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Pipeline run

e3fa9d1d-2771-43ba-a2a4-bb1b2e33f7e8

Pipeline LLM cost (USD)
API 1: $0.0027 API 2: $0.0000 API 3: $0.0000 Total: $0.0027

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: role_baseline
Nature of work · Backend API integration
Build and debug PHP web applications end to end, integrate server-side logic with UI, test and troubleshoot performance, and help shape product requirements/roadmaps with stakeholders. Also maintain reusable code and support internal teams.
"“Collaborate with Front-end developers to integrate user-facing elements with the server-side logic”"
Tech stack maturity
Modern Cloud Native
This role is centered on modern browser-based application development with contemporary frameworks and tooling, but it is not inherently AI-focused.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.20 / 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 (1)
PHP
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
PHP
Show KRA description ↓
• Take part in the entire application lifecycle, focusing on coding and debugging • Write clean code to develop functional web applications • Troubleshoot and debug applications • Perform UI tests to optimize performance • Manage cutting-edge technologies to improve legacy applications • Collaborate with Front-end developers to integrate user-facing elements with the server-side logic • Gather and address technical and design requirements • Provide training and support to internal teams • Build reusable code and libraries for future use • Liaise with developers, designers, and system administrators to identify new features • Follow emerging technologies • Develop and put in place product strategies consistent with the company's vision • Collect and analyze feedback from customers, stakeholders, and other teams to • Shape requirements, features, and end products • Work with senior management to create product plans and roadmaps • Ensure that products and releases are launched and on schedule

Signals

Skill wordpress-dev
1.00
Alias backend-engineer
1.00
KRA flutter-developer
0.67
Status: completed Created: 2026-05-27T14:38:02.181007Z Updated: 2026-06-12T17:26:59.911592Z API 3 duration: 5968 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

Frontend Developer

CASE A

slug: frontend-engineer · id: 7 · source: db

Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Frontend 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

Freshers, please DO NOT APPLY.
This is only for experienced candidates.
Only IMMEDIATE Joiners are required.


We look forward to hiring a passionate PHP Developer to join our backend team in a Senior Role. The ideal candidate will be an active developer eager to learn and strengthen his/her skills and gain management experience.
Your primary focus in this work will be:


1. Development of all server-side logic
2. Definition, and maintenance of the central database
3. Ensuring high performance and responsiveness to requests from the front-end
4. Lastly, Integrate the front-end elements built by your co-workers into the application
A good understanding of front-end technologies is thus necessary as well.
Tech Skills
Laravel PHP | Code Igniter | JavaScript | jQuery | Object Oriented Programming | AJAX | HTML5 | CSS3 | AWS | APIs
Roles and Responsibilities


• Take part in the entire application lifecycle, focusing on coding and debugging
• Write clean code to develop functional web applications
• Troubleshoot and debug applications
• Perform UI tests to optimize performance
• Manage cutting-edge technologies to improve legacy applications
• Collaborate with Front-end developers to integrate user-facing elements with the server-side logic
• Gather and address technical and design requirements
• Provide training and support to internal teams
• Build reusable code and libraries for future use
• Liaise with developers, designers, and system administrators to identify new features
• Follow emerging technologies
• Develop and put in place product strategies consistent with the company's vision
• Collect and analyze feedback from customers, stakeholders, and other teams to
• Shape requirements, features, and end products
• Work with senior management to create product plans and roadmaps
• Ensure that products and releases are launched and on schedule


Required Qualification
1. Experience in PHP for 2 to 5 years.
2. Strong knowledge of PHP MVC frameworks like Codeigniter, and Laravel.
3. Understanding of MVC design patterns
4. The candidate should have worked as an individual contributor in most stages of SDLC like need understanding, converting needs into modules, and module designing.
5. A Basic understanding of front-end technologies, such as JavaScript, HTML5, and CSS3.
6. Understanding fundamental design principles behind a scalable application.
7. Knowledge of AJAX, RESTful APIs, and Curl.
8. Skilled in creating Web Applications and RESTful APIs with a PHP framework preferred.
9. Work in a project-based capacity as a part of the team or as an individual.
10. Good knowledge of relational databases.
11. Experience with code versioning tools, such as Git
12. js and AngularJS knowledge is a plus.
13. Experience with AWS/EC2 or other cloud services.
14. Ready to learn and work in new technologies as and when the need comes.


