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Pipeline run

6c94c7f5-23a9-499c-8763-fdc5e9835d57

Pipeline LLM cost (USD)
API 1: $0.0027 API 2: $0.0001 API 3: $0.0000 Total: $0.0028

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 · Platform stability and error recovery
Build and maintain iOS base components and framework libraries, drive Hybrid/container and architecture upgrades, and optimize app performance, package size, and stability. Also handle enterprise distribution and internal rollout using an Apple Developer Enterprise account.
"Responsible for the development and maintenance of basic components and underlying framework libraries on iOS"
Tech stack maturity
Mainstream Modern cache hit
Native iOS development is a well-established, widely used stack that is modern but not cloud-native or bleeding-edge by default.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.00 / 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 (3)
iOS Hybrid Apple Developer Enterprise Program
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
iOS Hybrid Apple Developer Enterprise Program
Show KRA description ↓
1. Responsible for the development and maintenance of basic components and underlying framework libraries on iOS, as well as the promotion and landing of all business modules. 2. Participate in the construction and upgrade of the core capabilities of iOS architecture, including but not limited to: basic container (Hybrid), performance (memory, power consumption, thread), construction system, package volume, etc. 3. Responsible for iOS application distribution and internal promotion, familiar with in-house distribution in apple developer enterprise account. Also have an available apple developer enterprise account

Signals

Skill
Alias android-engineer
1.00
KRA ios-engineer
0.55
Status: completed Created: 2026-05-27T14:17:04.463514Z Updated: 2026-05-27T14:18:07.430132Z API 3 duration: 6281 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

Native Mobile Developer

iOS Developer

sub-role · 0.95 CASE A

slug: native-mobile-developer · id: 75 · source: db · sub-role slug: ios-engineer

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

Job description
1. Responsible for the development and maintenance of basic components and underlying framework libraries on iOS, as well as the promotion and landing of all business modules.


2. Participate in the construction and upgrade of the core capabilities of iOS architecture, including but not limited to: basic container (Hybrid), performance (memory, power consumption, thread), construction system, package volume, etc.


3. Responsible for iOS application distribution and internal promotion, familiar with in-house distribution in apple developer enterprise account. Also have an available apple developer enterprise account




Job requirements
1, computer or related major, about 5 years iOS development experience;


2, proficient in Swift, Objective-C language, in-depth understanding of iOS underlying mechanisms, such as memory management, data storage, runtime, runloop, etc.;


3, familiar with operating system, algorithm and data structure, multithreading, network request and other computer basic knowledge;


4. Proficient in APP framework design, component library technical scheme design, API design, etc., understand the common component-based schemes in the industry;

Skills from this JD

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

iOS Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: iOS id=1594 · ios

Aliases — catalog

  • iOS (CANONICAL)

Context tags (catalog)

App Store Auto Layout Cocoa Touch CocoaPods Core Data MVVM Objective-C Push Notifications RESTful APIs Swift SwiftUI TestFlight UIKit Xcode iCloud

Stored enrichment (catalog DB)

Category
Platform
Sub-category
Mobile Operating Platform
Vendor
Apple Inc.
License
proprietary
Year introduced
2007
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: iOS is a mainstream mobile platform with high JD volume for Swift/iOS roles across consumer and enterprise apps; Apple continues active platform support and releases, indicating broad adoption rather than niche use.

Skill profile (library / DB)

Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
9
Sub-category id
1200
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Hybrid 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
Software Development
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Apple Developer Enterprise Program 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
CREDENTIALS
Sub-category
general
Skill nature
CREDENTIAL
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
iOS in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Hybrid | type=Software Development subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Apple Developer Enterprise Program | type=CREDENTIALS subtype=general nature=CREDENTIAL lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleiOS Developer
Experienceabout 5 years iOS development experience
DomainSoftware & SaaS Products
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "SaaS",
        "Product Companies"
      ],
      "domain": "Software \u0026 SaaS Products"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science (or related)",
      "raw": "computer or related major",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 5,
    "raw": "about 5 years iOS development experience"
  },
  "job_locations": [],
  "role": "iOS Developer",
  "role_aliases": [
    "iOS Engineer",
    "Mobile Developer",
    "iOS Software Engineer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 3,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "1. Responsible for the development",
        "last_5_words": "available apple developer enterprise account"
      },
      "text": "1. Responsible for the development and maintenance of basic components and underlying framework libraries on iOS, as well as the promotion and landing of all business modules.\n\n2. Participate in the construction and upgrade of the core capabilities of iOS architecture, including but not limited to: basic container (Hybrid), performance (memory, power consumption, thread), construction system, package volume, etc.\n\n3. Responsible for iOS application distribution and internal promotion, familiar with in-house distribution in apple developer enterprise account. Also have an available apple developer enterprise account",
      "word_count": 90
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "iOS"
    },
    {
      "is_primary": true,
      "skill_name": "Hybrid"
    },
    {
      "is_primary": true,
      "skill_name": "Apple Developer Enterprise Program"
    }
  ],
  "jd_role": {
    "display_name": "iOS Developer",
    "rationale": null,
    "role_aliases": [
      "iOS Engineer",
      "Mobile Developer",
      "iOS Software Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "SaaS",
          "Product Companies"
        ],
        "domain": "Software \u0026 SaaS Products"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science (or related)",
        "raw": "computer or related major",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 5,
      "raw": "about 5 years iOS development experience"
    },
    "job_locations": [],
    "role": "iOS Developer",
    "role_aliases": [
      "iOS Engineer",
      "Mobile Developer",
      "iOS Software Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 3,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "1. Responsible for the development",
          "last_5_words": "available apple developer enterprise account"
        },
        "text": "1. Responsible for the development and maintenance of basic components and underlying framework libraries on iOS, as well as the promotion and landing of all business modules.\n\n2. Participate in the construction and upgrade of the core capabilities of iOS architecture, including but not limited to: basic container (Hybrid), performance (memory, power consumption, thread), construction system, package volume, etc.\n\n3. Responsible for iOS application distribution and internal promotion, familiar with in-house distribution in apple developer enterprise account. Also have an available apple developer enterprise account",
        "word_count": 90
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "6c94c7f5-23a9-499c-8763-fdc5e9835d57",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Android Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 4,
        "score": 1.0,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "iOS Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 6,
        "score": 1.0,
        "slug": "ios-engineer",
        "total_count": null
      },
      {
        "display_name": "Native Mobile Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 75,
        "score": 1.0,
        "slug": "native-mobile-developer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "iOS Developer",
        "kra_matches": [
          {
            "kra_text": "Develops native iOS features using Swift or Objective-C with UIKit or SwiftUI, following Apple Human Interface Guidelines for iPhone and iPad applications.",
            "sentence": "Responsible for the development and maintenance of basic components and underlying framework libraries on iOS, as well as the promotion and landing of all business modules.",
            "similarity": 0.6016
          },
          {
            "kra_text": "Diagnoses and fixes iOS-specific defects including memory retain cycles, Auto Layout constraint conflicts, and device-model compatibility issues.",
            "sentence": "Participate in the construction and upgrade of the core capabilities of iOS architecture, including but not limited to: basic container (Hybrid), performance (memory, power consumption, thread), construction system, package volume, etc. 3.",
            "similarity": 0.5664
          },
          {
            "kra_text": "Develops native iOS features using Swift or Objective-C with UIKit or SwiftUI, following Apple Human Interface Guidelines for iPhone and iPad applications.",
            "sentence": "Responsible for iOS application distribution and internal promotion, familiar with in-house distribution in apple developer enterprise account.",
            "similarity": 0.4782
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 6,
        "score": 0.5487,
        "slug": "ios-engineer",
        "total_count": null
      },
      {
        "display_name": "Hybrid Mobile Developer",
        "kra_matches": [
          {
            "kra_text": "Manages build configurations, code signing certificates, and app store release submissions for both Google Play and Apple App Store.",
            "sentence": "Responsible for iOS application distribution and internal promotion, familiar with in-house distribution in apple developer enterprise account.",
            "similarity": 0.5803
          },
          {
            "kra_text": "Manages build configurations, code signing certificates, and app store release submissions for both Google Play and Apple App Store.",
            "sentence": "Responsible for the development and maintenance of basic components and underlying framework libraries on iOS, as well as the promotion and landing of all business modules.",
            "similarity": 0.5108
          },
          {
            "kra_text": "Adapts shared UI codebase to handle platform-specific constraints including different navigation paradigms, gesture behaviors, and OS-level UI patterns.",
            "sentence": "Participate in the construction and upgrade of the core capabilities of iOS architecture, including but not limited to: basic container (Hybrid), performance (memory, power consumption, thread), construction system, package volume, etc. 3.",
            "similarity": 0.4722
