Pipeline run
32a2276d-b9c0-48ab-b954-44f916399792
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Hybrid Mobile Developer
→Flutter Developer
sub-role · 0.95 CASE Aslug: hybrid-mobile-developer · id: 11 · source: db · sub-role slug: flutter-developer
Multi-alias tie (4 roles at 1.0) resolved by TIER_B_TITLE: Flutter Developer
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
We're Hiring: Experienced Flutter Developer | Part-Time Opportunity 📍 Location: Kochi, India (Remote) 🏢 Company: Techmax Technologies 🕒 Employment Type: Part-Time About Techmax Technologies At Techmax Technologies, we’re driving transformation in the automotive industry with advanced analytics and CX innovations. Since 2020, we’ve empowered dealerships and automotive businesses with data-driven ecosystems that boost innovation, efficiency, and growth. Our mission is centered on three pillars: Realize, Reinvent, and Revolutionize — turning complex data into strategic decisions that push the industry forward. About the Role We are currently looking for a passionate and experienced Flutter Developer to join our team on a part-time basis. This role is perfect for someone who thrives in a collaborative environment and is excited about building scalable, high-quality mobile applications that deliver real business value. 🧠 Requirements: • 5+ years of professional experience in mobile app development, with at least 3 years using Flutter • Strong proficiency in Dart • Deep understanding of Flutter architecture and design patterns (e.g., Bloc, Riverpod, MVVM, MVC) • Experience integrating third-party libraries and working with RESTful APIs • Proficient in working with local databases (e.g., SQLite, Hive) and handling push notifications • Strong knowledge of Git and version control workflows • Proven experience publishing apps to the Google Play Store and Apple App Store • Excellent communication skills and a collaborative mindset 🎯 Responsibilities: • Build robust and scalable mobile applications using Flutter • Collaborate closely with backend developers and other team members • Participate in code reviews and mentor junior developers • Write clean, maintainable code following best practices and established design patterns Why Join Techmax? ✅ Be part of a growing company transforming automotive analytics ✅ Work on exciting mobile projects using the latest tech stack ✅ Collaborate with a team of driven, skilled professionals ✅ Flexible part-time schedule with impactful work opportunities
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Aliases — catalog
- Flutter (CANONICAL) primary
- Flutter 3 (VERSION)
- Flutter 3.x (VERSION)
- Flutter3 (VERSION)
- flutter (VERSION)
- flutter 3 (VERSION)
- flutter 3.x (VERSION)
- flutter3 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Ui Framework
- Vendor
- License
- bsd
- Year introduced
- 2015
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 3.x
Maturity reasoning: Flutter appears in many mobile/full-stack job postings and is a common cross-platform UI framework; Google continues active releases and ecosystem growth, indicating broad adoption rather than niche use.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 341
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Flutter UI Framework Catalog dimension db id 312
Library dimension (catalog)
Roles linked in library: Flutter Developer
-
UI Frameworks and Rendering Catalog dimension db id 115
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Flutter UI Framework
flutter-ui-framework
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- Dart (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- Dart Team
- License
- bsd
- Year introduced
- 2011
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Dart is widely used in Flutter mobile/web jobs and appears regularly in JDs; Google continues active support and ecosystem growth, indicating broad hiring demand rather than niche use.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 96
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cross-Platform App Languages Catalog dimension db id 167
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer
-
Dart Programming Catalog dimension db id 311
Library dimension (catalog)
Roles linked in library: Flutter Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Dart Programming
dart-programming
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Bloc (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- State Management Framework
- Vendor
- Felix Angelov
- License
- mit
- Year introduced
- 2018
- Confidence
- 0.90
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Bloc is widely listed in Flutter job descriptions and has strong GitHub/community adoption as a standard state-management choice alongside Provider/Riverpod.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 2090
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Screen Navigation and State Catalog dimension db id 83
Library dimension (catalog)
Roles linked in library: Android Developer, Flutter Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Native Mobile Developer, React Native Developer, iOS Developer
-
State Management Patterns Catalog dimension db id 116
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Flutter Developer, Frontend Developer, Ionic Developer, React Frontend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Screen Navigation and State
screen-navigation-and-state
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
State Management Patterns
state-management-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Riverpod (CANONICAL) primary
- flutter_riverpod (VERSION)
- flutter_riverpod 2 (VERSION)
- flutter_riverpod v2 (VERSION)
- riverpod 2 (VERSION)
- riverpod v2 (VERSION)
- riverpod2 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- State Management Framework
- Vendor
- Remi Rousselet
- License
- mit
- Year introduced
- 2020
- Confidence
- 0.90
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Riverpod appears in Flutter job postings and package adoption is growing on pub.dev/GitHub, but it is not yet as universal in JDs as Provider/BLoC or core Flutter skills.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- EMERGING
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 2090
