Pipeline run
4fa8e3f7-e9cb-42a7-964c-68b9f4ac0bfa
Pipeline LLM cost (USD)
API 1: $0.0002
API 2: $0.0003
API 3: $0.0099
Total: $0.0104
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded
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 (6)
React Native
Android
iOS
TypeScript
Swift
Objective C
Skill cluster (3 dimension groups, role-scoped)
Cross-Platform Mobile UI Frameworks
React Native
JavaScript and TypeScript
TypeScript
Cross-cutting / unaligned
Android
iOS
Swift
Objective C
Status:
completed
Created: 2026-05-12T11:16:23.385290Z
Updated: 2026-05-12T11:16:37.189617Z
API 3 duration: 12103 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
Full Stack Developer
slug: full-stack-developer · id: 2 · source: db
The role requires expertise in React Native, Android, iOS, and TypeScript, all of which align with the Full Stack Developer responsibilities.
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 We are seeking a talented react native developer with extensive Android & iOS development experience who is passionate about mobile applications. This is a chance to work for an Information GAMING app and be involved in all aspects of developing new features including analysis, design, programming, unit/integration testing, and debugging following Agile development practices. Requirements Build buttery smooth UIs across both mobile platforms. Migrate existing Android Native to React Native Leverage native APIs for deep integrations with both platforms. Maintain code and write automated tests to ensure the product is of the highest quality. Experience in Build systems and Deployment processes Excellent problem-solving, debugging, and troubleshooting skills. An avid follower of the best practices, optimization strategies, and design patterns Knowledge of RN available inbuilt UI components and the props those UI components accept. Good knowledge of monitoring and tracking down app crashes and bugs using advanced tools Experience in 3rd party services integration Knowledge of architectures, trends, and emerging technologies Key Skills Experience in at least one native language Android or IOS (Swift/Objective C) Have knowledge of TypeScript Building and releasing the app in Play Store and App Store Integrating several analysis tools on app-level Benefits We have a well-defined leave policy for our people to take care of their personal commitments and exigencies. We care for our people and take care of them and their families by offering them a Healthcare policy Your professional growth and company growth go hand-in-hand We provide you a platform to learn and polish your skills Desired Candidate Profile BE/BTech/MCA with an experience of 4-7 yrs. in React Native Mobile App development. Who can work in collaboration with team members and build positive working relationships? High level of commitment to business satisfaction and agility. Possess a strong work ethic and is passionate about his/her role with the attitude to learn. Skills:- React Native, iOS App Development, Mobile App Development, Android Development and TypeScript
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
React Native
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: React Native
id=2589
· react-native
Aliases — from this run (catalog unavailable)
- React Native (CANONICAL)
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 4
- Sub-category id
- 2111
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Component Frameworks and Rendering Catalog dimension db id 2
Library dimension (catalog)
Roles linked in library: Frontend Engineer, Full Stack Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Component Frameworks and Rendering
component-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Android
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Android
id=2628
· android
Aliases — from this run (catalog unavailable)
- Android (CANONICAL)
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 13
- Sub-category id
- 2144
- 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) |
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 skipped (dimension not under chosen role) |
TypeScript
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: TypeScript
id=2
· typescript
Aliases — catalog
- Kotlin (CANONICAL) primary
- kotlin 1.9 (VERSION)
- kotlin 1.9.0 (VERSION)
- kotlin 1.9.1 (VERSION)
- kotlin 1.9.10 (VERSION)
- kotlin 1.9.x (VERSION)
- kotlin-1.9 (VERSION)
Context tags (catalog)
Android
Anko
Coroutines
DSL
Dagger
Data classes
Extension functions
Flow
Gradle
Hilt
JUnit
Jetpack
Jetpack Compose
Kotlin DSL
Kotlin Native
Kotlinx
Ktor
MVI
MVVM
Mockito
Multiplatform
Null safety
Retrofit
Room
RxKotlin
Sealed classes
Spring
Type inference
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- JetBrains
- License
- apache_2
- Year introduced
- 2011
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Kotlin appears in many Android, backend, and multiplatform job postings, and JetBrains reports strong ecosystem growth; it’s a mainstream hiring skill rather than niche.
