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Pipeline run

fe76538d-ed8c-4c93-8ab5-a05f22af9bf7

Pipeline LLM cost (USD)
API 1: $0.0097 API 2: $0.0002 API 3: $0.0000 Total: $0.0099

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD role baseline loaded sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Data access and persistence
Build and test PHP back-end modules/portals, design optimized database storage, and troubleshoot integration and application issues raised by front-end developers.
""Developing Back-End Portals with an Optimized Database.""
Tech stack maturity
Mainstream Legacy cache hit
PHP is a widely used, established backend technology that remains common in production but is generally associated with mature, non-cutting-edge stack patterns.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.80 / 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)
PHP Back-End Development Database Testing
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
PHP Back-End Development Database Testing
Show KRA description ↓
Conducting Analysis of Website and Application Requirements. -Writing Back-End Code and Building Efficient PHP Modules. -Developing Back-End Portals with an Optimized Database. -Troubleshooting Application and Code Issues. -Integrating Data Storage Solutions. -Responding To Integration Requests from Front-End Developers. -Finalizing Back-End Features and Testing Web Applications.

Signals

Skill wordpress-dev
0.25
Alias backend-engineer
1.00
KRA python-backend-developer
0.55

Post-classification

Centroidupdated · n=1049
Alias collision log
New-role queue
New skills captured3
New KRA capturedyes

Captured for admin review

Back-End Development primary Backend Developer pending
Database primary Backend Developer pending
Testing primary Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

Conducting Analysis of Website and Application Requirements. -Writing Back-End Code and Building Efficient PHP Modules. -Developing Back-End Portals with an Optimized Database. -Troubleshooting Applic…

Status: completed Created: 2026-05-27T15:40:29.118015Z Updated: 2026-06-12T16:04:54.652066Z API 3 duration: 6047 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

Backend Developer

PHP Backend Developer

sub-role · 0.99 domain · Software Engineering CASE DOMAIN

slug: backend-engineer · id: 1 · source: db · sub-role slug: php-backend-developer

Domain=Software Engineering → sub-role php-backend-developer; The JD focuses on PHP back-end development, database-backed portals, integration, troubleshooting, and testing, which best matches a Backend Developer role.

Matched skills

PHPBack-End CodePHP ModulesOptimized DatabaseData Storage SolutionsFront-End DevelopersTesting Web Applications

Matched dimensions

Backend DevelopmentDatabase Design and OptimizationAPI/Integration SupportApplication TroubleshootingWeb Application Testing

Matched KRAs

Conducting Analysis of Website and Application RequirementsWriting Back-End Code and Building Efficient PHP ModulesDeveloping Back-End Portals with an Optimized DatabaseTroubleshooting Application and Code IssuesIntegrating Data Storage SolutionsResponding To Integration Requests from Front-End DevelopersFinalizing Back-End Features and Testing Web Applications

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

Skills:
PHP Developer, SH Square Consultants MUMBAI || LONDON || PUNE || DELHI || CHENNAI Role Name : PHP Developer Experience : 2-3 Years Qualifications : Any Graduation Job Time : 09:00 AM to 07:00 PM (Monday to Friday) Responsibilities: Conducting Analysis of Website and Application Requirements. -Writing Back-End Code and Building Efficient PHP Modules. -Developing Back-End Portals with an Optimized Database. -Troubleshooting Application and Code Issues. -Integrating Data Storage Solutions. -Responding To Integration Requests from Front-End Developers. -Finalizing Back-End Features and Testing Web Applications.

Skills from this JD

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

PHP Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: PHP id=2986 · php

Aliases — catalog

  • PHP (CANONICAL) primary

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Confidence
0.99
Version strategy
NOT_APPLICABLE

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
96
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • PHP and Magento Extension Points Catalog dimension db id 391

    Library dimension (catalog)

    Roles linked in library: Magento Dev

  • PHP and WordPress Hooks Catalog dimension db id 326

    Library dimension (catalog)

    Roles linked in library: WordPress Dev

  • Programming Languages & Template Languages Catalog dimension db id 359

    Library dimension (catalog)

    Roles linked in library: Drupal Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
PHP and Magento Extension Points
php-and-magento-extension-points
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
PHP and WordPress Hooks
php-and-wordpress-hooks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Back-End Development Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Web Development
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Database 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
Databases
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
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