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Screen Navigation and State Catalog dimension db id 83
Library dimension (catalog)
Roles linked in library: Android Developer, Flutter Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Native Mobile Developer, React Native Developer, iOS Developer
-
State Management Patterns Catalog dimension db id 116
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Flutter Developer, Frontend Developer, Ionic Developer, React Frontend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Screen Navigation and State
screen-navigation-and-state
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
State Management Patterns
state-management-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- MVVM (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Architecture
- Sub-category
- Presentation Architecture
- Confidence
- 0.95
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: MVVM is widely used in mobile and desktop JDs, especially Android, WPF, and SwiftUI ecosystems; it remains a common hiring keyword rather than a sunset pattern.
Skill profile (library / DB)
- Skill nature
- PATTERN
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 1
- Sub-category id
- 662
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
App Architecture and Dependency Injection Catalog dimension db id 94
Library dimension (catalog)
Roles linked in library: Android Developer, iOS Developer
-
Mobile Architecture and Code Organization Catalog dimension db id 170
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer, React Native Developer
-
Native Mobile App Architecture and Dependency Injection Catalog dimension db id 273
Library dimension (catalog)
Roles linked in library: Native Mobile Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Mobile Architecture and Code Organization
mobile-architecture-and-code-organization
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Native Mobile App Architecture and Dependency Injection
native-mobile-app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- MVC (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Architecture
- Sub-category
- Model View Controller
- Year introduced
- 1979
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: MVC remains a standard web/app architecture in many job descriptions and frameworks (e.g., ASP.NET MVC, Spring MVC, Rails), with no vendor sunset or replacement making it obsolete.
Skill profile (library / DB)
- Skill nature
- PATTERN
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 1
- Sub-category id
- 2462
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
ASP.NET Core Web Frameworks Catalog dimension db id 363
Library dimension (catalog)
Roles linked in library: .NET Backend Developer
-
App Architecture and Dependency Injection Catalog dimension db id 94
Library dimension (catalog)
Roles linked in library: Android Developer, iOS Developer
-
Application Architecture and Code Organization Catalog dimension db id 220
Library dimension (catalog)
Roles linked in library: Fullstack Developer
-
Native Mobile App Architecture and Dependency Injection Catalog dimension db id 273
Library dimension (catalog)
Roles linked in library: Native Mobile Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
ASP.NET Core Web Frameworks
asp-net-core-web-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Application Architecture and Code Organization
application-architecture-and-code-organization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Native Mobile App Architecture and Dependency Injection
native-mobile-app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- REST (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Api Architecture Style
- Year introduced
- 2000
- Confidence
- 0.88
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: REST is a default API architecture in many job descriptions and is widely supported by major vendors/frameworks; OpenAPI and RESTful endpoints remain standard in hiring pipelines.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 2122
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
API Design and Contracts Catalog dimension db id 3
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer
-
API Interface and Contract Design Catalog dimension db id 289
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
-
Integration Protocols & Standards Catalog dimension db id 271
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Standards & Protocols Compliance Catalog dimension db id 452
Library dimension (catalog)
Roles linked in library: Sitecore Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
API Design and Contracts
api-design-and-contracts
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Integration Protocols & Standards
integration-protocols-standards
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Standards & Protocols Compliance
standards-protocols-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- SQLite (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Datastore
- Sub-category
- Embedded Relational Datastore
- Vendor
- SQLite Consortium
- License
- other_open
- Year introduced
- 2000
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: SQLite appears in many job descriptions for mobile, embedded, and local-first apps; it’s a standard embedded relational datastore with strong GitHub usage and no vendor sunset or replacement trend.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 3
- Sub-category id
- 2714
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Local Persistence and Offline Behavior Catalog dimension db id 85
Library dimension (catalog)
Roles linked in library: Android Developer, Flutter Developer, Hybrid Mobile Developer, Native Mobile Developer, React Native Developer, iOS Developer
-
Offline Storage and Sync Catalog dimension db id 378
Library dimension (catalog)
Roles linked in library: Ionic Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Local Persistence and Offline Behavior
local-persistence-and-offline-behavior
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Offline Storage and Sync
offline-storage-and-sync
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Hive (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Datastore
- Sub-category
- Local Key Value Store
- Vendor
- Apache Software Foundation
- License
