Pipeline run
7d0858bd-d1ec-4e84-a928-a0e67b591cf6
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionNature 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 (0)
Skill cluster (0 dimension groups, role-scoped)
Status:
completed
Created: 2026-05-08T15:31:21.737471Z
Updated: 2026-05-08T15:32:56.550551Z
API 3 duration: 26 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
Most dimensions map to iOS Engineer, especially Swift, UIKit, Core Data, Instruments, and architecture-related skills.
0
New skills
0
Skill↔dim saved
0
Role↔dim saved
12
Skipped
Job description
About the job Location: Gurgaon Employment Type: Full-Time About Us At A1 Apps, we’re creating cutting-edge applications that redefine user experiences. As a growing product-based company, we are on the lookout for innovative thinkers and skilled professionals to join our team. Job Summary We are looking for a highly skilled Senior iOS Developer to join our team. This is an independent contributor (IC) role where you will lead development, drive technical decisions, and build scalable architecture with strong coding expertise. You will be responsible for designing, developing, and maintaining high-performance iOS applications. You will collaborate with cross-functional teams to deliver scalable, user-friendly, and robust mobile solutions. Key Responsibilities Design and develop advanced applications for the iOS platform. Write clean, scalable, and maintainable code following best practices. Collaborate with cross-functional teams including product managers, designers, and backend engineers to define, design, and ship new features. Mentor and guide the iOS development team, conducting code reviews and ensuring adherence to best practices. Architect robust, scalable, and secure solutions that meet business objectives. Stay updated on the latest iOS technologies and integrate them into our app ecosystem. Troubleshoot, debug, and optimize application performance. Optimize applications for maximum performance and responsiveness. Identify and fix bugs, performance bottlenecks, and technical issues. Participate in architecture discussions and technical decision-making. Ensure the application meets App Store guidelines and manage app submission/release processes. Required Skills And Qualifications Experience: 4+ years in iOS app development with a proven track record of delivering apps to the App Store. Technical Skills: Proficiency in Swift, Swift UI and iOS frameworks such as UIKit, Core Data, Core Animation, etc. Tools: Experience with Xcode, Instruments, Git, and CI/CD tools. Solid understanding of MVC, MVVM, or similar architectural patterns. Strong grasp of RESTful APIs, third-party libraries, and integration. Knowledge of Apple’s design principles and interface guidelines. Write clean, scalable, and maintainable code following best practices. Preferred Qualifications Experience with iOS performance tuning and memory management. Familiarity with automated testing and deployment. Experience with Firebase, push notifications, and analytics tools. Knowledge of mobile security best practices. Prior experience in managing app analytics and push notifications. What We Offer Competitive salary and benefits. Opportunity to work on impactful projects in a dynamic environment. Professional growth through learning and development programs.
history_view bundle (older API). Showing raw API payloads below.
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 |
|---|---|---|---|---|---|---|
| Swift | in_db |
Swift Programming
swift-programming
|
— | — | — | TODO: REMOVE AFTER TESTING — api3_writes_enabled=False (writes disabled) |
| UIKit | in_db |
UIKit and SwiftUI
uikit-and-swiftui
|
— | — | — | TODO: REMOVE AFTER TESTING — api3_writes_enabled=False (writes disabled) |
| REST APIs | in_db |
API Integration and Data Fetching
api-integration-and-data-fetching
|
— | — | — | TODO: REMOVE AFTER TESTING — api3_writes_enabled=False (writes disabled) |
| REST APIs | in_db |
API Integration and Serialization
api-integration-and-serialization
|
— | — | — | TODO: REMOVE AFTER TESTING — api3_writes_enabled=False (writes disabled) |
| REST APIs | in_db |
Network Automation and Scripting
network-automation-and-scripting
|
— | — | — | TODO: REMOVE AFTER TESTING — api3_writes_enabled=False (writes disabled) |
| Core Data | in_db |
Local Persistence and Caching
local-persistence-and-caching
|
— | — | — | TODO: REMOVE AFTER TESTING — api3_writes_enabled=False (writes disabled) |
| Instruments | in_db |
Performance and Memory Optimization
performance-and-memory-optimization
|
— | — | — | TODO: REMOVE AFTER TESTING — api3_writes_enabled=False (writes disabled) |
| MVVM | in_db |
Android Architecture Patterns
android-architecture-patterns
|
— | — | — | TODO: REMOVE AFTER TESTING — api3_writes_enabled=False (writes disabled) |
| MVVM | in_db |
Architecture and Code Organization
architecture-and-code-organization
|
— | — | — | TODO: REMOVE AFTER TESTING — api3_writes_enabled=False (writes disabled) |
| push notifications | in_db |
App Lifecycle and Background Tasks
app-lifecycle-and-background-tasks
|
— | — | — | TODO: REMOVE AFTER TESTING — api3_writes_enabled=False (writes disabled) |
| APIs | new |
API Design and Integration
d_init_01
|
— | — | — | skill_not_in_db_v3_proposed |
| iOS | new |
iOS Application Development
