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Pipeline run

a5fdac1d-0cda-46e3-afa7-b151bb2d016f

Pipeline LLM cost (USD)
API 1: $0.0033 API 2: $0.0003 API 3: $0.0000 Total: $0.0036

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 · Full-stack debugging and tuning
Designs technical specs for complex platforms, writes or guides code, and oversees testing/debugging, security/compliance checks, documentation, and proof-of-concept improvements with architects/managers.
"Verifies program logic by overseeing the preparation of test data, testing and debugging of programs."
Tech stack maturity
Mainstream Modern
A fullstack developer with a debugging focus most commonly works across established web application stacks that are widely adopted and currently maintained, fitting mainstream modern technology usage.
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 (7)
Testing Debugging Documentation Security Compliance Proof of Concepts Continuous Process Improvement
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Testing Debugging Documentation Security Compliance Proof of Concepts Continuous Process Improvement
Show KRA description ↓
Analyzes highly complex business requirements, designs and writes technical specifications to design or redesign complex computer platforms and applications. Provides coding direction to less experienced staff or develops highly complex original code. Acts as an expert technical resource for modeling, simulation and analysis efforts. Verifies program logic by overseeing the preparation of test data, testing and debugging of programs. Should be able to provide estimates and work with architects/manager to come up with the project plans and task assignments. Develops new documentation, departmental technical procedures and user guides. Assures quality, security and compliance requirements are met for supported area. Consistently generate creative, resourceful solutions to problems, Clarify complex data or situations so that others can comprehend, respond, and contribute. Integrate ideas and inputs from different sources to find innovative solutions and should look for opportunities to improve the system/ application/ process. Closely work with the Application Architects for the safety and soundness of the applications assigned, work on delivering Proof of Concepts and generate ideas for Continuous Process Improvements.

Signals

Skill sitecore-dev
0.20
Alias backend-engineer
1.00
KRA cybersecurity-engineer
0.54
Status: completed Created: 2026-05-27T14:21:53.496965Z Updated: 2026-05-27T14:22:53.767168Z API 3 duration: 7077 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

Fullstack Developer

CASE A

slug: full-stack-engineer · id: 15 · source: db

Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Fullstack Developer

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

About Wells Fargo Wells Fargo & Company (NYSE: WFC) is a leading global financial services company headquartered in San Francisco (United States). Wells Fargo has offices in over 30 countries and territories. Our business outside of the U.S. mostly focuses on providing banking services for large corporate, government and financial institution clients. We have worldwide expertise and services to help our customers improve earnings, manage risk, and develop opportunities in the global marketplace. Our global reach offers many opportunities for you to develop a career with Wells Fargo. Join our diverse and inclusive team where you will feel valued and inspired to contribute your unique skills and experience. We are looking for talented people who will put our customers at the center of everything we do. Help us build a better Wells Fargo. It all begins with outstanding talent. It all begins with you. Market Job Description About Wells Fargo India & Philippines Wells Fargo India & Philippines (WFIP) enables global talent capabilities for Wells Fargo Bank NA., by supporting over half of Wells Fargo's business lines and staff functions across Technology, Business Services, Risk Services and Knowledge Services. WFIP operates in Hyderabad, Bengaluru and Chennai in India and in Manila, Philippines. Learn more about WFIP at our International Careers website Department Overview Wells Fargo's Risk and Finance CIO organization with Enterprise Functions Technology (EFT) Line of Business provides technology to several lines of businesses including Risk, Compliance, Finance, Audit and Legal with a combined technology spend in excess of $500+MM annually and is an 1100+ person global organization. About The Role Proven experience in full stack development, data engineering and & Java/J2EE web applications. Experience working with distributed data frameworks like Hadoop using Spark and other big data tools for data sourcing / processing needs. Experience creating end to end frameworks. Looking for someone who is hands on and is involved in design and architecture of frameworks from scratch. Self-starter who is able to work with minimum supervision. Experience in Agile process, acts as a lead in providing application design guidance and consultation, utilizing thorough understanding of UI design / Development, applicable technology, tools and existing designs. Job Responsibilities Analyzes highly complex business requirements, designs and writes technical specifications to design or redesign complex computer platforms and applications. Provides coding direction to less experienced staff or develops highly complex original code. Acts as an expert technical resource for modeling, simulation and analysis efforts Verifies program logic by overseeing the preparation of test data, testing and debugging of programs Should be able to provide estimates and work with architects/manager to come up with the project plans and task assignments. Develops new documentation, departmental technical procedures and user guides. Assures quality, security and compliance requirements are met for supported area. Consistently generate creative, resourceful solutions to problems, Clarify complex data or situations so that others can comprehend, respond, and contribute. Integrate ideas and inputs from different sources to find innovative solutions and should look for opportunities to improve the system/ application/ process. Closely work with the Application Architects for the safety and soundness of the applications assigned, work on delivering Proof of Concepts and generate ideas for Continuous Process Improvements. Essential Qualifications  7+ years of overall experience  Should have good experience on Datawarehouse Design methodology and Implementation  Strong Experience with different ETL tools (Talend, Datastage)  Strong Experience on RDBMS (Oracle, SQL Server, Teradata, etc.) with PL/SQL or T-SQL knowledge and Database Performance tuning  Experience with Scripting Language (UNIX Shell Scripting, Perl, Python, etc.) Desired Qualifications  Experience in Data Modelling  Experience in Reporting Tools (Tableau, SSRS)  Experience with Scheduling Tools (Autosys, Control-M) We Value Diversity At Wells Fargo, we believe in diversity and inclusion in the workplace; accordingly, we welcome applications for employment from all qualified candidates, regardless of race, color, gender, national or ethnic origin, age, disability, religion, sexual orientation, gender identity or any other status protected by applicable law. We comply with all applicable laws in every jurisdiction in which we operate. Reference Number 58396BR-2