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)
-
Frontend Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Frontend Engineer, Full Stack Developer
-
Programming Languages for AI Workflows Catalog dimension db id 261
Library dimension (catalog)
Roles linked in library: AI Engineer
-
Programming Languages for ML Systems Catalog dimension db id 113
Library dimension (catalog)
Roles linked in library: Machine Learning Engineer
-
Programming Languages for Test Automation Catalog dimension db id 193
Library dimension (catalog)
Roles linked in library: Automation Tester
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Frontend Programming Languages
frontend-programming-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Programming Languages for AI Workflows
programming-languages-for-ai-workflows
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for Test Automation
programming-languages-for-test-automation
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Swift
Secondary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Swift
id=735
· swift
Aliases — catalog
- mTLS (CANONICAL) primary
Context tags (catalog)
API security
CA bundle
Istio
PKI
SAN
SPIFFE
SSL
TLS
TLS handshake
X.509
authentication
certificate
certificate authority
certificate chain
certificate rotation
client certificate
data integrity
encryption
network security
private key
secure connection
server certificate
service mesh
session establishment
trust model
trust store
Stored enrichment (catalog DB)
- Category
- Protocol
- Sub-category
- Mutual Tls Protocol
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: mTLS is widely used in cloud-native and zero-trust stacks; it appears in many JDs for service mesh, API security, and Kubernetes ingress/egress hardening.
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)
-
Swift Programming Catalog dimension db id 124
Library dimension (catalog)
Roles linked in library: iOS Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Swift Programming
swift-programming
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Objective C
Secondary
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 skipped (dimension not under chosen role) |
|
UIKit and SwiftUI
uikit-and-swiftui
|
✓ | — | 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 |
|---|---|---|---|---|---|---|
| React Native | in_db |
Component Frameworks and Rendering
component-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Android | in_db |
Version Control Systems
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| iOS | in_db |
UIKit and SwiftUI
uikit-and-swiftui
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| TypeScript | in_db |
Frontend Programming Languages
frontend-programming-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| TypeScript | in_db |
Programming Languages for AI Workflows
programming-languages-for-ai-workflows
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| TypeScript | in_db |
Programming Languages for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| TypeScript | in_db |
Programming Languages for Test Automation
programming-languages-for-test-automation
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Swift | in_db |
Swift Programming
swift-programming
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Objective C | in_db |
App Security and Privacy
app-security-and-privacy
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Objective C | in_db |
UIKit and SwiftUI
uikit-and-swiftui
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| library_enrichment_backfilled | React Native | 2589 |
| library_enrichment_backfilled | Android | 2628 |
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "React Native"
},
{
"is_primary": true,
"skill_name": "Android"
},
{
"is_primary": true,
"skill_name": "iOS"
},
{
"is_primary": true,
"skill_name": "TypeScript"
},
{
"is_primary": false,
"skill_name": "Swift"
},
{
"is_primary": false,
"skill_name": "Objective C"
}
],
"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": 3386,
"existing_alias_text": "React Native",
"input_term": "React Native",
"matched_canonical": {
"category_id": 4,
"display_name": "React Native",
"id": 2589,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "react-native",
"sub_category_id": 2111,
"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": 3425,
"existing_alias_text": "Android",
"input_term": "Android",
"matched_canonical": {
"category_id": 13,
"display_name": "Android",
"id": 2628,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
"slug": "android",
"sub_category_id": 2144,
"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": 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": 14,
"existing_alias_text": "TypeScript",
"input_term": "TypeScript",
"matched_canonical": {
"category_id": 5,
"display_name": "TypeScript",
"id": 2,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "typescript",
"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": 1103,
"existing_alias_text": "Swift",
"input_term": "Swift",
"matched_canonical": {
"category_id": 5,
"display_name": "Swift",
"id": 735,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "swift",
"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": 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"
}
],
"candidate_roles": [
{
"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": "iOS Engineer",
"id": 13,
"rationale": null,
"role_archetype": null,
"slug": "ios-engineer",
"source": "db"
},
{
"display_name": "AI Engineer",
"id": 12,
"rationale": null,
"role_archetype": null,
"slug": "ai-engineer",
"source": "db"
},
{
"display_name": "Machine Learning Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "machine-learning-engineer",
"source": "db"
},
{
"display_name": "Automation Tester",
"id": 16,
"rationale": null,
"role_archetype": null,
"slug": "automation-tester",
"source": "db"
},
{
"display_name": "Android Engineer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "android-engineer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Full Stack Developer",
"id": 2,
"rationale": "The role requires expertise in React Native, Android, iOS, and TypeScript, all of which align with the Full Stack Developer responsibilities.",
"role_archetype": null,
"slug": "full-stack-developer",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Component Frameworks and Rendering",
"id": 2,
"rationale": "Frameworks and rendering models used to build reusable UI components and page composition. This covers how frontend applications structure views, manage rendering, and organize feature code.",
"slug": "component-frameworks-and-rendering",
"source": "db"
},
"input_skill": "React Native",
"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": "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": "Android",
"llm_role": null,
"roles_from_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": "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": "Frontend Programming Languages",
"id": 1,