d_init_01
|
— | — | — | skill_not_in_db_v3_proposed |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | APIs | type=Concept subtype=api_interfaces nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | iOS | type=Platform subtype=mobile_operating_platform nature=PLATFORM lifespan=EVERGREEN | |
| dimension_proposed | API Design and Integration | |
| dimension_skill_link_proposed | APIs ↔ API Design and Integration | |
| dimension_proposed | iOS Application Development | |
| dimension_skill_link_proposed | iOS ↔ iOS Application Development |
API 1 — extract-from-jd click to toggle
{
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"APIs",
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"final_non_skills": [
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"final_skills": [
"Swift",
"UIKit",
"REST APIs",
"Core Data",
"Instruments",
"MVVM",
"push notifications",
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"architecture",
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"iOS",
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],
"initial_skills": [
"Swift",
"UIKit",
"REST APIs",
"Core Data",
"Instruments",
"MVVM",
"push notifications"
],
"jd_role_hint": {
"display_name": "iOS Developer",
"rationale": "The excerpt centers on senior iOS app development, architecture, and release responsibilities.",
"role_archetype": "Mobile application developer focused on building and maintaining iOS apps.",
"slug": "ios-developer"
},
"llm_non_skills": [
"A1",
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],
"run_id": null,
"unknown_words": [
"A1",
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"Animation",
"App",
"Apple",
"Apps",
"Architect",
"CD",
"CI",
"Core",
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"Design",
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"Employment",
"Experience",
"Familiarity",
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"team",
"teams",
"technologies",
"testing",
"thinkers",
"tools",
"tuning",
"understanding",
"user",
"years"
]
}
API 2 — extract-details
{
"alias_matches": [],
"candidate_roles": [
{
"display_name": "iOS Engineer",
"id": 13,
"rationale": null,
"role_archetype": null,
"slug": "ios-engineer",
"source": "db"
},
{
"display_name": "Frontend Engineer",
"id": 3,
"rationale": null,
"role_archetype": "Frontend Engineers design and build the user-facing parts of applications, translating product and design requirements into interactive experiences. They focus on how the application looks, behaves, and responds in the browser, ensuring usability, accessibility, and consistency across the interface.",
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Full Stack Developer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-developer",
"source": "db"
},
{
"display_name": "Network Engineer",
"id": 21,
"rationale": null,
"role_archetype": null,
"slug": "network-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": "Most dimensions map to iOS Engineer, especially Swift, UIKit, Core Data, Instruments, and architecture-related skills.",
"role_archetype": null,
"slug": "ios-engineer",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Swift Programming",
"id": 124,
"rationale": "Core language skills for implementing native iOS app logic, UI behavior, and feature flows. This is the primary code surface for translating product requirements into maintainable mobile code.",
"slug": "swift-programming",
"source": "db"
},
"input_skill": "Swift",
"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": "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": "UIKit",
"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": "API Integration and Data Fetching",
"id": 9,
"rationale": "Connecting frontend applications to backend services and third-party endpoints. This covers request orchestration, error handling, pagination, and shaping remote data for UI consumption.",
"slug": "api-integration-and-data-fetching",
"source": "db"
},
"input_skill": "REST APIs",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Frontend Engineer",
"id": 3,
"rationale": null,
"role_archetype": "Frontend Engineers design and build the user-facing parts of applications, translating product and design requirements into interactive experiences. They focus on how the application looks, behaves, and responds in the browser, ensuring usability, accessibility, and consistency across the interface.",
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Full Stack Developer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "API Integration and Serialization",
"id": 128,
"rationale": "Client-side integration with backend services, including request handling, response parsing, and contract alignment. This cluster is coherent because iOS features frequently depend on stable data exchange with server APIs.",
"slug": "api-integration-and-serialization",
"source": "db"
},
"input_skill": "REST APIs",
"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": "Network Automation and Scripting",
"id": 285,
"rationale": "Covers scripts and automation used to configure, validate, and audit network devices and services. This cluster is coherent because repeatable network operations increasingly depend on programmatic changes and checks.",
"slug": "network-automation-and-scripting",
"source": "db"
},