- apache_2
- Year introduced
- 2010
- Confidence
- 0.90
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Hive appears in Flutter/mobile JDs and package docs, but JD volume is far below SQLite/Realm and it’s mainly used for local key-value storage in Flutter apps.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 3
- Sub-category id
- 2242
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Local Persistence and Offline Behavior Catalog dimension db id 85
Library dimension (catalog)
Roles linked in library: Android Developer, Flutter Developer, Hybrid Mobile Developer, Native Mobile Developer, React Native Developer, iOS Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Local Persistence and Offline Behavior
local-persistence-and-offline-behavior
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- Git (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Tool
- Sub-category
- Version Control Tool
- Vendor
- Linus Torvalds
- License
- gpl_v2
- Year introduced
- 2005
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Git is a hiring-pipeline staple: it appears in the vast majority of software engineering job descriptions and is the default VCS on GitHub/GitLab/Bitbucket.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 13
- Sub-category id
- 730
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Google Play Store (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- App Distribution Platform
- Vendor
- License
- proprietary
- Year introduced
- 2012
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Google Play Store is a standard Android app distribution channel and appears in many mobile app JDs for release, publishing, and store optimization; it remains the default marketplace rather than a niche tool.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 347
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Mobile Vendor Platforms Catalog dimension db id 172
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Mobile Vendor Platforms
mobile-vendor-platforms
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- Apple App Store (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- App Distribution Platform
- Vendor
- Apple Inc.
- License
- proprietary
- Year introduced
- 2008
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Broadly used app distribution platform; App Store review and release management appear in many iOS job descriptions and are a standard requirement for shipping Apple apps.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 347
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Mobile Vendor Platforms Catalog dimension db id 172
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Mobile Vendor Platforms
mobile-vendor-platforms
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- Code Review (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- SoftSkill
- Sub-category
- Code Review
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Code review is a standard hiring-pipeline requirement in engineering JDs and is built into major platforms like GitHub/GitLab pull-request workflows, indicating broad adoption.
Skill profile (library / DB)
- Skill nature
- PRACTICE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 58
- Sub-category id
- 364
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
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 |
|---|---|---|---|---|---|---|
| Flutter | in_db |
Flutter UI Framework
flutter-ui-framework
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Flutter | in_db |
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Dart | in_db |
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Dart | in_db |
Dart Programming
dart-programming
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Bloc | in_db |
Screen Navigation and State
screen-navigation-and-state
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Bloc | in_db |
State Management Patterns
state-management-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Riverpod | in_db |
Screen Navigation and State
screen-navigation-and-state
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Riverpod | in_db |
State Management Patterns
state-management-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| MVVM | in_db |
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| MVVM | in_db |
Mobile Architecture and Code Organization
mobile-architecture-and-code-organization
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| MVVM | in_db |
Native Mobile App Architecture and Dependency Injection
native-mobile-app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| MVC | in_db |
ASP.NET Core Web Frameworks
asp-net-core-web-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| MVC | in_db |
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| MVC | in_db |
Application Architecture and Code Organization
application-architecture-and-code-organization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| MVC | in_db |
Native Mobile App Architecture and Dependency Injection
native-mobile-app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
API Design and Contracts
api-design-and-contracts
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
Integration Protocols & Standards
integration-protocols-standards
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
Standards & Protocols Compliance
standards-protocols-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| SQLite | in_db |
Local Persistence and Offline Behavior
local-persistence-and-offline-behavior
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| SQLite | in_db |
Offline Storage and Sync
offline-storage-and-sync
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Hive | in_db |
Local Persistence and Offline Behavior
local-persistence-and-offline-behavior
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Git | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Google Play Store | in_db |
Mobile Vendor Platforms
mobile-vendor-platforms
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Apple App Store | in_db |
Mobile Vendor Platforms
mobile-vendor-platforms
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Code Review | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "At Techmax Technologies, we\u2019re driving",
"last_5_words": "that push the industry forward."