Experience: 2-5 Years
CTC: No bar for the right candidate


Skills required:
• Collaborate with cross-functional teams to define, design, and ship new features.
• Work with outside data sources and API.
• Unit-test code for robustness, including edge cases, usability, and general reliability.
• Work on bug fixing and improving application performance.
• Continuously discover, evaluate, and implement new technologies to maximize development efficiency.
• Experience working with remote data via REST and JSON
• Experience with third-party libraries and APIs

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)

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)

No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RolePHP Developer
Experience2-5 Years
CTC{'max': None, 'min': None, 'raw': 'No bar for the right candidate', 'period': None, 'currency': None}
DomainSoftware & SaaS Products
JD type pass
Show raw JSON
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  "certifications": [],
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  "ctc": {
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  "domain": {
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  "education": [],
  "experience": {
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  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
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      "source_marker": {
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        "last_5_words": "and releases are launched and on schedule"
      },
      "text": "\u2022 Take part in the entire application lifecycle, focusing on coding and debugging\n\u2022 Write clean code to develop functional web applications\n\u2022 Troubleshoot and debug applications\n\u2022 Perform UI tests to optimize performance\n\u2022 Manage cutting-edge technologies to improve legacy applications\n\u2022 Collaborate with Front-end developers to integrate user-facing elements with the server-side logic\n\u2022 Gather and address technical and design requirements\n\u2022 Provide training and support to internal teams\n\u2022 Build reusable code and libraries for future use\n\u2022 Liaise with developers, designers, and system administrators to identify new features\n\u2022 Follow emerging technologies\n\u2022 Develop and put in place product strategies consistent with the company\u0027s vision\n\u2022 Collect and analyze feedback from customers, stakeholders, and other teams to\n\u2022 Shape requirements, features, and end products\n\u2022 Work with senior management to create product plans and roadmaps\n\u2022 Ensure that products and releases are launched and on schedule",
      "word_count": 198
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "PHP"
    }
  ],
  "jd_role": {
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    "rationale": null,
    "role_aliases": [
      "Backend Developer",
      "Web Developer",
      "Software Engineer"
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    "role_archetype": "Engineering",
    "slug": ""
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  "nano_parsed": {
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    "job_locations": [],
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    "role_aliases": [
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    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
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        "source_marker": {
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        },
        "text": "\u2022 Take part in the entire application lifecycle, focusing on coding and debugging\n\u2022 Write clean code to develop functional web applications\n\u2022 Troubleshoot and debug applications\n\u2022 Perform UI tests to optimize performance\n\u2022 Manage cutting-edge technologies to improve legacy applications\n\u2022 Collaborate with Front-end developers to integrate user-facing elements with the server-side logic\n\u2022 Gather and address technical and design requirements\n\u2022 Provide training and support to internal teams\n\u2022 Build reusable code and libraries for future use\n\u2022 Liaise with developers, designers, and system administrators to identify new features\n\u2022 Follow emerging technologies\n\u2022 Develop and put in place product strategies consistent with the company\u0027s vision\n\u2022 Collect and analyze feedback from customers, stakeholders, and other teams to\n\u2022 Shape requirements, features, and end products\n\u2022 Work with senior management to create product plans and roadmaps\n\u2022 Ensure that products and releases are launched and on schedule",
        "word_count": 198
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "e3fa9d1d-2771-43ba-a2a4-bb1b2e33f7e8",
  "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": "Frontend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 1.0,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Web Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 25,
        "score": 1.0,
        "slug": "web-developer",
        "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": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "structure reusable application code",
            "sentence": "Build reusable code and libraries for future use",
            "similarity": 0.742
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate with Front-end developers to integrate user-facing elements with the server-side logic",
            "similarity": 0.6711
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Liaise with developers, designers, and system administrators to identify new features",
            "similarity": 0.6087
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.674,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Builds and integrates client-side React or Vue components with server-side Node.js or Django APIs, managing bidirectional data flow across frontend and backend layers.",