Skills from this JD

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

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

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Testing Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Debugging Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: debugging id=4182 · debugging

Aliases — catalog

  • debugging (CANONICAL) primary

Context tags (catalog)

assertions breakpoints code review debugger debugging tools error handling interactive debugging logging memory leaks performance tuning profiling root cause analysis stack trace test-driven development unit tests watch expressions

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Debugging Methodology
Confidence
0.96
Version strategy
NOT_APPLICABLE

Maturity reasoning: Debugging is a universal hiring-pipeline skill across software JDs and interview loops; it appears in role requirements for backend, frontend, SRE, and QA, with no successor replacing it.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3293
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Sitecore Troubleshooting and Maintenance Catalog dimension db id 447

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Sitecore Troubleshooting and Maintenance
sitecore-troubleshooting-and-maintenance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Documentation 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
Security 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
Security Tools
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Compliance Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Soft Skills
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Proof of Concepts Secondary 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
Practice
Sub-category
general
Skill nature
PRACTICE
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
Continuous Process Improvement Secondary 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
Practice
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
Debugging in_db
Sitecore Troubleshooting and Maintenance
sitecore-troubleshooting-and-maintenance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Documentation | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Security | type=Security Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Compliance | type=Soft Skills subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Proof of Concepts | type=Practice subtype=general nature=PRACTICE lifespan=SHORT_LIVED
canonical_skill_proposed Continuous Process Improvement | type=Practice subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleFull Stack Developer
CompanyWells Fargo
Experience7+ years of overall experience
DomainFinancial Services
Location Hyderabad, India (null)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Wells Fargo \u0026 Company (NYSE:",
      "last_5_words": "outstanding talent. It all begins"
    },
    "text": "Wells Fargo \u0026 Company (NYSE: WFC) is a leading global financial services company headquartered in San Francisco (United States). Wells Fargo has offices in over 30 countries and territories. Our business outside of the U.S. mostly focuses on providing banking services for large corporate, government and financial institution clients. We have worldwide expertise and services to help our customers improve earnings, manage risk, and develop opportunities in the global marketplace. Our global reach offers many opportunities for you to develop a career with Wells Fargo. Join our diverse and inclusive team where you will feel valued and inspired to contribute your unique skills and experience. We are looking for talented people who will put our customers at the center of everything we do. Help us build a better Wells Fargo. It all begins with outstanding talent. It all begins with you.",
    "word_count": 118
  },
  "certifications": [],
  "company_name": "Wells Fargo",
  "ctc": null,
  "domain": {
    "primary": {
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      ],
      "domain": "Financial Services"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": 7,
    "raw": "7+ years of overall experience"
  },
  "job_locations": [
    {
      "aliases": [
        "Secunderabad"
      ],
      "city": "Hyderabad",
      "country": "India",
      "state": "Telangana",
      "work_mode": "null"
    },
    {
      "aliases": [
        "Bangalore"
      ],
      "city": "Bengaluru",
      "country": "India",
      "state": "Karnataka",
      "work_mode": "null"
    },
    {
      "aliases": [],
      "city": "Chennai",
      "country": "India",
      "state": "Tamil Nadu",
      "work_mode": "null"
    },
    {
      "aliases": [],
      "city": "Manila",
      "country": "Philippines",
      "state": "Metro Manila",
      "work_mode": "null"
    }
  ],
  "role": "Full Stack Developer",
  "role_aliases": [
    "Software Engineer",
    "Full Stack Engineer",
    "Java Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Job Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Analyzes highly complex business requirements,",
        "last_5_words": "Continuous Process Improvements."
      },
