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Pipeline run

2b2d8111-df93-4011-878d-a51de2b7a46b

Pipeline LLM cost (USD)
API 1: $0.0002 API 2: $0.0002 API 3: $0.0097 Total: $0.0100

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD sources · ai_index: jd · nature_of_work: no_kras · tech_stack_maturity: jd
Nature of work no kras
Vague JD — no KRAs present to derive a specific nature of work.
Tech stack maturity
Mainstream Modern
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1): —
Frameworks (×2): —
Models / concepts (×3): —
Evidence — skills matched in JD (4)
iOS Objective C algorithms data structures
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
iOS Objective C algorithms data structures
Status: completed Created: 2026-05-12T10:51:36.791315Z Updated: 2026-05-12T10:51:57.080293Z API 3 duration: 17531 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

iOS Engineer

slug: ios-engineer · id: 13 · source: db

The role of iOS Engineer aligns perfectly with the primary skills of iOS and Objective C.

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

Job description

About the job
24X7Table.com provides Real time table reservation to diners at their favorite restaurants round the clock. It also provides CRM dashboard app for the restaurants by which they can track reservations and retain customers for future dealings. A well-funded innovative concept, we are now searching for people who can join us in our exciting journey of becoming one of the most preferred brands in promising food industry segment.

We are looking for ambitious people who can contribute and be part of a young intellectual team.

Expectations & Eligibility Criteria
Designing, building, quality testing, and rolling out the 24X7Table iOS app. 
Work closely with 24x7Table Tech Team on Varied projects and timely delivery.
Strong Development experience with iOS and demonstrated track record of developing and releasing IOS applications.
Demonstrated experience in object oriented design and development of applications and systems.
Must be capable to utilize all the opportunities provided in the Objective C for the robust IOS mobile application development.
Strong grasp of algorithms, scalability and data structures.
Passionate about Internet and mobile services and application technologies.
Comfortable in a start-up culture based on respect, low hierarchy, high transparency and fast sprint work styles.
Preferably should have 1-2 commercially deployed IOS 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.

iOS Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: iOS id=2624 · ios

Aliases — catalog

  • pipes (CANONICAL) primary

Context tags (catalog)

asynchronous processing chaining operations composability data flow data integration data manipulation data transformation event-driven functional programming operator overloading pipeline architecture reactive programming stream processing streaming data transformation pipeline

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Ui Transformation Concept
Confidence
0.78
Version strategy
NOT_APPLICABLE

Maturity reasoning: Pipes are a standard UI/data transformation concept across Angular, Unix shells, and many ETL/JD listings; they appear broadly in job descriptions as a common pattern rather than a niche tool.

Skill profile (library / DB)

Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
2141
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • UIKit and SwiftUI Catalog dimension db id 125

    Library dimension (catalog)

    Roles linked in library: iOS Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
UIKit and SwiftUI
uikit-and-swiftui
 ✓ ✓ Existing dimension (library) · Role↔dimension saved
Objective C Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Objective C id=2625 · objective-c

Aliases — from this run (catalog unavailable)

  • Objective C (CANONICAL)

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
5
Sub-category id
54
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • App Security and Privacy Catalog dimension db id 135

    Library dimension (catalog)

    Roles linked in library: Android Engineer, iOS Engineer

  • UIKit and SwiftUI Catalog dimension db id 125

    Library dimension (catalog)

    Roles linked in library: iOS Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
App Security and Privacy
app-security-and-privacy
 ✓ ✓ Existing dimension (library) · Role↔dimension saved
UIKit and SwiftUI
uikit-and-swiftui
 ✓ ✓ Existing dimension (library) · Role↔dimension saved
algorithms Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: algorithms id=2626 · algorithms

Aliases — catalog

  • change detection (CANONICAL) primary

Context tags (catalog)

UI performance UI state management change tracking component lifecycle data binding differencing diffing algorithm event-driven image comparison observables reactive programming real-time updates stateful components user interactions virtual DOM