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
PHP in_db
PHP and Magento Extension Points
php-and-magento-extension-points
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
PHP in_db
PHP and WordPress Hooks
php-and-wordpress-hooks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
PHP in_db
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Back-End Development | type=Web Development subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Database | type=Databases subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RolePHP Developer
CompanySH Square Consultants
Experience2-3 Years
DomainOther
Location Mumbai, India
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": "SH Square Consultants",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "Any Graduation",
      "raw": "Any Graduation",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": 3,
    "min": 2,
    "raw": "2-3 Years"
  },
  "job_locations": [
    {
      "aliases": [
        "Bombay"
      ],
      "city": "Mumbai",
      "country": "India",
      "state": null,
      "work_mode": null
    },
    {
      "aliases": [],
      "city": "London",
      "country": "United Kingdom",
      "state": null,
      "work_mode": null
    },
    {
      "aliases": [],
      "city": "Pune",
      "country": "India",
      "state": null,
      "work_mode": null
    },
    {
      "aliases": [],
      "city": "Delhi",
      "country": "India",
      "state": null,
      "work_mode": null
    },
    {
      "aliases": [
        "Madras"
      ],
      "city": "Chennai",
      "country": "India",
      "state": null,
      "work_mode": null
    }
  ],
  "role": "PHP Developer",
  "role_aliases": [
    "PHP Engineer",
    "Backend Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Conducting Analysis of Website and",
        "last_5_words": "features and testing web applications."
      },
      "text": "Conducting Analysis of Website and Application Requirements.\n-Writing Back-End Code and Building Efficient PHP Modules.\n-Developing Back-End Portals with an Optimized Database.\n-Troubleshooting Application and Code Issues.\n-Integrating Data Storage Solutions.\n-Responding To Integration Requests from Front-End Developers.\n-Finalizing Back-End Features and Testing Web Applications.",
      "word_count": 56
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "PHP"
    },
    {
      "is_primary": true,
      "skill_name": "Back-End Development"
    },
    {
      "is_primary": true,
      "skill_name": "Database"
    },
    {
      "is_primary": true,
      "skill_name": "Testing"
    }
  ],
  "jd_role": {
    "display_name": "PHP Developer",
    "rationale": null,
    "role_aliases": [
      "PHP Engineer",
      "Backend Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": "SH Square Consultants",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Other"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "Any Graduation",
        "raw": "Any Graduation",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": 3,
      "min": 2,
      "raw": "2-3 Years"
    },
    "job_locations": [
      {
        "aliases": [
          "Bombay"
        ],
        "city": "Mumbai",
        "country": "India",
        "state": null,
        "work_mode": null
      },
      {
        "aliases": [],
        "city": "London",
        "country": "United Kingdom",
        "state": null,
        "work_mode": null
      },
      {
        "aliases": [],
        "city": "Pune",
        "country": "India",
        "state": null,
        "work_mode": null
      },
      {
        "aliases": [],
        "city": "Delhi",
        "country": "India",
        "state": null,
        "work_mode": null
      },
      {
        "aliases": [
          "Madras"
        ],
        "city": "Chennai",
        "country": "India",
        "state": null,
        "work_mode": null
      }
    ],
    "role": "PHP Developer",
    "role_aliases": [
      "PHP Engineer",
      "Backend Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 6,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Conducting Analysis of Website and",
          "last_5_words": "features and testing web applications."
        },
        "text": "Conducting Analysis of Website and Application Requirements.\n-Writing Back-End Code and Building Efficient PHP Modules.\n-Developing Back-End Portals with an Optimized Database.\n-Troubleshooting Application and Code Issues.\n-Integrating Data Storage Solutions.\n-Responding To Integration Requests from Front-End Developers.\n-Finalizing Back-End Features and Testing Web Applications.",
        "word_count": 56
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "fe76538d-ed8c-4c93-8ab5-a05f22af9bf7",
  "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": "PHP Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 86,
        "score": 1.0,
        "slug": "php-backend-developer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Python Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Design backend endpoints and request handling",
            "sentence": "Responding To Integration Requests from Front-End Developers.",
            "similarity": 0.576
          },
          {
            "kra_text": "Troubleshoot server-side defects",
            "sentence": "Troubleshooting Application and Code Issues.",
            "similarity": 0.5637
          },
          {
            "kra_text": "Write backend-focused automated checks",
            "sentence": "Finalizing Back-End Features and Testing Web Applications.",
            "similarity": 0.5185
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 80,
        "score": 0.5527,
        "slug": "python-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": [
          {
            "kra_text": "Requirements analysis and process translation",
            "sentence": "Conducting Analysis of Website and Application Requirements.",
            "similarity": 0.5674
          },
          {
            "kra_text": "defect troubleshooting and resolution",
            "sentence": "Troubleshooting Application and Code Issues.",
            "similarity": 0.4962
          },
          {
            "kra_text": "external system integration implementation",
            "sentence": "Responding To Integration Requests from Front-End Developers.",
            "similarity": 0.496
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 24,
        "score": 0.5199,
        "slug": "pega-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Optimizes application performance from database query efficiency through API response latency to frontend rendering speed and bundle size.",
            "sentence": "Developing Back-End Portals with an Optimized Database.",
            "similarity": 0.5254
          },
          {
            "kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
            "sentence": "Troubleshooting Application and Code Issues.",