            "sentence": "Collaborate with Front-end developers to integrate user-facing elements with the server-side logic",
            "similarity": 0.6163
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Liaise with developers, designers, and system administrators to identify new features",
            "similarity": 0.6085
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Work with senior management to create product plans and roadmaps",
            "similarity": 0.5485
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5911,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "UI responsiveness and performance",
            "sentence": "Perform UI tests to optimize performance",
            "similarity": 0.5995
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Liaise with developers, designers, and system administrators to identify new features",
            "similarity": 0.5493
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate with Front-end developers to integrate user-facing elements with the server-side logic",
            "similarity": 0.5395
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5628,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Collaborate with Front-end developers to integrate user-facing elements with the server-side logic",
            "similarity": 0.5756
          },
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Liaise with developers, designers, and system administrators to identify new features",
            "similarity": 0.5592
          },
          {
            "kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
            "sentence": "Write clean code to develop functional web applications",
            "similarity": 0.5484
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.561,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "React Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "translate product and design requirements",
            "sentence": "Gather and address technical and design requirements",
            "similarity": 0.5664
          },
          {
            "kra_text": "compose reusable interface components",
            "sentence": "Build reusable code and libraries for future use",
            "similarity": 0.5559
          },
          {
            "kra_text": "Implement user-facing screens and interactions",
            "sentence": "Collaborate with Front-end developers to integrate user-facing elements with the server-side logic",
            "similarity": 0.5472
          }
        ],
        "matched_count": null,
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        "score": 0.5565,
        "slug": "react-frontend-developer",
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      }
    ],
    "skill_match_roles": [
      {
        "display_name": "WordPress Dev",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "PHP"
        ],
        "role_id": 227,
        "score": 1.0,
        "slug": "wordpress-dev",
        "total_count": 1
      },
      {
        "display_name": "Drupal Dev",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "PHP"
        ],
        "role_id": 228,
        "score": 1.0,
        "slug": "drupal-dev",
        "total_count": 1
      },
      {
        "display_name": "Magento Dev",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "PHP"
        ],
        "role_id": 231,
        "score": 1.0,
        "slug": "magento-dev",
        "total_count": 1
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "A",
    "chosen_role": {
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      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 7,
      "score": 1.0,
      "slug": "frontend-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 (4 roles at 1.0) resolved by TIER_A_KRA: Frontend 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": 4444,
      "existing_alias_text": "PHP",
      "input_term": "PHP",
      "matched_canonical": {
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        "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",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "wordpress-dev",
      "source": "db"
    },
    {
      "display_name": "Drupal Dev",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "drupal-dev",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Frontend Developer",
    "id": 7,
    "rationale": "Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Frontend Developer",
    "role_archetype": null,
    "slug": "frontend-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",
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          "rationale": null,
          "role_archetype": "Engineering",
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        }
      ]
    },
    {
      "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",
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          "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"
  ],
  "input_llm_skills": [
    "PHP"
  ],
  "new_aliases_persisted": 0,
  "run_id": "e3fa9d1d-2771-43ba-a2a4-bb1b2e33f7e8",
  "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
    }
  ],
  "unmatched_skills": []
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Frontend Developer",
    "id": 7,
    "rationale": "Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Frontend Developer",
    "role_archetype": null,
    "slug": "frontend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "PHP",
      "tag": "in_db"
    }
  ],
  "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": 7,
        "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": 7,
        "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": 7,
        "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": "e3fa9d1d-2771-43ba-a2a4-bb1b2e33f7e8"
}

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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