Ability to willingness to work on POC’s and building robust applications
• Adhering to project and practice level guidelines for deliverables
• Communicate effectively with other engineers/ QE and onshore team
• Support the QE team during testing via defect fixes, code deployment, clarifications
• Work with the Deployment Lead, peer developers to complete various project deployment activities
• Adhere to proper use of source control
• Ensure delivery of technical artifacts for each project
• Mentor developers on technology and application knowledge as needed
• Comply with the terms and conditions of the employment contract, company policies and procedures, and any and all directives (such as, but not limited to, transfer and/or re-assignment to different work locations, change in teams and/or work shifts, policies in regards to flexibility of work benefits and/or work environment, alternative work arrangements, and other decisions that may arise due to the changing business environment). The Company may adopt, vary or rescind these policies and directives in its absolute discretion and without any limitation (implied or otherwise) on its ability to do so


Required Qualifications

• B.Tech / MCA / Msc / MTech (Minimum 15 years of formal education, Correspondence courses are not relevant)
• 5+ years of experience in Java Script, Angular JS
• 4+ years of working experience in Salesforce technologies like SFDC APEX Classes, VisualForce programs in Force.com
• Experience working with Architecture, API, Custom Objects, Utilize SOQL API’s, Apex controllers, Apex Web Services, Apex, callouts, SOQL and other development tools to build custom functionality
• Hands On with object-oriented programming experience using Java, C# or a similar language. 2+ years of experience in programming in AJAX, JavaScript
• Thorough understanding of SFDC governor limits and best practice Guidelines and implement the same
• Hands On in designing and developing integrations from Force.com to Upstream and downstream applications using Force.com API(s)
• Good understanding of master data management in Force.com
• Hands on with Source Control like GIT, TFS, etc
• Already worked on Agile platform - Scrum Team - preferably used rally as the Scrum tool
• Know the OOPS, SDLC and the release processes
• Been part of the development team
• Proven excellent written and verbal communication skill both with technical and business partners
• Proven good at multitasking and organizational skills
• Proven good attitude and self - motivated


Preferred Qualifications

• Certifications for Force.com Advanced Developer - PD1
• Experience of working on DevOps and related toolsets
• Experience of C#, WPF, WCF, HTML, CSS, JavaScript/JQuery and MS SQL Server2008
• Experience of working in Agile environment
• Experience in the Health Care industry
• Exposure for working with an onshore and offshore environment


At UnitedHealth Group, our mission is to help people live healthier lives and make the health system work better for everyone. We believe everyone-of every race, gender, sexuality, age, location and income-deserves the opportunity to live their healthiest life. Today, however, there are still far too many barriers to good health which are disproportionately experienced by people of color, historically marginalized groups and those with lower incomes. We are committed to mitigating our impact on the environment and enabling and delivering equitable care that addresses health disparities and improves health outcomes — an enterprise priority reflected in our mission.

Skills from this JD

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

Salesforce 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
Cloud Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Software Development Life Cycle 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
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Scrum Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Scrum id=1215 · scrum

Aliases — catalog

  • Scrum (CANONICAL) primary

Context tags (catalog)

Agile Kanban backlog burndown chart cross-functional team daily standup definition of done increment product owner release planning retrospective scrum framework scrum master sprint story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Scrum
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Scrum appears in a large share of agile project-management and product-owner job descriptions, and Scrum Alliance/PSM certifications are widely requested in hiring pipelines.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
921
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)
Source Control 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
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
STABLE
Typical lifespan
EVERGREEN
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
Scrum 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 Salesforce | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Software Development Life Cycle | type=Practices subtype=general nature=PRACTICE lifespan=EVERGREEN
canonical_skill_proposed Source Control | type=Practices subtype=general nature=PRACTICE lifespan=EVERGREEN
nano JD Parser — gpt-4.1-nano click to toggle
RoleSalesforce Developer
CompanyOptum
Experience5+ years of experience in Java Script, Angular JS
DomainHealthcare
JD type pass