            "similarity": 0.5002
          },
          {
            "kra_text": "Implements complete product features end-to-end from database schema design through backend API to frontend UI using JavaScript, TypeScript, Python, or Ruby on Rails.",
            "sentence": "Finalizing Back-End Features and Testing Web Applications.",
            "similarity": 0.5002
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5086,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "React Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "debug user-facing application issues",
            "sentence": "Troubleshooting Application and Code Issues.",
            "similarity": 0.6091
          },
          {
            "kra_text": "translate product and design requirements",
            "sentence": "Conducting Analysis of Website and Application Requirements.",
            "similarity": 0.4589
          },
          {
            "kra_text": "connect UI to backend data and actions",
            "sentence": "Developing Back-End Portals with an Optimized Database.",
            "similarity": 0.4502
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 89,
        "score": 0.5061,
        "slug": "react-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Drupal Dev",
        "kra_matches": [
          {
            "kra_text": "site troubleshooting and defect fixes",
            "sentence": "Troubleshooting Application and Code Issues.",
            "similarity": 0.5534
          },
          {
            "kra_text": "external system integration",
            "sentence": "Responding To Integration Requests from Front-End Developers.",
            "similarity": 0.4842
          },
          {
            "kra_text": "site troubleshooting and defect fixes",
            "sentence": "Finalizing Back-End Features and Testing Web Applications.",
            "similarity": 0.4537
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 228,
        "score": 0.4971,
        "slug": "drupal-dev",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "WordPress Dev",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "PHP"
        ],
        "role_id": 227,
        "score": 0.25,
        "slug": "wordpress-dev",
        "total_count": 4
      },
      {
        "display_name": "Drupal Dev",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "PHP"
        ],
        "role_id": 228,
        "score": 0.25,
        "slug": "drupal-dev",
        "total_count": 4
      },
      {
        "display_name": "Magento Dev",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "PHP"
        ],
        "role_id": 231,
        "score": 0.25,
        "slug": "magento-dev",
        "total_count": 4
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Backend Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 1,
      "score": 0.99,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 0.99,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Backend Development",
      "Database Design and Optimization",
      "API/Integration Support",
      "Application Troubleshooting",
      "Web Application Testing"
    ],
    "matched_kras": [
      "Conducting Analysis of Website and Application Requirements",
      "Writing Back-End Code and Building Efficient PHP Modules",
      "Developing Back-End Portals with an Optimized Database",
      "Troubleshooting Application and Code Issues",
      "Integrating Data Storage Solutions",
      "Responding To Integration Requests from Front-End Developers",
      "Finalizing Back-End Features and Testing Web Applications"
    ],
    "matched_skills": [
      "PHP",
      "Back-End Code",
      "PHP Modules",
      "Optimized Database",
      "Data Storage Solutions",
      "Front-End Developers",
      "Testing Web Applications"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role php-backend-developer; The JD focuses on PHP back-end development, database-backed portals, integration, troubleshooting, and testing, which best matches a Backend Developer role.",
    "sub_role": {
      "confidence": 0.99,
      "display_name": "PHP Backend Developer",
      "reasoning": "The JD title and responsibilities explicitly center on PHP back-end development and PHP modules, which clearly matches PHP Backend Developer.",
      "role_id": 86,
      "slug": "php-backend-developer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 1049,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1098,
      "r_and_r_preview": "Conducting Analysis of Website and Application Requirements.\n-Writing Back-End Code and Building Efficient PHP Modules.\n-Developing Back-End Portals with an Optimized Database.\n-Troubleshooting Applic",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 15734,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Back-End Development",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 15735,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Database",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 15736,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Testing",
        "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": 4444,
      "existing_alias_text": "PHP",
      "input_term": "PHP",
      "matched_canonical": {
        "category_id": 6,
        "display_name": "PHP",
        "id": 2986,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "php",
        "sub_category_id": 96,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Magento Dev",
      "id": 231,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "magento-dev",
      "source": "db"
    },
    {
      "display_name": "WordPress Dev",
      "id": 227,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "wordpress-dev",
      "source": "db"
    },
    {
      "display_name": "Drupal Dev",
      "id": 228,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "drupal-dev",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering \u2192 sub-role php-backend-developer; The JD focuses on PHP back-end development, database-backed portals, integration, troubleshooting, and testing, which best matches a Backend Developer role.",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "PHP and Magento Extension Points",
        "id": 391,
        "rationale": "Core implementation surface for Magento customizations, including module code, event-driven hooks, and platform conventions. This is the primary language-and-framework cluster for building upgrade-safe storefront behavior.",
        "slug": "php-and-magento-extension-points",
        "source": "db"
      },
      "input_skill": "PHP",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Magento Dev",
          "id": 231,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "magento-dev",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "PHP and WordPress Hooks",
        "id": 326,