"input_skill": "REST APIs",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Network Engineer",
"id": 21,
"rationale": null,
"role_archetype": null,
"slug": "network-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Local Persistence and Caching",
"id": 130,
"rationale": "On-device storage used to retain user data, app state, and cached content for offline or low-latency access. This cluster is coherent because mobile apps must balance responsiveness, sync behavior, and storage constraints.",
"slug": "local-persistence-and-caching",
"source": "db"
},
"input_skill": "Core Data",
"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": "Performance and Memory Optimization",
"id": 133,
"rationale": "Techniques for keeping apps fast, smooth, and resource-efficient on real devices. This cluster is coherent because mobile performance issues often involve rendering, memory pressure, startup time, and battery impact.",
"slug": "performance-and-memory-optimization",
"source": "db"
},
"input_skill": "Instruments",
"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": "Android Architecture Patterns",
"id": 160,
"rationale": "Structural patterns used to organize large Android codebases, feature boundaries, and reusable modules. This cluster is coherent because senior Android work often involves shaping maintainable app architecture and cross-module conventions.",
"slug": "android-architecture-patterns",
"source": "db"
},
"input_skill": "MVVM",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Android Engineer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "android-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Architecture and Code Organization",
"id": 139,
"rationale": "Structural patterns used to organize large iOS codebases, feature boundaries, and reusable modules. This cluster is coherent because senior iOS work often involves shaping maintainable app architecture and cross-feature consistency.",
"slug": "architecture-and-code-organization",
"source": "db"
},
"input_skill": "MVVM",
"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 Lifecycle and Background Tasks",
"id": 134,
"rationale": "Behavior tied to app launch, foreground/background transitions, interruptions, and system-driven execution limits. This is a distinct cluster because iOS apps must respond correctly to lifecycle events and background execution rules.",
"slug": "app-lifecycle-and-background-tasks",
"source": "db"
},
"input_skill": "push notifications",
"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": null,
"display_name": "API Design and Integration",
"id": null,
"rationale": "Designing and consuming application programming interfaces, including contracts, request/response behavior, and integration patterns. APIs fit here because they define how clients and services communicate across boundaries.",
"slug": "d_init_01",
"source": "llm"
},
"input_skill": "APIs",
"llm_role": null,
"roles_from_db": []
},
{
"dimension": {
"difficulty_hint": null,
"display_name": "iOS Application Development",
"id": null,
"rationale": "Builds native applications for Apple\u0027s iPhone and iPad platforms using iOS SDKs and platform conventions. This is the core dimension for the target skill because it covers the overall mobile app development surface rather than a narrower sub-area like testing or lifecycle handling.",
"slug": "d_init_01",
"source": "llm"
},
"input_skill": "iOS",
"llm_role": null,
"roles_from_db": []
}
],
"input_final_skills": [
"Swift",
"UIKit",
"REST APIs",
"Core Data",
"Instruments",
"MVVM",
"push notifications",
"APIs",
"architecture",
"deployment",
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"reasoning": "Deterministic JD placement: locked_dimensions has 1 dimension(s) from skill-driven dimension generation after reconciliation; primary_dimension is the first locked dim.",
"secondary_dimensions": [],
"skill_id": "ios"
},
"relationships": {
"child_skills": [],
"parent_skills": [],
"related_to": [
"android-app-bundle"
],
"requires": [],
"skill_id": "ios",
"suppress_on_match": []
},
"skill_id": "ios",
"split_log": [],
"typed": {
"alternatives_considered": [],
"confidence": 0.9,
"name": "iOS",
"reasoning": "By the Platform vs Tool rule, iOS is a hosted mobile operating platform with APIs and managed capabilities rather than software you run locally.",
"skill_id": "ios",
"subtype": "mobile_operating_platform",
"type": "Platform"
},
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "integration",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "performance",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "platform",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"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": null,
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "technologies",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"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": null,
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"APIs",
"iOS"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "iOS Engineer",
"id": 13,
"rationale": "Most dimensions map to iOS Engineer, especially Swift, UIKit, Core Data, Instruments, and architecture-related skills.",
"role_archetype": null,
"slug": "ios-engineer",
"source": "db"
},
"final_input_skills": [
{
"skill": "Swift",
"tag": "in_db"
},
{
"skill": "UIKit",
"tag": "in_db"
},
{
