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Pipeline run

788def8a-6e5b-4e26-b92a-faf06258d21f

Pipeline LLM cost (USD)
API 1: $0.0074 API 2: $0.0003 API 3: $0.0000 Total: $0.0077

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD role baseline loaded sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Frontend and backend integration
Build and improve application features by writing scalable back-end code, integrating user-facing elements, and testing/debugging to boost responsiveness, performance, security, and data protection.
""Integrate user-facing elements into applications""
Tech stack maturity
Mainstream Modern
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
2.00 / 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 (6)
Code Back-end development User interface development Testing Security Data protection
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Code Back-end development User interface development Testing Security Data protection
Show KRA description ↓
• Write effective, scalable code • Develop back-end components to improve responsiveness and overall performance • Integrate user-facing elements into applications • Test and debug programs • Improve functionality of existing systems • Implement security and data protection Solutions • Assess and prioritize feature requests • Coordinate with internal teams to understand user requirements and provide Technical solutions

Signals

Skill
Alias
KRA flutter-developer
0.62

Post-classification

Centroidupdated · n=398
Alias collision log
New-role queue
New skills captured6
New KRA captured

Captured for admin review

Code primary Fullstack Developer pending
Back-end development primary Fullstack Developer pending
User interface development primary Fullstack Developer pending
Testing primary Fullstack Developer pending
Security primary Fullstack Developer pending
Data protection primary Fullstack Developer pending
Status: completed Created: 2026-05-27T15:13:55.351095Z Updated: 2026-06-12T16:40:32.777297Z API 3 duration: 2938 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

domain · Software Engineering CASE DOMAIN

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

Domain=Software Engineering; The responsibilities span scalable code, backend components, user-facing integration, testing/debugging, security, and cross-team technical solutions, which best fits a full-stack engineering role.

Matched skills

effective, scalable codeback-end componentsuser-facing elementsTest and debug programssecurity and data protection Solutions

Matched dimensions

Full-Stack Application DevelopmentBackend Performance ImprovementApplication IntegrationSoftware Testing and DebuggingSecurity ImplementationCross-Functional Technical Collaboration

Matched KRAs

Write effective, scalable codeDevelop back-end components to improve responsiveness and performanceIntegrate user-facing elements into applicationsTest and debug programsImprove functionality of existing systemsImplement security and data protection SolutionsAssess and prioritize feature requestsCoordinate with internal teams to understand user requirements

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

The Entrepreneurship Network (TEN) is a community-based Edu-Tech group whose objective is to provide quality learning and expertise. This organization would enable you to accelerate your aspirations by
providing an opportunity to master the most desired skill-sets in today's market If you're a passionate self-starter, TEN Company is a great
company for you. Don't hesitate to apply.


Roles and Responsibilities:


• Write effective, scalable code
• Develop back-end components to improve responsiveness and overall
performance
• Integrate user-facing elements into applications
• Test and debug programs
• Improve functionality of existing systems
• Implement security and data protection Solutions
• Assess and prioritize feature requests
• Coordinate with internal teams to understand user requirements and provide Technical solutions

Skills from this JD

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

Code 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
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
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 Frameworks
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
User interface 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 Frameworks
Sub-category
general
Skill nature
PRACTICE
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
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
Data protection 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