      "text": "Analyzes highly complex business requirements, designs and writes technical specifications to design or redesign complex computer platforms and applications. Provides coding direction to less experienced staff or develops highly complex original code. Acts as an expert technical resource for modeling, simulation and analysis efforts. Verifies program logic by overseeing the preparation of test data, testing and debugging of programs. Should be able to provide estimates and work with architects/manager to come up with the project plans and task assignments. Develops new documentation, departmental technical procedures and user guides. Assures quality, security and compliance requirements are met for supported area. Consistently generate creative, resourceful solutions to problems, Clarify complex data or situations so that others can comprehend, respond, and contribute. Integrate ideas and inputs from different sources to find innovative solutions and should look for opportunities to improve the system/ application/ process. Closely work with the Application Architects for the safety and soundness of the applications assigned, work on delivering Proof of Concepts and generate ideas for Continuous Process Improvements.",
      "word_count": 202
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Testing"
    },
    {
      "is_primary": true,
      "skill_name": "Debugging"
    },
    {
      "is_primary": true,
      "skill_name": "Documentation"
    },
    {
      "is_primary": true,
      "skill_name": "Security"
    },
    {
      "is_primary": true,
      "skill_name": "Compliance"
    },
    {
      "is_primary": false,
      "skill_name": "Proof of Concepts"
    },
    {
      "is_primary": false,
      "skill_name": "Continuous Process Improvement"
    }
  ],
  "jd_role": {
    "display_name": "Full Stack Developer",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "Full Stack Engineer",
      "Java Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Wells Fargo \u0026 Company (NYSE:",
        "last_5_words": "outstanding talent. It all begins"
      },
      "text": "Wells Fargo \u0026 Company (NYSE: WFC) is a leading global financial services company headquartered in San Francisco (United States). Wells Fargo has offices in over 30 countries and territories. Our business outside of the U.S. mostly focuses on providing banking services for large corporate, government and financial institution clients. We have worldwide expertise and services to help our customers improve earnings, manage risk, and develop opportunities in the global marketplace. Our global reach offers many opportunities for you to develop a career with Wells Fargo. Join our diverse and inclusive team where you will feel valued and inspired to contribute your unique skills and experience. We are looking for talented people who will put our customers at the center of everything we do. Help us build a better Wells Fargo. It all begins with outstanding talent. It all begins with you.",
      "word_count": 118
    },
    "certifications": [],
    "company_name": "Wells Fargo",
    "ctc": null,
    "domain": {
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        ],
        "domain": "Financial Services"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": 7,
      "raw": "7+ years of overall experience"
    },
    "job_locations": [
      {
        "aliases": [
          "Secunderabad"
        ],
        "city": "Hyderabad",
        "country": "India",
        "state": "Telangana",
        "work_mode": "null"
      },
      {
        "aliases": [
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        ],
        "city": "Bengaluru",
        "country": "India",
        "state": "Karnataka",
        "work_mode": "null"
      },
      {
        "aliases": [],
        "city": "Chennai",
        "country": "India",
        "state": "Tamil Nadu",
        "work_mode": "null"
      },
      {
        "aliases": [],
        "city": "Manila",
        "country": "Philippines",
        "state": "Metro Manila",
        "work_mode": "null"
      }
    ],
    "role": "Full Stack Developer",
    "role_aliases": [
      "Software Engineer",
      "Full Stack Engineer",
      "Java Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "Job Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Analyzes highly complex business requirements,",
          "last_5_words": "Continuous Process Improvements."
        },
        "text": "Analyzes highly complex business requirements, designs and writes technical specifications to design or redesign complex computer platforms and applications. Provides coding direction to less experienced staff or develops highly complex original code. Acts as an expert technical resource for modeling, simulation and analysis efforts. Verifies program logic by overseeing the preparation of test data, testing and debugging of programs. Should be able to provide estimates and work with architects/manager to come up with the project plans and task assignments. Develops new documentation, departmental technical procedures and user guides. Assures quality, security and compliance requirements are met for supported area. Consistently generate creative, resourceful solutions to problems, Clarify complex data or situations so that others can comprehend, respond, and contribute. Integrate ideas and inputs from different sources to find innovative solutions and should look for opportunities to improve the system/ application/ process. Closely work with the Application Architects for the safety and soundness of the applications assigned, work on delivering Proof of Concepts and generate ideas for Continuous Process Improvements.",
        "word_count": 202
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "a5fdac1d-0cda-46e3-afa7-b151bb2d016f",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 1.0,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 1.0,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Java Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 79,
        "score": 1.0,