"skill": "REST APIs",
"tag": "in_db"
},
{
"skill": "Core Data",
"tag": "in_db"
},
{
"skill": "Instruments",
"tag": "in_db"
},
{
"skill": "MVVM",
"tag": "in_db"
},
{
"skill": "push notifications",
"tag": "in_db"
},
{
"skill": "APIs",
"tag": "new"
},
{
"skill": "architecture",
"tag": "new"
},
{
"skill": "deployment",
"tag": "new"
},
{
"skill": "designing",
"tag": "new"
},
{
"skill": "developing",
"tag": "new"
},
{
"skill": "iOS",
"tag": "new"
},
{
"skill": "integration",
"tag": "new"
},
{
"skill": "performance",
"tag": "new"
},
{
"skill": "platform",
"tag": "new"
},
{
"skill": "security",
"tag": "new"
},
{
"skill": "technologies",
"tag": "new"
},
{
"skill": "testing",
"tag": "new"
}
],
"persistence": {
"items": [
{
"chosen_role_id": 13,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Swift Programming",
"id": 124,
"rationale": "Core language skills for implementing native iOS app logic, UI behavior, and feature flows. This is the primary code surface for translating product requirements into maintainable mobile code.",
"slug": "swift-programming",
"source": "db"
},
"dimension_id": 124,
"input_skill": "Swift",
"llm_role": null,
"matched_chosen_role": true,
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "iOS Engineer",
"id": 13,
"rationale": null,
"role_archetype": null,
"slug": "ios-engineer",
"source": "db"
}
],
"skill_dimension_saved": false,
"skill_id": 735,
"skill_tag": "in_db",
"skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 api3_writes_enabled=False (writes disabled)"
},
{
"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": "UIKit",
"llm_role": null,
"matched_chosen_role": true,
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "iOS Engineer",
"id": 13,
"rationale": null,
"role_archetype": null,
"slug": "ios-engineer",
"source": "db"
}
],
"skill_dimension_saved": false,
"skill_id": 740,
"skill_tag": "in_db",
"skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 api3_writes_enabled=False (writes disabled)"
},
{
"chosen_role_id": 13,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "API Integration and Data Fetching",
"id": 9,
"rationale": "Connecting frontend applications to backend services and third-party endpoints. This covers request orchestration, error handling, pagination, and shaping remote data for UI consumption.",
"slug": "api-integration-and-data-fetching",
"source": "db"
},
"dimension_id": 9,
"input_skill": "REST APIs",
"llm_role": null,
"matched_chosen_role": false,
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Frontend Engineer",
"id": 3,
"rationale": null,
"role_archetype": "Frontend Engineers design and build the user-facing parts of applications, translating product and design requirements into interactive experiences. They focus on how the application looks, behaves, and responds in the browser, ensuring usability, accessibility, and consistency across the interface.",
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Full Stack Developer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-developer",
"source": "db"
}
],
"skill_dimension_saved": false,
"skill_id": 49,
"skill_tag": "in_db",
"skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 api3_writes_enabled=False (writes disabled)"
},
{
"chosen_role_id": 13,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "API Integration and Serialization",
"id": 128,
"rationale": "Client-side integration with backend services, including request handling, response parsing, and contract alignment. This cluster is coherent because iOS features frequently depend on stable data exchange with server APIs.",
"slug": "api-integration-and-serialization",
"source": "db"
},
"dimension_id": 128,
"input_skill": "REST APIs",
"llm_role": null,
"matched_chosen_role": true,
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "iOS Engineer",
"id": 13,
"rationale": null,
"role_archetype": null,
"slug": "ios-engineer",
"source": "db"
}
],
"skill_dimension_saved": false,
"skill_id": 49,
"skill_tag": "in_db",
"skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 api3_writes_enabled=False (writes disabled)"
},
{
"chosen_role_id": 13,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Network Automation and Scripting",
"id": 285,
"rationale": "Covers scripts and automation used to configure, validate, and audit network devices and services. This cluster is coherent because repeatable network operations increasingly depend on programmatic changes and checks.",
"slug": "network-automation-and-scripting",
"source": "db"
},
"dimension_id": 285,
"input_skill": "REST APIs",
"llm_role": null,
"matched_chosen_role": false,
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Network Engineer",
"id": 21,
"rationale": null,
"role_archetype": null,
"slug": "network-engineer",
"source": "db"
}
],
"skill_dimension_saved": false,
"skill_id": 49,
"skill_tag": "in_db",
"skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 api3_writes_enabled=False (writes disabled)"
},
{
"chosen_role_id": 13,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Local Persistence and Caching",
"id": 130,
"rationale": "On-device storage used to retain user data, app state, and cached content for offline or low-latency access. This cluster is coherent because mobile apps must balance responsiveness, sync behavior, and storage constraints.",
"slug": "local-persistence-and-caching",
"source": "db"