},
"text": "At Techmax Technologies, we\u2019re driving transformation in the automotive industry with advanced analytics and CX innovations. Since 2020, we\u2019ve empowered dealerships and automotive businesses with data-driven ecosystems that boost innovation, efficiency, and growth. Our mission is centered on three pillars: Realize, Reinvent, and Revolutionize \u2014 turning complex data into strategic decisions that push the industry forward.",
"word_count": 64
},
"certifications": [],
"company_name": "Techmax Technologies",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Automotive",
"Auto-Tech"
],
"domain": "Automotive \u0026 Mobility"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 5,
"raw": "5+ years of professional experience in mobile app development"
},
"job_locations": [
{
"aliases": [
"Cochin"
],
"city": "Kochi",
"country": "India",
"state": null,
"work_mode": "remote"
}
],
"role": "Flutter Developer",
"role_aliases": [
"Mobile Developer",
"Flutter Engineer",
"Dart Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 5+ years of professional experience",
"last_5_words": "and a collaborative mindset"
},
"text": "\u2022 5+ years of professional experience in mobile app development, with at least 3 years using Flutter\n\u2022 Strong proficiency in Dart\n\u2022 Deep understanding of Flutter architecture and design patterns (e.g., Bloc, Riverpod, MVVM, MVC)\n\u2022 Experience integrating third-party libraries and working with RESTful APIs\n\u2022 Proficient in working with local databases (e.g., SQLite, Hive) and handling push notifications\n\u2022 Strong knowledge of Git and version control workflows\n\u2022 Proven experience publishing apps to the Google Play Store and Apple App Store\n\u2022 Excellent communication skills and a collaborative mindset",
"word_count": 92
},
{
"bullet_count": 4,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Build robust and scalable mobile",
"last_5_words": "best practices and established design patterns"
},
"text": "\u2022 Build robust and scalable mobile applications using Flutter\n\u2022 Collaborate closely with backend developers and other team members\n\u2022 Participate in code reviews and mentor junior developers\n\u2022 Write clean, maintainable code following best practices and established design patterns",
"word_count": 48
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Flutter"
},
{
"is_primary": true,
"skill_name": "Dart"
},
{
"is_primary": true,
"skill_name": "Bloc"
},
{
"is_primary": true,
"skill_name": "Riverpod"
},
{
"is_primary": true,
"skill_name": "MVVM"
},
{
"is_primary": true,
"skill_name": "MVC"
},
{
"is_primary": true,
"skill_name": "REST"
},
{
"is_primary": true,
"skill_name": "SQLite"
},
{
"is_primary": true,
"skill_name": "Hive"
},
{
"is_primary": true,
"skill_name": "Git"
},
{
"is_primary": true,
"skill_name": "Google Play Store"
},
{
"is_primary": true,
"skill_name": "Apple App Store"
},
{
"is_primary": false,
"skill_name": "Code Review"
}
],
"jd_role": {
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"role_aliases": [
"Mobile Developer",
"Flutter Engineer",
"Dart Developer"
],
"role_archetype": "Engineering",
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},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
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"last_5_words": "that push the industry forward."