"rationale": "Languages used to implement browser-side application logic, component behavior, and UI state. This is the core code layer for frontend features and interactive experiences.",
"slug": "frontend-programming-languages",
"source": "db"
},
"input_skill": "TypeScript",
"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": "Programming Languages for AI Workflows",
"id": 261,
"rationale": "Languages used to implement AI feature logic, orchestration, and response handling inside product code. This is the core coding surface for turning prompts and model calls into reliable application behavior.",
"slug": "programming-languages-for-ai-workflows",
"source": "db"
},
"input_skill": "TypeScript",
"llm_role": null,
"roles_from_db": [
{
"display_name": "AI Engineer",
"id": 12,
"rationale": null,
"role_archetype": null,
"slug": "ai-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for ML Systems",
"id": 113,
"rationale": "Languages used to implement model integration code, inference services, and feature-processing logic. This is the core coding surface for turning trained models into product-facing software components.",
"slug": "programming-languages-for-ml-systems",
"source": "db"
},
"input_skill": "TypeScript",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Machine Learning Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "machine-learning-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for Test Automation",
"id": 193,
"rationale": "Languages used to implement automated checks, helper utilities, and test harness code. This is the core coding surface for turning test ideas into maintainable automation.",
"slug": "programming-languages-for-test-automation",
"source": "db"
},
"input_skill": "TypeScript",
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}
]
},
{
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},
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{
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}
]
},
{
"dimension": {
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"display_name": "App Security and Privacy",
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"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",
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{
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"source": "db"
},
{
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}
]
},
{
"dimension": {
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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"
},
"input_skill": "Objective C",
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"roles_from_db": [
{
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"role_archetype": null,
"slug": "ios-engineer",
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}
]
}
],
"input_final_skills": [
"React Native",
"Android",
"iOS",
"TypeScript",
"Swift",
"Objective C"
],
"input_llm_skills": [
"React Native",
"Android",
"iOS",
"TypeScript",
"Swift",
"Objective C"
],
"new_aliases_persisted": 0,
"run_id": "4fa8e3f7-e9cb-42a7-964c-68b9f4ac0bfa",
"skills_detail": [
{
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],
"canonical": {
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},
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{
"dimension": {
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},
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{
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]
}
],
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},
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],
"canonical": {
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"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
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"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": "Android",
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"roles_from_db": []
}
],
"input_skill": "Android",
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"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
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"alias_text": "iOS",
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"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "iOS 1",
"alias_type": "VERSION",
"id": 3485,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "iOS 10",
"alias_type": "VERSION",
"id": 3476,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "iOS 11",
"alias_type": "VERSION",
"id": 3475,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "iOS 12",
"alias_type": "VERSION",
"id": 3474,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "iOS 13",
"alias_type": "VERSION",
"id": 3473,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "iOS 14",
"alias_type": "VERSION",
"id": 3472,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "iOS 15",
"alias_type": "VERSION",
"id": 3471,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "iOS 16",
"alias_type": "VERSION",
"id": 3470,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "iOS 17",
"alias_type": "VERSION",
"id": 3468,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "iOS 18",
"alias_type": "VERSION",
"id": 3469,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "iOS 2",
"alias_type": "VERSION",
"id": 3484,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "iOS 3",
"alias_type": "VERSION",
"id": 3483,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "iOS 4",
"alias_type": "VERSION",
"id": 3482,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "iOS 5",
"alias_type": "VERSION",
"id": 3481,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "iOS 6",
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"id": 3480,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "iOS 7",
"alias_type": "VERSION",
"id": 3479,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "iOS 8",
"alias_type": "VERSION",
"id": 3478,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "iOS 9",
"alias_type": "VERSION",
"id": 3477,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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"display_name": "iOS",
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"is_extractable": true,
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},
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{
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},
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"roles_from_db": [
{
"display_name": "iOS Engineer",
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}
]
}
],
"input_skill": "iOS",
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},
{
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"alias_text": "TypeScript",
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"id": 14,
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},
{
"alias_text": "TS",
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "TypeScript 3",
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"id": 1016,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "TypeScript 3.x",