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Ui Reactivity Concept
Confidence
0.86
Version strategy
NOT_APPLICABLE

Maturity reasoning: Common UI reactivity concept in Angular, React, and Vue job descriptions; widely used in frontend architecture and component rendering pipelines.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
2142
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Version Control Systems Catalog dimension db id 365

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Version Control Systems
d_init_01
 ✓ — Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
data structures Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: data structures id=2627 · data-structures

Aliases — from this run (catalog unavailable)

  • data structures (CANONICAL)

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
2143
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Version Control Systems Catalog dimension db id 365

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Version Control Systems
d_init_01
 ✓ — 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
iOS in_db
UIKit and SwiftUI
uikit-and-swiftui
 ✓ ✓ Existing dimension (library) · Role↔dimension saved
Objective C in_db
App Security and Privacy
app-security-and-privacy
 ✓ ✓ Existing dimension (library) · Role↔dimension saved
Objective C in_db
UIKit and SwiftUI
uikit-and-swiftui
 ✓ ✓ Existing dimension (library) · Role↔dimension saved
algorithms in_db
Version Control Systems
d_init_01
 ✓ — Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
data structures in_db
Version Control Systems
d_init_01
 ✓ — Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
library_enrichment_backfilled iOS 2624
library_enrichment_backfilled Objective C 2625
library_enrichment_backfilled algorithms 2626
library_enrichment_backfilled data structures 2627
API 1 — extract-from-jd click to toggle 
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "iOS"
    },
    {
      "is_primary": true,
      "skill_name": "Objective C"
    },
    {
      "is_primary": false,
      "skill_name": "algorithms"
    },
    {
      "is_primary": false,
      "skill_name": "data structures"
    }
  ],
  "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": 3421,
      "existing_alias_text": "iOS",
      "input_term": "iOS",
      "matched_canonical": {
        "category_id": 13,
        "display_name": "iOS",
        "id": 2624,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "ios",
        "sub_category_id": 2141,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 3422,
      "existing_alias_text": "Objective C",
      "input_term": "Objective C",
      "matched_canonical": {
        "category_id": 5,
        "display_name": "Objective C",
        "id": 2625,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "objective-c",
        "sub_category_id": 54,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 3423,
      "existing_alias_text": "algorithms",
      "input_term": "algorithms",
      "matched_canonical": {
        "category_id": 2,
        "display_name": "algorithms",
        "id": 2626,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "algorithms",
        "sub_category_id": 2142,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 3424,
      "existing_alias_text": "data structures",
      "input_term": "data structures",
      "matched_canonical": {
        "category_id": 2,
        "display_name": "data structures",
        "id": 2627,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "data-structures",
        "sub_category_id": 2143,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "iOS Engineer",
      "id": 13,
      "rationale": null,
      "role_archetype": null,
      "slug": "ios-engineer",
      "source": "db"
    },
    {
      "display_name": "Android Engineer",
      "id": 15,
      "rationale": null,
      "role_archetype": null,
      "slug": "android-engineer",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "iOS Engineer",
    "id": 13,
    "rationale": "The role of iOS Engineer aligns perfectly with the primary skills of iOS and Objective C.",
    "role_archetype": null,
    "slug": "ios-engineer",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "UIKit and SwiftUI",
        "id": 125,
        "rationale": "Native Apple UI frameworks used to build screens, components, and interactive app experiences. This cluster is coherent because feature delivery depends on composing views, handling events, and rendering state in iOS-native paradigms.",
        "slug": "uikit-and-swiftui",
        "source": "db"
      },
      "input_skill": "iOS",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "iOS Engineer",
          "id": 13,
          "rationale": null,
          "role_archetype": null,
          "slug": "ios-engineer",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "App Security and Privacy",
        "id": 135,
        "rationale": "Security and privacy practices specific to native mobile apps and Apple platform expectations. This cluster is coherent because iOS engineers handle sensitive data, permissions, and platform security controls in the client.",
        "slug": "app-security-and-privacy",
        "source": "db"
      },
      "input_skill": "Objective C",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Android Engineer",
          "id": 15,
          "rationale": null,
          "role_archetype": null,
          "slug": "android-engineer",
          "source": "db"
        },
        {
          "display_name": "iOS Engineer",
          "id": 13,
          "rationale": null,
          "role_archetype": null,
          "slug": "ios-engineer",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "UIKit and SwiftUI",