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Code | type=Soft Skills subtype=general nature=PRACTICE lifespan=EVERGREEN
canonical_skill_proposed Back-end development | type=Web Frameworks subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed User interface development | type=Web Frameworks subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Security | type=Security Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Data protection | type=Security Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
CompanyThe Entrepreneurship Network
DomainEducation
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "The Entrepreneurship Network (TEN) is",
      "last_5_words": "great company for you. Don\u0027t hesitate"
    },
    "text": "The Entrepreneurship Network (TEN) is a community-based Edu-Tech group whose objective is to provide quality learning and expertise. This organization would enable you to accelerate your aspirations by providing an opportunity to master the most desired skill-sets in today\u0027s market If you\u0027re a passionate self-starter, TEN Company is a great company for you. Don\u0027t hesitate to apply.",
    "word_count": 64
  },
  "certifications": [],
  "company_name": "The Entrepreneurship Network",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "Edu-Tech",
        "EdTech"
      ],
      "domain": "Education"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": null,
    "raw": null
  },
  "job_locations": [],
  "role": null,
  "role_aliases": [],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 8,
      "heading": "Roles and Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Write effective, scalable code",
        "last_5_words": "user requirements and provide Technical solutions"
      },
      "text": "\u2022 Write effective, scalable code\n\u2022 Develop back-end components to improve responsiveness and overall performance\n\u2022 Integrate user-facing elements into applications\n\u2022 Test and debug programs\n\u2022 Improve functionality of existing systems\n\u2022 Implement security and data protection Solutions\n\u2022 Assess and prioritize feature requests\n\u2022 Coordinate with internal teams to understand user requirements and provide Technical solutions",
      "word_count": 50
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Code"
    },
    {
      "is_primary": true,
      "skill_name": "Back-end development"
    },
    {
      "is_primary": true,
      "skill_name": "User interface development"
    },
    {
      "is_primary": true,
      "skill_name": "Testing"
    },
    {
      "is_primary": true,
      "skill_name": "Security"
    },
    {
      "is_primary": true,
      "skill_name": "Data protection"
    }
  ],
  "jd_role": null,
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "The Entrepreneurship Network (TEN) is",
        "last_5_words": "great company for you. Don\u0027t hesitate"
      },
      "text": "The Entrepreneurship Network (TEN) is a community-based Edu-Tech group whose objective is to provide quality learning and expertise. This organization would enable you to accelerate your aspirations by providing an opportunity to master the most desired skill-sets in today\u0027s market If you\u0027re a passionate self-starter, TEN Company is a great company for you. Don\u0027t hesitate to apply.",
      "word_count": 64
    },
    "certifications": [],
    "company_name": "The Entrepreneurship Network",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "Edu-Tech",
          "EdTech"
        ],
        "domain": "Education"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [],
    "role": null,
    "role_aliases": [],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 8,
        "heading": "Roles and Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Write effective, scalable code",
          "last_5_words": "user requirements and provide Technical solutions"
        },
        "text": "\u2022 Write effective, scalable code\n\u2022 Develop back-end components to improve responsiveness and overall performance\n\u2022 Integrate user-facing elements into applications\n\u2022 Test and debug programs\n\u2022 Improve functionality of existing systems\n\u2022 Implement security and data protection Solutions\n\u2022 Assess and prioritize feature requests\n\u2022 Coordinate with internal teams to understand user requirements and provide Technical solutions",
        "word_count": 50
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "788def8a-6e5b-4e26-b92a-faf06258d21f",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Develop back-end components to improve responsiveness and overall performance",
            "similarity": 0.6435
          },
          {
            "kra_text": "Implement user-facing screens and flows",
            "sentence": "Integrate user-facing elements into applications",
            "similarity": 0.63
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Coordinate with internal teams to understand user requirements and provide Technical solutions",
            "similarity": 0.574
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.6159,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Vue Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "improve usability and responsiveness",
            "sentence": "Develop back-end components to improve responsiveness and overall performance",
            "similarity": 0.6136
          },
          {
            "kra_text": "Implement browser-based user interfaces",
            "sentence": "Integrate user-facing elements into applications",
            "similarity": 0.5777
          },
          {
            "kra_text": "improve usability and responsiveness",
            "sentence": "Improve functionality of existing systems",
            "similarity": 0.5271
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 91,
        "score": 0.5728,
        "slug": "vue-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "React Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Implement user-facing screens and interactions",
            "sentence": "Integrate user-facing elements into applications",
            "similarity": 0.6806
          },
          {
            "kra_text": "connect UI to backend data and actions",
            "sentence": "Develop back-end components to improve responsiveness and overall performance",
            "similarity": 0.518
          },
          {
            "kra_text": "translate product and design requirements",
            "sentence": "Coordinate with internal teams to understand user requirements and provide Technical solutions",
            "similarity": 0.5164
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 89,
        "score": 0.5717,
        "slug": "react-frontend-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": "Develop back-end components to improve responsiveness and overall performance",