        "slug": "java-backend-developer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Cyber Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
            "sentence": "Assures quality, security and compliance requirements are met for supported area.",
            "similarity": 0.6107
          },
          {
            "kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
            "sentence": "Analyzes highly complex business requirements, designs and writes technical specifications to design or redesign complex computer platforms and applications.",
            "similarity": 0.5133
          },
          {
            "kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
            "sentence": "Acts as an expert technical resource for modeling, simulation and analysis efforts.",
            "similarity": 0.5002
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 5,
        "score": 0.5414,
        "slug": "cybersecurity-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Closely work with the Application Architects for the safety and soundness of the applications assigned, work on delivering Proof of Concepts and generate ideas for Continuous Process Improvements.",
            "similarity": 0.54
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Analyzes highly complex business requirements, designs and writes technical specifications to design or redesign complex computer platforms and applications.",
            "similarity": 0.5205
          },
          {
            "kra_text": "Establishes cloud governance guardrails including budget alerts, resource quotas, policy-as-code enforcement, and compliance posture management.",
            "sentence": "Assures quality, security and compliance requirements are met for supported area.",
            "similarity": 0.4823
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.5143,
        "slug": "cloud-architect",
        "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": "Closely work with the Application Architects for the safety and soundness of the applications assigned, work on delivering Proof of Concepts and generate ideas for Continuous Process Improvements.",
            "similarity": 0.5431
          },
          {
            "kra_text": "Writes runbooks, deployment guides, incident playbooks, and infrastructure documentation to support operations and knowledge sharing.",
            "sentence": "Develops new documentation, departmental technical procedures and user guides.",
            "similarity": 0.5163
          },
          {
            "kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
            "sentence": "Assures quality, security and compliance requirements are met for supported area.",
            "similarity": 0.4416
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.5003,
        "slug": "devops-engineer",
        "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": "Analyzes highly complex business requirements, designs and writes technical specifications to design or redesign complex computer platforms and applications.",
            "similarity": 0.5311
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Closely work with the Application Architects for the safety and soundness of the applications assigned, work on delivering Proof of Concepts and generate ideas for Continuous Process Improvements.",
            "similarity": 0.5098
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Should be able to provide estimates and work with architects/manager to come up with the project plans and task assignments.",
            "similarity": 0.446
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.4956,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Data Engineer",
        "kra_matches": [
          {
            "kra_text": "Maintains data catalog entries, column-level data lineage, and technical documentation to support data discoverability and governance across the organization.",
            "sentence": "Develops new documentation, departmental technical procedures and user guides.",
            "similarity": 0.4982
          },
          {
            "kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
            "sentence": "Analyzes highly complex business requirements, designs and writes technical specifications to design or redesign complex computer platforms and applications.",
            "similarity": 0.4973
          },
          {
            "kra_text": "Implements data quality validation rules, reconciliation checks, and anomaly detection to ensure data completeness, accuracy, and consistency.",
            "sentence": "Assures quality, security and compliance requirements are met for supported area.",
            "similarity": 0.4746
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 2,
        "score": 0.49,
        "slug": "data-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Sitecore Dev",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "debugging"
        ],
        "role_id": 233,
        "score": 0.2,
        "slug": "sitecore-dev",
        "total_count": 5
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "A",
    "chosen_role": {
      "display_name": "Fullstack Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 15,
      "score": 1.0,
      "slug": "full-stack-engineer",
      "total_count": null
    },
    "confidence": 0.95,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Fullstack Developer",
    "sub_role": null
  },
  "stage5_updates": 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": 5905,
      "existing_alias_text": "debugging",
      "input_term": "Debugging",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "debugging",