},
"dimension_id": 130,
"input_skill": "Core Data",
"llm_role": null,
"matched_chosen_role": true,
"role_dimension_saved": false,
"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"
}
],
"skill_dimension_saved": false,
"skill_id": 770,
"skill_tag": "in_db",
"skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 api3_writes_enabled=False (writes disabled)"
},
{
"chosen_role_id": 13,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Performance and Memory Optimization",
"id": 133,
"rationale": "Techniques for keeping apps fast, smooth, and resource-efficient on real devices. This cluster is coherent because mobile performance issues often involve rendering, memory pressure, startup time, and battery impact.",
"slug": "performance-and-memory-optimization",
"source": "db"
},
"dimension_id": 133,
"input_skill": "Instruments",
"llm_role": null,
"matched_chosen_role": true,
"role_dimension_saved": false,
"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"
}
],
"skill_dimension_saved": false,
"skill_id": 784,
"skill_tag": "in_db",
"skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 api3_writes_enabled=False (writes disabled)"
},
{
"chosen_role_id": 13,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Android Architecture Patterns",
"id": 160,
"rationale": "Structural patterns used to organize large Android codebases, feature boundaries, and reusable modules. This cluster is coherent because senior Android work often involves shaping maintainable app architecture and cross-module conventions.",
"slug": "android-architecture-patterns",
"source": "db"
},
"dimension_id": 160,
"input_skill": "MVVM",
"llm_role": null,
"matched_chosen_role": false,
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Android Engineer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "android-engineer",
"source": "db"
}
],
"skill_dimension_saved": false,
"skill_id": 752,
"skill_tag": "in_db",
"skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 api3_writes_enabled=False (writes disabled)"
},
{
"chosen_role_id": 13,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Architecture and Code Organization",
"id": 139,
"rationale": "Structural patterns used to organize large iOS codebases, feature boundaries, and reusable modules. This cluster is coherent because senior iOS work often involves shaping maintainable app architecture and cross-feature consistency.",
"slug": "architecture-and-code-organization",
"source": "db"
},
"dimension_id": 139,
"input_skill": "MVVM",
"llm_role": null,
"matched_chosen_role": true,
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "iOS Engineer",
"id": 13,
"rationale": null,
"role_archetype": null,
"slug": "ios-engineer",
"source": "db"
}
],
"skill_dimension_saved": false,
"skill_id": 752,
"skill_tag": "in_db",
"skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 api3_writes_enabled=False (writes disabled)"
},
{
"chosen_role_id": 13,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "App Lifecycle and Background Tasks",
"id": 134,
"rationale": "Behavior tied to app launch, foreground/background transitions, interruptions, and system-driven execution limits. This is a distinct cluster because iOS apps must respond correctly to lifecycle events and background execution rules.",
"slug": "app-lifecycle-and-background-tasks",
"source": "db"
},
"dimension_id": 134,
"input_skill": "push notifications",
"llm_role": null,
"matched_chosen_role": true,
"role_dimension_saved": false,
"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"
}
],
"skill_dimension_saved": false,
"skill_id": 793,
"skill_tag": "in_db",
"skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 api3_writes_enabled=False (writes disabled)"
},
{
"chosen_role_id": 13,
"dimension": {
"difficulty_hint": null,
"display_name": "API Design and Integration",
"id": null,
"rationale": "Designing and consuming application programming interfaces, including contracts, request/response behavior, and integration patterns. APIs fit here because they define how clients and services communicate across boundaries.",
"slug": "d_init_01",
"source": "llm"
},
"dimension_id": null,
"input_skill": "APIs",
"llm_role": null,
"matched_chosen_role": false,
"role_dimension_saved": false,
"roles_from_db": [],
"skill_dimension_saved": false,
"skill_id": null,
"skill_tag": "new",
"skipped_reason": "skill_not_in_db_v3_proposed"
},
{
"chosen_role_id": 13,
"dimension": {
"difficulty_hint": null,
"display_name": "iOS Application Development",
"id": null,
"rationale": "Builds native applications for Apple\u0027s iPhone and iPad platforms using iOS SDKs and platform conventions. This is the core dimension for the target skill because it covers the overall mobile app development surface rather than a narrower sub-area like testing or lifecycle handling.",
"slug": "d_init_01",
"source": "llm"
},
"dimension_id": null,
"input_skill": "iOS",
"llm_role": null,
"matched_chosen_role": false,
"role_dimension_saved": false,
"roles_from_db": [],
"skill_dimension_saved": false,
"skill_id": null,
"skill_tag": "new",
"skipped_reason": "skill_not_in_db_v3_proposed"
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 12
},
"planner_output": null,
"run_id": "7d0858bd-d1ec-4e84-a928-a0e67b591cf6"
}
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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