Certifications

Force.com Advanced Developer - PD1
Show raw JSON
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    "text": "At UnitedHealth Group, our mission is to help people live healthier lives and make the health system work better for everyone. We believe everyone-of every race, gender, sexuality, age, location and income-deserves the opportunity to live their healthiest life. Today, however, there are still far too many barriers to good health which are disproportionately experienced by people of color, historically marginalized groups and those with lower incomes. We are committed to mitigating our impact on the environment and enabling and delivering equitable care that addresses health disparities and improves health outcomes \u2014 an enterprise priority reflected in our mission.",
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  "roles_and_responsibilities": [
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      "word_count": 366
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  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
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  "nano_parsed": {
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  "rejected": false,
  "rejection_reason": null,
  "run_id": "c1680a81-a9f3-48c7-bef5-02036b34fe5e",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
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            "similarity": 0.572
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          {
            "kra_text": "Angular component development",
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        "matched_skills": null,
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        "score": 0.5564,
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      },
      {
        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "maintain code quality",
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            "sentence": "Prepare and produce releases of software components",
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      },
      {
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            "sentence": "Prepare and produce releases of software components",
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          },
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      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
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          },
          {
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          }
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        "role_id": 7,
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        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
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      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 109,
      "score": 0.97,
      "slug": "salesforce-developer-apex-lwc",
      "total_count": null
    },
    "confidence": 0.97,
    "is_new_role": false,
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    "llm2_reasoning": null,
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      "Test and deployment support",
      "Reusable component development",
      "Code quality and standards",
      "Collaborative engineering"
    ],
    "matched_kras": [
      "Design, implement and maintain Salesforce applications",
      "Develop, test, implement and maintain application software",
      "Establish and integrate development and test environment tools",
      "Write well designed, testable, efficient code",
      "Prepare and produce releases of software components",
      "Support continuous improvement by investigating alternatives and technologies",
      "Support the QE team during testing via defect fixes",
      "Work with the Deployment Lead to complete project deployment activities"
    ],
    "matched_skills": [
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    "new_role_display_name": null,
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    "queued": false,
    "reasoning": "Domain=Salesforce; The JD is for hands-on Salesforce application development across SDLC with coding, testing, deployments, reusable components, and defect fixes, which best matches a Salesforce Developer role rather than admin, functional, integration, or architect roles.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 4,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 513,
      "r_and_r_preview": "\u2022 Design, implement and maintain Salesforce applications across all phases of the Software Development Life Cycle (SDLC)\n\u2022 Develop, test, implement and maintain application software working with estab",
      "role_display_name": "Salesforce Developer (Apex/LWC)",
      "role_slug": "salesforce-developer-apex-lwc",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 8657,
        "role_display_name": "Salesforce Developer (Apex/LWC)",
        "role_slug": "salesforce-developer-apex-lwc",
        "skill_name": "Salesforce",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 8658,
        "role_display_name": "Salesforce Developer (Apex/LWC)",
        "role_slug": "salesforce-developer-apex-lwc",
        "skill_name": "Software Development Life Cycle",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 8659,
        "role_display_name": "Salesforce Developer (Apex/LWC)",
        "role_slug": "salesforce-developer-apex-lwc",
        "skill_name": "Source Control",
        "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": 1851,
      "existing_alias_text": "Scrum",
      "input_term": "Scrum",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Scrum",
        "id": 1215,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "scrum",
        "sub_category_id": 921,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Salesforce Developer (Apex/LWC)",
    "id": 109,
    "rationale": "Domain=Salesforce; The JD is for hands-on Salesforce application development across SDLC with coding, testing, deployments, reusable components, and defect fixes, which best matches a Salesforce Developer role rather than admin, functional, integration, or architect roles.",
    "role_archetype": null,
    "slug": "salesforce-developer-apex-lwc",
    "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": "Scrum",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "Salesforce",
    "Software Development Life Cycle",
    "Scrum",
    "Source Control"
  ],
  "input_llm_skills": [
    "Salesforce",
    "Software Development Life Cycle",
    "Scrum",
    "Source Control"
  ],
  "new_aliases_persisted": 0,
  "run_id": "c1680a81-a9f3-48c7-bef5-02036b34fe5e",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Salesforce",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "skill_nature": "PLATFORM",
          "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": "salesforce",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Software Development Life Cycle",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Practices",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "software-development-life-cycle",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Scrum",
          "alias_type": "CANONICAL",
          "id": 1851,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Scrum",
        "id": 1215,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "scrum",
        "sub_category_id": 921,
        "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": "Scrum",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Scrum",
      "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": "Source Control",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Practices",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "source-control",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Salesforce",
    "Software Development Life Cycle",
    "Source Control"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Salesforce Developer (Apex/LWC)",
    "id": 109,
    "rationale": "Domain=Salesforce; The JD is for hands-on Salesforce application development across SDLC with coding, testing, deployments, reusable components, and defect fixes, which best matches a Salesforce Developer role rather than admin, functional, integration, or architect roles.",
    "role_archetype": null,
    "slug": "salesforce-developer-apex-lwc",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Salesforce",
      "tag": "new"
    },
    {
      "skill": "Software Development Life Cycle",
      "tag": "new"
    },
    {
      "skill": "Scrum",
      "tag": "in_db"
    },
    {
      "skill": "Source Control",
      "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": 109,
        "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": "Scrum",
        "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": 1215,
        "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": "c1680a81-a9f3-48c7-bef5-02036b34fe5e"
}

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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