        "id": 125,
        "rationale": "Native Apple UI frameworks used to build screens, components, and interactive app experiences. This cluster is coherent because feature delivery depends on composing views, handling events, and rendering state in iOS-native paradigms.",
        "slug": "uikit-and-swiftui",
        "source": "db"
      },
      "input_skill": "Objective C",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "iOS Engineer",
          "id": 13,
          "rationale": null,
          "role_archetype": null,
          "slug": "ios-engineer",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Version Control Systems",
        "id": 365,
        "rationale": "Tools and workflows for tracking source changes, branching, merging, and collaborating on code history. Git belongs here because it is the canonical distributed version control system used to manage revisions and coordinate team development.",
        "slug": "d_init_01",
        "source": "db"
      },
      "input_skill": "algorithms",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Version Control Systems",
        "id": 365,
        "rationale": "Tools and workflows for tracking source changes, branching, merging, and collaborating on code history. Git belongs here because it is the canonical distributed version control system used to manage revisions and coordinate team development.",
        "slug": "d_init_01",
        "source": "db"
      },
      "input_skill": "data structures",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "iOS",
    "Objective C",
    "algorithms",
    "data structures"
  ],
  "input_llm_skills": [
    "iOS",
    "Objective C",
    "algorithms",
    "data structures"
  ],
  "new_aliases_persisted": 0,
  "run_id": "2b2d8111-df93-4011-878d-a51de2b7a46b",
  "skills_detail": [
    {
      "aliases_in_db": [
        {
          "alias_text": "iOS",
          "alias_type": "CANONICAL",
          "id": 3421,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 13,
        "display_name": "iOS",
        "id": 2624,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "ios",
        "sub_category_id": 2141,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "UIKit and SwiftUI",
            "id": 125,
            "rationale": "Native Apple UI frameworks used to build screens, components, and interactive app experiences. This cluster is coherent because feature delivery depends on composing views, handling events, and rendering state in iOS-native paradigms.",
            "slug": "uikit-and-swiftui",
            "source": "db"
          },
          "input_skill": "iOS",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "iOS Engineer",
              "id": 13,
              "rationale": null,
              "role_archetype": null,
              "slug": "ios-engineer",
              "source": "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": [
        {
          "alias_text": "Objective C",
          "alias_type": "CANONICAL",
          "id": 3422,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 5,
        "display_name": "Objective C",
        "id": 2625,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "objective-c",
        "sub_category_id": 54,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "App Security and Privacy",
            "id": 135,
            "rationale": "Security and privacy practices specific to native mobile apps and Apple platform expectations. This cluster is coherent because iOS engineers handle sensitive data, permissions, and platform security controls in the client.",
            "slug": "app-security-and-privacy",
            "source": "db"
          },
          "input_skill": "Objective C",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Android Engineer",
              "id": 15,
              "rationale": null,
              "role_archetype": null,
              "slug": "android-engineer",
              "source": "db"
            },
            {
              "display_name": "iOS Engineer",
              "id": 13,
              "rationale": null,
              "role_archetype": null,
              "slug": "ios-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "UIKit and SwiftUI",
            "id": 125,
            "rationale": "Native Apple UI frameworks used to build screens, components, and interactive app experiences. This cluster is coherent because feature delivery depends on composing views, handling events, and rendering state in iOS-native paradigms.",
            "slug": "uikit-and-swiftui",
            "source": "db"
          },
          "input_skill": "Objective C",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "iOS Engineer",
              "id": 13,
              "rationale": null,
              "role_archetype": null,
              "slug": "ios-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Objective C",
      "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": [
        {
          "alias_text": "algorithms",
          "alias_type": "CANONICAL",
          "id": 3423,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "algorithms",
        "id": 2626,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "algorithms",
        "sub_category_id": 2142,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Version Control Systems",
            "id": 365,
            "rationale": "Tools and workflows for tracking source changes, branching, merging, and collaborating on code history. Git belongs here because it is the canonical distributed version control system used to manage revisions and coordinate team development.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "algorithms",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "algorithms",