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 11,
        "score": 0.5211,
        "slug": "hybrid-mobile-developer",
        "total_count": null
      },
      {
        "display_name": "Android Developer",
        "kra_matches": [
          {
            "kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
            "sentence": "Responsible for the development and maintenance of basic components and underlying framework libraries on iOS, as well as the promotion and landing of all business modules.",
            "similarity": 0.4462
          },
          {
            "kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
            "sentence": "Participate in the construction and upgrade of the core capabilities of iOS architecture, including but not limited to: basic container (Hybrid), performance (memory, power consumption, thread), construction system, package volume, etc. 3.",
            "similarity": 0.4416
          },
          {
            "kra_text": "Prepares Android releases by managing build variants, ProGuard configurations, signing keystores, and Google Play Store submission requirements.",
            "sentence": "Responsible for iOS application distribution and internal promotion, familiar with in-house distribution in apple developer enterprise account.",
            "similarity": 0.4293
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 4,
        "score": 0.439,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Manages release management processes including environment promotion gates, deployment approval workflows, change management records, and rollback procedures.",
            "sentence": "Responsible for iOS application distribution and internal promotion, familiar with in-house distribution in apple developer enterprise account.",
            "similarity": 0.4441
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Participate in the construction and upgrade of the core capabilities of iOS architecture, including but not limited to: basic container (Hybrid), performance (memory, power consumption, thread), construction system, package volume, etc. 3.",
            "similarity": 0.4136
          },
          {
            "kra_text": "Manages release management processes including environment promotion gates, deployment approval workflows, change management records, and rollback procedures.",
            "sentence": "Responsible for the development and maintenance of basic components and underlying framework libraries on iOS, as well as the promotion and landing of all business modules.",
            "similarity": 0.3893
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.4157,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Maintains reusable component libraries, design system tokens, and shared UI patterns across the application to ensure visual and behavioral consistency.",
            "sentence": "Responsible for the development and maintenance of basic components and underlying framework libraries on iOS, as well as the promotion and landing of all business modules.",
            "similarity": 0.5086
          },
          {
            "kra_text": "Optimizes web application performance through code splitting, lazy loading, tree shaking, bundle size reduction, and Core Web Vitals improvements.",
            "sentence": "Participate in the construction and upgrade of the core capabilities of iOS architecture, including but not limited to: basic container (Hybrid), performance (memory, power consumption, thread), construction system, package volume, etc. 3.",
            "similarity": 0.4041
          },
          {
            "kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
            "sentence": "Responsible for iOS application distribution and internal promotion, familiar with in-house distribution in apple developer enterprise account.",
            "similarity": 0.3083
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.407,
        "slug": "frontend-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "A",
    "chosen_role": {
      "display_name": "Native Mobile Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 75,
      "score": 1.0,
      "slug": "native-mobile-developer",
      "total_count": null
    },
    "confidence": 0.95,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: iOS Developer",
    "sub_role": {
      "confidence": 0.95,
      "display_name": "iOS Developer",
      "reasoning": "hoisted from chosen leaf (case=A)",
      "role_id": 6,
      "slug": "ios-engineer"
    }
  },
  "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": 2540,
      "existing_alias_text": "iOS",
      "input_term": "iOS",
      "matched_canonical": {
        "category_id": 9,
        "display_name": "iOS",
        "id": 1594,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "ios",
        "sub_category_id": 1200,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Native Mobile Developer",
    "id": 75,
    "rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: iOS Developer",
    "role_archetype": "Engineering",
    "slug": "native-mobile-developer",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "React Frontend Development",
        "id": 96,
        "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
        "slug": "d_init_01",
        "source": "db"
      },
      "input_skill": "iOS",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "iOS",
    "Hybrid",
    "Apple Developer Enterprise Program"
  ],
  "input_llm_skills": [
    "iOS",
    "Hybrid",
    "Apple Developer Enterprise Program"
  ],
  "new_aliases_persisted": 0,
  "run_id": "6c94c7f5-23a9-499c-8763-fdc5e9835d57",
  "skills_detail": [
    {
      "aliases_in_db": [
        {
          "alias_text": "iOS",
          "alias_type": "CANONICAL",
          "id": 2540,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 9,
        "display_name": "iOS",
        "id": 1594,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "ios",
        "sub_category_id": 1200,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "iOS",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "iOS",
      "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": "Hybrid",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Software Development",
          "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": "hybrid",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Apple Developer Enterprise Program",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "CREDENTIALS",
          "skill_nature": "CREDENTIAL",
          "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": "apple-developer-enterprise-program",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Hybrid",
    "Apple Developer Enterprise Program"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Native Mobile Developer",
    "id": 75,
    "rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: iOS Developer",
    "role_archetype": "Engineering",
    "slug": "native-mobile-developer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "iOS",
      "tag": "in_db"
    },
    {
      "skill": "Hybrid",
      "tag": "new"
    },
    {
      "skill": "Apple Developer Enterprise Program",
      "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": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "iOS",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [],
        "skill_dimension_saved": true,
        "skill_id": 1594,
        "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": "6c94c7f5-23a9-499c-8763-fdc5e9835d57"
}

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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