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"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "TypeScript 4",
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"id": 1017,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "TypeScript 4.x",
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"id": 1020,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "TypeScript 5",
"alias_type": "VERSION",
"id": 1018,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "TypeScript 5.x",
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"id": 1021,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
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},
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{
"dimension": {
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},
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{
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},
{
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}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for AI Workflows",
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"rationale": "Languages used to implement AI feature logic, orchestration, and response handling inside product code. This is the core coding surface for turning prompts and model calls into reliable application behavior.",
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},
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{
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}
]
},
{
"dimension": {
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"rationale": "Languages used to implement model integration code, inference services, and feature-processing logic. This is the core coding surface for turning trained models into product-facing software components.",
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},
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{
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}
]
},
{
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},
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{
"display_name": "Automation Tester",
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}
]
}
],
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},
{
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{
"alias_text": "Swift",
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"match_strategy": "CASE_INSENSITIVE"
}
],
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"display_name": "Swift",
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"is_also_category": false,
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"skill_nature": "LANGUAGE",
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
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{
"dimension": {
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"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.",
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},
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{
"display_name": "iOS Engineer",
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"slug": "ios-engineer",
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}
]
}
],
"input_skill": "Swift",
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"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "Objective C",
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"id": 3422,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 5,
"display_name": "Objective C",
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
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"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",
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{
"display_name": "Android Engineer",
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"slug": "android-engineer",
"source": "db"
},
{
"display_name": "iOS Engineer",
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"slug": "ios-engineer",
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}
]
},
{
"dimension": {
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"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",
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"roles_from_db": [
{
"display_name": "iOS Engineer",
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}
]
}
],
"input_skill": "Objective C",
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"new_alias_persisted": false,
"new_alias_text": null,
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"was_in_llm_skills": true
}
],
"unmatched_skills": []
}
API 3 — final-role-output
{
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"display_name": "Full Stack Developer",
"id": 2,
"rationale": "The role requires expertise in React Native, Android, iOS, and TypeScript, all of which align with the Full Stack Developer responsibilities.",
"role_archetype": null,
"slug": "full-stack-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "React Native",
"tag": "in_db"
},
{
"skill": "Android",
"tag": "in_db"
},
{
"skill": "iOS",
"tag": "in_db"
},
{
"skill": "TypeScript",
"tag": "in_db"
},
{
"skill": "Swift",
"tag": "in_db"
},
{
"skill": "Objective C",
"tag": "in_db"
}
],
"persistence": {
"items": [
{
"chosen_role_id": 2,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Component Frameworks and Rendering",
"id": 2,
"rationale": "Frameworks and rendering models used to build reusable UI components and page composition. This covers how frontend applications structure views, manage rendering, and organize feature code.",
"slug": "component-frameworks-and-rendering",
"source": "db"
},
"dimension_id": 2,
"input_skill": "React Native",
"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": "Frontend Engineer",
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"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",
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"rationale": null,
"role_archetype": null,
"slug": "full-stack-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 2589,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 2,
"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": "Android",
"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": 2628,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 2,
"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": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "iOS Engineer",
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"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": 2,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Frontend Programming Languages",
"id": 1,
"rationale": "Languages used to implement browser-side application logic, component behavior, and UI state. This is the core code layer for frontend features and interactive experiences.",
"slug": "frontend-programming-languages",
"source": "db"
},
"dimension_id": 1,
"input_skill": "TypeScript",
"llm_role": null,
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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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