        "rationale": "Core implementation language and extension points used to build WordPress behavior. This covers PHP code that powers themes, plugins, and site-specific customizations, plus the hook system that stitches features into WordPress lifecycle events.",
        "slug": "php-and-wordpress-hooks",
        "source": "db"
      },
      "input_skill": "PHP",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "WordPress Dev",
          "id": 227,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "wordpress-dev",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Programming Languages \u0026 Template Languages",
        "id": 359,
        "rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
        "slug": "programming-languages-template-languages",
        "source": "db"
      },
      "input_skill": "PHP",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Drupal Dev",
          "id": 228,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "drupal-dev",
          "source": "db"
        }
      ]
    }
  ],
  "input_final_skills": [
    "PHP",
    "Back-End Development",
    "Database",
    "Testing"
  ],
  "input_llm_skills": [
    "PHP",
    "Back-End Development",
    "Database",
    "Testing"
  ],
  "new_aliases_persisted": 0,
  "run_id": "fe76538d-ed8c-4c93-8ab5-a05f22af9bf7",
  "skills_detail": [
    {
      "aliases_in_db": [
        {
          "alias_text": "PHP",
          "alias_type": "CANONICAL",
          "id": 4444,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 6,
        "display_name": "PHP",
        "id": 2986,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "php",
        "sub_category_id": 96,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "PHP and Magento Extension Points",
            "id": 391,
            "rationale": "Core implementation surface for Magento customizations, including module code, event-driven hooks, and platform conventions. This is the primary language-and-framework cluster for building upgrade-safe storefront behavior.",
            "slug": "php-and-magento-extension-points",
            "source": "db"
          },
          "input_skill": "PHP",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Magento Dev",
              "id": 231,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "magento-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "PHP and WordPress Hooks",
            "id": 326,
            "rationale": "Core implementation language and extension points used to build WordPress behavior. This covers PHP code that powers themes, plugins, and site-specific customizations, plus the hook system that stitches features into WordPress lifecycle events.",
            "slug": "php-and-wordpress-hooks",
            "source": "db"
          },
          "input_skill": "PHP",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "WordPress Dev",
              "id": 227,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "wordpress-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Programming Languages \u0026 Template Languages",
            "id": 359,
            "rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
            "slug": "programming-languages-template-languages",
            "source": "db"
          },
          "input_skill": "PHP",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Drupal Dev",
              "id": 228,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "drupal-dev",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "PHP",
      "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": "Back-End Development",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Web Development",
          "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": "back-end-development",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Database",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Databases",
          "skill_nature": "TOOL",
          "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": "database",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "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
    }
  ],
  "unmatched_skills": [
    "Back-End Development",
    "Database",
    "Testing"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering \u2192 sub-role php-backend-developer; The JD focuses on PHP back-end development, database-backed portals, integration, troubleshooting, and testing, which best matches a Backend Developer role.",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "PHP",
      "tag": "in_db"
    },
    {
      "skill": "Back-End Development",
      "tag": "new"
    },
    {
      "skill": "Database",
      "tag": "new"
    },
    {
      "skill": "Testing",
      "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": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "PHP and Magento Extension Points",
          "id": 391,
          "rationale": "Core implementation surface for Magento customizations, including module code, event-driven hooks, and platform conventions. This is the primary language-and-framework cluster for building upgrade-safe storefront behavior.",
          "slug": "php-and-magento-extension-points",
          "source": "db"
        },
        "dimension_id": 391,
        "input_skill": "PHP",
        "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": "Magento Dev",
            "id": 231,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "magento-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 2986,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "PHP and WordPress Hooks",
          "id": 326,
          "rationale": "Core implementation language and extension points used to build WordPress behavior. This covers PHP code that powers themes, plugins, and site-specific customizations, plus the hook system that stitches features into WordPress lifecycle events.",
          "slug": "php-and-wordpress-hooks",
          "source": "db"
        },
        "dimension_id": 326,
        "input_skill": "PHP",
        "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": "WordPress Dev",
            "id": 227,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "wordpress-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 2986,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages \u0026 Template Languages",
          "id": 359,
          "rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
          "slug": "programming-languages-template-languages",
          "source": "db"
        },
        "dimension_id": 359,
        "input_skill": "PHP",
        "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": "Drupal Dev",
            "id": 228,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "drupal-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 2986,
        "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": "fe76538d-ed8c-4c93-8ab5-a05f22af9bf7"
}

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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