},
"text": "At Techmax Technologies, we\u2019re driving transformation in the automotive industry with advanced analytics and CX innovations. Since 2020, we\u2019ve empowered dealerships and automotive businesses with data-driven ecosystems that boost innovation, efficiency, and growth. Our mission is centered on three pillars: Realize, Reinvent, and Revolutionize \u2014 turning complex data into strategic decisions that push the industry forward.",
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},
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"domain": {
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"Automotive",
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],
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},
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},
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},
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{
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"Cochin"
],
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"work_mode": "remote"
}
],
"role": "Flutter Developer",
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"Mobile Developer",
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],
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{
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"heading": "Requirements",
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"source_marker": {
"first_5_words": "\u2022 5+ years of professional experience",
"last_5_words": "and a collaborative mindset"
},
"text": "\u2022 5+ years of professional experience in mobile app development, with at least 3 years using Flutter\n\u2022 Strong proficiency in Dart\n\u2022 Deep understanding of Flutter architecture and design patterns (e.g., Bloc, Riverpod, MVVM, MVC)\n\u2022 Experience integrating third-party libraries and working with RESTful APIs\n\u2022 Proficient in working with local databases (e.g., SQLite, Hive) and handling push notifications\n\u2022 Strong knowledge of Git and version control workflows\n\u2022 Proven experience publishing apps to the Google Play Store and Apple App Store\n\u2022 Excellent communication skills and a collaborative mindset",
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},
{
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"source_marker": {
"first_5_words": "\u2022 Build robust and scalable mobile",
"last_5_words": "best practices and established design patterns"
},
"text": "\u2022 Build robust and scalable mobile applications using Flutter\n\u2022 Collaborate closely with backend developers and other team members\n\u2022 Participate in code reviews and mentor junior developers\n\u2022 Write clean, maintainable code following best practices and established design patterns",
"word_count": 48
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "32a2276d-b9c0-48ab-b954-44f916399792",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
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},
{
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},
{
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},
{
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}
],
"kra_match_roles": [
{
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{
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"sentence": "Collaborate closely with backend developers and other team members",
"similarity": 0.7707
},
{
"kra_text": "integrate external APIs and data sources",
"sentence": "Experience integrating third-party libraries and working with RESTful APIs",
"similarity": 0.5366
},
{
"kra_text": "structure reusable application code",
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}
],
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},
{
"display_name": "React Native Developer",
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{
"kra_text": "maintain code quality",
"sentence": "Write clean, maintainable code following best practices and established design patterns",
"similarity": 0.6636
},
{
"kra_text": "Implement mobile screens and flows",
"sentence": "Build robust and scalable mobile applications using Flutter",
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},
{
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}
],
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"slug": "react-native-developer",
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},
{
"display_name": "Hybrid Mobile Developer",
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{
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"sentence": "Build robust and scalable mobile applications using Flutter",
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},
{
"kra_text": "Manages build configurations, code signing certificates, and app store release submissions for both Google Play and Apple App Store.",
"sentence": "Proven experience publishing apps to the Google Play Store and Apple App Store",
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},
{
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}
],
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},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
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},
{
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],
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},
{
"display_name": "Node.js Backend Developer",
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{
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},
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"kra_text": "code review and refactoring",
"sentence": "Participate in code reviews and mentor junior developers",
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},
{
"kra_text": "API design and request handling",
"sentence": "Experience integrating third-party libraries and working with RESTful APIs",
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}
],
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}
],
"skill_match_roles": [
{
"display_name": "Hybrid Mobile Developer",
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"matched_count": 9,
"matched_skills": [
"Apple App Store",
"Bloc",
"Dart",
"Flutter",
"Google Play Store",
"Hive",
"MVVM",
"Riverpod",
"SQLite"
],
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"slug": "hybrid-mobile-developer",
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},
{
"display_name": "iOS Developer",
"kra_matches": null,
"matched_count": 6,
"matched_skills": [
"Bloc",
"Hive",
"MVC",
"MVVM",
"Riverpod",
"SQLite"
],
"role_id": 6,
"score": 0.5,
"slug": "ios-engineer",
"total_count": 12
},
{
"display_name": "Android Developer",
"kra_matches": null,
"matched_count": 6,
"matched_skills": [
"Bloc",
"Hive",
"MVC",
"MVVM",
"Riverpod",
"SQLite"
],
"role_id": 4,
"score": 0.5,
"slug": "android-engineer",
"total_count": 12
},
{
"display_name": "Flutter Developer",
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"matched_count": 6,
"matched_skills": [
"Bloc",
"Dart",
"Flutter",
"Hive",
"Riverpod",
"SQLite"
],
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"score": 0.5,
"slug": "flutter-developer",
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},
{
"display_name": "Native Mobile Developer",
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"matched_count": 6,
"matched_skills": [
"Bloc",
"Hive",
"MVC",
"MVVM",
"Riverpod",
"SQLite"
],
"role_id": 75,
"score": 0.5,
"slug": "native-mobile-developer",
"total_count": 12
}
]
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "A",
"chosen_role": {
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"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 1.0,
"slug": "hybrid-mobile-developer",
"total_count": null
},
"confidence": 0.95,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Multi-alias tie (4 roles at 1.0) resolved by TIER_B_TITLE: Flutter Developer",
"sub_role": {
"confidence": 0.95,
"display_name": "Flutter Developer",
"reasoning": "hoisted from chosen leaf (case=A)",
"role_id": 74,
"slug": "flutter-developer"
}
},
"stage5_updates": null
}
API 2 — extract-details
{
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{