            "similarity": 0.5939
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Coordinate with internal teams to understand user requirements and provide Technical solutions",
            "similarity": 0.5592
          },
          {
            "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": "Integrate user-facing elements into applications",
            "similarity": 0.509
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5541,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Python Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Design backend endpoints and request handling",
            "sentence": "Develop back-end components to improve responsiveness and overall performance",
            "similarity": 0.6286
          },
          {
            "kra_text": "Build service and external integrations",
            "sentence": "Integrate user-facing elements into applications",
            "similarity": 0.5117
          },
          {
            "kra_text": "Refactor existing Python backend code",
            "sentence": "Improve functionality of existing systems",
            "similarity": 0.4739
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 80,
        "score": 0.538,
        "slug": "python-backend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Fullstack Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 15,
      "score": 0.85,
      "slug": "full-stack-engineer",
      "total_count": null
    },
    "confidence": 0.85,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Full-Stack Application Development",
      "Backend Performance Improvement",
      "Application Integration",
      "Software Testing and Debugging",
      "Security Implementation",
      "Cross-Functional Technical Collaboration"
    ],
    "matched_kras": [
      "Write effective, scalable code",
      "Develop back-end components to improve responsiveness and performance",
      "Integrate user-facing elements into applications",
      "Test and debug programs",
      "Improve functionality of existing systems",
      "Implement security and data protection Solutions",
      "Assess and prioritize feature requests",
      "Coordinate with internal teams to understand user requirements"
    ],
    "matched_skills": [
      "effective, scalable code",
      "back-end components",
      "user-facing elements",
      "Test and debug programs",
      "security and data protection Solutions"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The responsibilities span scalable code, backend components, user-facing integration, testing/debugging, security, and cross-team technical solutions, which best fits a full-stack engineering role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 398,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 13281,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Code",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 13282,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Back-end development",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 13283,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "User interface development",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 13284,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Testing",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 13285,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Security",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 13286,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Data protection",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
  "alias_matches": [],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Domain=Software Engineering; The responsibilities span scalable code, backend components, user-facing integration, testing/debugging, security, and cross-team technical solutions, which best fits a full-stack engineering role.",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
    "Code",
    "Back-end development",
    "User interface development",
    "Testing",
    "Security",
    "Data protection"
  ],
  "input_llm_skills": [
    "Code",
    "Back-end development",
    "User interface development",
    "Testing",
    "Security",
    "Data protection"
  ],
  "new_aliases_persisted": 0,
  "run_id": "788def8a-6e5b-4e26-b92a-faf06258d21f",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Code",
      "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": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
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        "relationships": null,
        "skill_id": "code",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "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 Frameworks",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
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      "source_tag": "llm",
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    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "User interface development",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Web Frameworks",
          "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": "user-interface-development",
        "split_log": [],
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        "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": [],
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        "skill_id": "testing",
        "split_log": [],
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        "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": [],
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        "merge_log": [],
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        "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": "Data protection",
      "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": "data-protection",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Code",
    "Back-end development",
    "User interface development",
    "Testing",
    "Security",
    "Data protection"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Domain=Software Engineering; The responsibilities span scalable code, backend components, user-facing integration, testing/debugging, security, and cross-team technical solutions, which best fits a full-stack engineering role.",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Code",
      "tag": "new"
    },
    {
      "skill": "Back-end development",
      "tag": "new"
    },
    {
      "skill": "User interface development",
      "tag": "new"
    },
    {
      "skill": "Testing",
      "tag": "new"
    },
    {
      "skill": "Security",
      "tag": "new"
    },
    {
      "skill": "Data protection",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "788def8a-6e5b-4e26-b92a-faf06258d21f"
}

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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