      "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": [
        {
          "alias_text": "data structures",
          "alias_type": "CANONICAL",
          "id": 3424,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "data structures",
        "id": 2627,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "data-structures",
        "sub_category_id": 2143,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Version Control Systems",
            "id": 365,
            "rationale": "Tools and workflows for tracking source changes, branching, merging, and collaborating on code history. Git belongs here because it is the canonical distributed version control system used to manage revisions and coordinate team development.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "data structures",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "data structures",
      "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": "iOS Engineer",
    "id": 13,
    "rationale": "The role of iOS Engineer aligns perfectly with the primary skills of iOS and Objective C.",
    "role_archetype": null,
    "slug": "ios-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "iOS",
      "tag": "in_db"
    },
    {
      "skill": "Objective C",
      "tag": "in_db"
    },
    {
      "skill": "algorithms",
      "tag": "in_db"
    },
    {
      "skill": "data structures",
      "tag": "in_db"
    }
  ],
  "persistence": {
    "items": [
      {
        "chosen_role_id": 13,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "UIKit and SwiftUI",
          "id": 125,
          "rationale": "Native Apple UI frameworks used to build screens, components, and interactive app experiences. This cluster is coherent because feature delivery depends on composing views, handling events, and rendering state in iOS-native paradigms.",
          "slug": "uikit-and-swiftui",
          "source": "db"
        },
        "dimension_id": 125,
        "input_skill": "iOS",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "iOS Engineer",
            "id": 13,
            "rationale": null,
            "role_archetype": null,
            "slug": "ios-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 2624,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 13,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "App Security and Privacy",
          "id": 135,
          "rationale": "Security and privacy practices specific to native mobile apps and Apple platform expectations. This cluster is coherent because iOS engineers handle sensitive data, permissions, and platform security controls in the client.",
          "slug": "app-security-and-privacy",
          "source": "db"
        },
        "dimension_id": 135,
        "input_skill": "Objective C",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Android Engineer",
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            "slug": "android-engineer",
            "source": "db"
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          {
            "display_name": "iOS Engineer",
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            "slug": "ios-engineer",
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        ],
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        "skill_id": 2625,
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          "display_name": "UIKit and SwiftUI",
          "id": 125,
          "rationale": "Native Apple UI frameworks used to build screens, components, and interactive app experiences. This cluster is coherent because feature delivery depends on composing views, handling events, and rendering state in iOS-native paradigms.",
          "slug": "uikit-and-swiftui",
          "source": "db"
        },
        "dimension_id": 125,
        "input_skill": "Objective C",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "iOS Engineer",
            "id": 13,
            "rationale": null,
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            "slug": "ios-engineer",
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        ],
        "skill_dimension_saved": true,
        "skill_id": 2625,
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      },
      {
        "chosen_role_id": 13,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Version Control Systems",
          "id": 365,
          "rationale": "Tools and workflows for tracking source changes, branching, merging, and collaborating on code history. Git belongs here because it is the canonical distributed version control system used to manage revisions and coordinate team development.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 365,
        "input_skill": "algorithms",
        "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": 2626,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 13,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Version Control Systems",
          "id": 365,
          "rationale": "Tools and workflows for tracking source changes, branching, merging, and collaborating on code history. Git belongs here because it is the canonical distributed version control system used to manage revisions and coordinate team development.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 365,
        "input_skill": "data structures",
        "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": 2627,
        "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": "2b2d8111-df93-4011-878d-a51de2b7a46b"
}

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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