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"alias_persisted": false,
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"input_term": "Flutter",
"matched_canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "flutter",
"sub_category_id": 341,
"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": 1652,
"existing_alias_text": "Dart",
"input_term": "Dart",
"matched_canonical": {
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"display_name": "Dart",
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "dart",
"sub_category_id": 96,
"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": 4170,
"existing_alias_text": "Bloc",
"input_term": "Bloc",
"matched_canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "bloc",
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"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": 2542,
"existing_alias_text": "Riverpod",
"input_term": "Riverpod",
"matched_canonical": {
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"skill_nature": "FRAMEWORK",
"slug": "riverpod",
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"typical_lifespan": "EVERGREEN",
"volatility": "EMERGING"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
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"existing_alias_text": "MVVM",
"input_term": "MVVM",
"matched_canonical": {
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"skill_nature": "PATTERN",
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},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
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},
"matched_via": "alias"
},
{
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"existing_alias_text": "REST",
"input_term": "REST",
"matched_canonical": {
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"skill_nature": "CONCEPT",
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},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
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"existing_alias_text": "SQLite",
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},
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{
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},
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{
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},
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},
{
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{
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},
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{
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},
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],
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{
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},
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{
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{
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{
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}
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}
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{
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}
]
},
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{
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{
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{
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},
{
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},
{
"display_name": "Scala Backend Developer",
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}
]
},
{
"dimension": {
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},
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{
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}
]
},
{
"dimension": {
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"display_name": "Standards \u0026 Protocols Compliance",
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"rationale": "Encompasses key web and data standards, protocols, and compliance requirements relevant to Sitecore implementations.",
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},
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{
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}
]
}
],
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},
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}
],
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},
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{
"dimension": {
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},
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{
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{
"display_name": "Flutter Developer",
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]
},
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},
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]
}
],
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},
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],
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},
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},
{
"display_name": "Flutter Developer",
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},
{
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},
{
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},
{
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},
{
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}
]
}
],
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},
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],
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},
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{
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},
{
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}
],
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},
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{
"dimension": {
"difficulty_hint": "well_known",
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},
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]
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],
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},
{
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{
"alias_text": "Apple App Store",
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}
],
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"display_name": "Apple App Store",
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
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{
"dimension": {
"difficulty_hint": "well_known",
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"source": "db"
},
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{
"display_name": "Hybrid Mobile Developer",
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}
]
}
],
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},
{
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{
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}
],
"canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "PRACTICE",
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},
"dimensions": [
{
"dimension": {
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},
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}
],
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}
],
"unmatched_skills": []
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": "Multi-alias tie (4 roles at 1.0) resolved by TIER_B_TITLE: Flutter Developer",
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Flutter",
"tag": "in_db"
},
{
"skill": "Dart",
"tag": "in_db"
},
{
"skill": "Bloc",
"tag": "in_db"
},
{
"skill": "Riverpod",
"tag": "in_db"
},
{
"skill": "MVVM",
"tag": "in_db"
},
{
"skill": "MVC",
"tag": "in_db"
},
{
"skill": "REST",
"tag": "in_db"
},
{
"skill": "SQLite",
"tag": "in_db"
},
{
"skill": "Hive",
"tag": "in_db"
},
{
"skill": "Git",
"tag": "in_db"
},
{
"skill": "Google Play Store",
"tag": "in_db"
},
{
"skill": "Apple App Store",
"tag": "in_db"
},
{
"skill": "Code Review",
"tag": "in_db"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
"chosen_role_id": 11,
"dimension": {
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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.