        "id": 4182,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "debugging",
        "sub_category_id": 3293,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Sitecore Dev",
      "id": 233,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "sitecore-dev",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Fullstack Developer",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Sitecore Troubleshooting and Maintenance",
        "id": 447,
        "rationale": "Diagnosing defects, regressions, and maintainability issues across Sitecore code, configuration, and content behavior. This is a coherent cluster because the role is expected to stabilize the site experience over time.",
        "slug": "sitecore-troubleshooting-and-maintenance",
        "source": "db"
      },
      "input_skill": "Debugging",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Sitecore Dev",
          "id": 233,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "sitecore-dev",
          "source": "db"
        }
      ]
    }
  ],
  "input_final_skills": [
    "Testing",
    "Debugging",
    "Documentation",
    "Security",
    "Compliance",
    "Proof of Concepts",
    "Continuous Process Improvement"
  ],
  "input_llm_skills": [
    "Testing",
    "Debugging",
    "Documentation",
    "Security",
    "Compliance",
    "Proof of Concepts",
    "Continuous Process Improvement"
  ],
  "new_aliases_persisted": 0,
  "run_id": "a5fdac1d-0cda-46e3-afa7-b151bb2d016f",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Testing",
      "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": "testing",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "debugging",
          "alias_type": "CANONICAL",
          "id": 5905,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "debugging",
        "id": 4182,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "debugging",
        "sub_category_id": 3293,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Sitecore Troubleshooting and Maintenance",
            "id": 447,
            "rationale": "Diagnosing defects, regressions, and maintainability issues across Sitecore code, configuration, and content behavior. This is a coherent cluster because the role is expected to stabilize the site experience over time.",
            "slug": "sitecore-troubleshooting-and-maintenance",
            "source": "db"
          },
          "input_skill": "Debugging",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Sitecore Dev",
              "id": 233,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "sitecore-dev",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Debugging",
      "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": "Documentation",
      "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": "documentation",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Security",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Security Tools",
          "skill_nature": "CONCEPT",
          "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": "security",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Compliance",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Soft Skills",
          "skill_nature": "CONCEPT",
          "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": "compliance",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Proof of Concepts",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Practice",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "SHORT_LIVED",
          "version_strategy": "VERSIONED",
          "volatility": "FAST"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "proof-of-concepts",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Continuous Process Improvement",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Practice",
          "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": "continuous-process-improvement",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Testing",
    "Documentation",
    "Security",
    "Compliance",
    "Proof of Concepts",
    "Continuous Process Improvement"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Fullstack Developer",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Testing",
      "tag": "new"
    },
    {
      "skill": "Debugging",
      "tag": "in_db"
    },
    {
      "skill": "Documentation",
      "tag": "new"
    },
    {
      "skill": "Security",
      "tag": "new"
    },
    {
      "skill": "Compliance",
      "tag": "new"
    },
    {
      "skill": "Proof of Concepts",
      "tag": "new"
    },
    {
      "skill": "Continuous Process Improvement",
      "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": 15,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Sitecore Troubleshooting and Maintenance",
          "id": 447,
          "rationale": "Diagnosing defects, regressions, and maintainability issues across Sitecore code, configuration, and content behavior. This is a coherent cluster because the role is expected to stabilize the site experience over time.",
          "slug": "sitecore-troubleshooting-and-maintenance",
          "source": "db"
        },
        "dimension_id": 447,
        "input_skill": "Debugging",
        "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": [
          {
            "display_name": "Sitecore Dev",
            "id": 233,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "sitecore-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 4182,
        "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": "a5fdac1d-0cda-46e3-afa7-b151bb2d016f"
}

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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