Pipeline run
3252308b-0281-4a0d-9d97-8c111ccac365
Pipeline LLM cost (USD)
API 1: $0.0108
API 2: $0.0000
API 3: $0.0000
Total: $0.0108
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: jd · tech_stack_maturity: jd
Nature of work
· Backend API and auth integration
Build and maintain Flutter mobile app features, integrate RESTful APIs and third-party services, and work with designers/devs on UI, code quality, testing, and bug/performance fixes.
"Integrate RESTful APIs and third-party services into the application."
Tech stack maturity
Mainstream Modern
Dart and Flutter with REST are common modern mobile development technologies, and while contemporary, they are not typically classified as cloud-native or bleeding-edge.
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 (5)
Flutter
Dart
REST
Git
SQL
Skill cluster (4 dimension groups, role-scoped)
Cross-Platform App Languages
Dart
Integration Protocols & Standards
REST
UI Frameworks and Rendering
Flutter
Cross-cutting / unaligned
Git
SQL
Show KRA description ↓
• Collaborate with the development team to understand project requirements and objectives.
• Design, build, and maintain efficient, reusable, and reliable code using Flutter.
• Participate in code reviews and ensure code quality and standards are maintained.
• Work with UI/UX designers to implement design specifications and ensure the best user experience.
• Integrate RESTful APIs and third-party services into the application.
• Identify and troubleshoot bugs and performance issues.
• Participate in testing and quality assurance to ensure the application meets functional and performance requirements.
• Stay up-to-date with emerging trends and technologies in mobile application development.
• Experience in mobile application development using Flutter and Dart programming language.
• Solid understanding of Flutter and its widgets, animations, and state management.
• Proficient in developing applications with RESTful APIs.
• Experience with version control systems such as Git.
• Basic knowledge of database management and SQL.
• Strong analytical and problem-solving skills.
• Ability to work independently and as part of a team.
• Strong communication and interpersonal skills.
• Willingness to learn and stay up-to-date with emerging technologies in mobile application development.
Signals
Skill
fullstack-developer
0.67
Alias
—
—
KRA
react-native-developer
0.64
Post-classification
Centroidupdated · n=77
Alias collision log—
New-role queue—
New skills captured0
New KRA capturedyes
Captured for admin review
R&R fragment (sim 0.00)
↔
Hybrid Mobile Developer
pending
• Collaborate with the development team to understand project requirements and objectives. • Design, build, and maintain efficient, reusable, and reliable code using Flutter. • Participate in code rev…
Status:
completed
Created: 2026-05-27T16:52:02.313363Z
Updated: 2026-05-27T16:52:44.039047Z
API 3 duration: 20562 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
Hybrid Mobile Developer
→Flutter Developer
sub-role · 0.99 domain · Software Engineering CASE DOMAINslug: hybrid-mobile-developer · id: 11 · source: db · sub-role slug: flutter-developer
Domain=Software Engineering → sub-role flutter-developer; The JD is explicitly for Flutter mobile app development with Dart, REST APIs, and mobile UI implementation, which best matches the hybrid mobile developer role.
Matched skills
FlutterDartRESTful APIsthird-party serviceswidgetsanimationsstate managementGitSQLcode reviewstestingquality assurance
Matched dimensions
Mobile Application DevelopmentCross-Platform App DevelopmentUI/UX ImplementationAPI IntegrationCode Quality and TestingBug TroubleshootingVersion Control
Matched KRAs
Design, build, and maintain efficient, reusable, and reliable codeParticipate in code reviewsWork with UI/UX designers to implement design specificationsIntegrate RESTful APIs and third-party servicesIdentify and troubleshoot bugs and performance issuesParticipate in testing and quality assurance
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
Role - Flutter Developer Intern Compensation - 10k/Month Location - Work From Home Our Culture & Values We’d describe our culture as human, friendly, engaging, supportive, agile, and super collaborative. At Jethi Tech Solutions, our five values underpin everything we do; from the way we work, to how we delight and deliver to our customers. Our values are: #Human #Ownership #Team #Challenge and #Beautiful What makes a great team? A Diverse Team! Don’t be put off if you don’t tick all boxes; we know from research that candidates may not apply if they don’t feel they are 100% there yet; the essential experience we need is the ability to engage clients and build strong effective relationships. If you don’t tick the rest we would still love to talk. We’re committed to creating a diverse and inclusive culture. What you'll bring • Collaborate with the development team to understand project requirements and objectives. • Design, build, and maintain efficient, reusable, and reliable code using Flutter. • Participate in code reviews and ensure code quality and standards are maintained. • Work with UI/UX designers to implement design specifications and ensure the best user experience. • Integrate RESTful APIs and third-party services into the application. • Identify and troubleshoot bugs and performance issues. • Participate in testing and quality assurance to ensure the application meets functional and performance requirements. • Stay up-to-date with emerging trends and technologies in mobile application development. Requirements: • Experience in mobile application development using Flutter and Dart programming language. • Solid understanding of Flutter and its widgets, animations, and state management. • Proficient in developing applications with RESTful APIs. • Experience with version control systems such as Git. • Basic knowledge of database management and SQL. • Strong analytical and problem-solving skills. • Ability to work independently and as part of a team. • Strong communication and interpersonal skills. • Willingness to learn and stay up-to-date with emerging technologies in mobile application development. Why Jethi Tech Solutions? At Jethi Tech Solutions, we support many types of flexible working arrangements that allow you to balance your work, your life and your passions. We offer a great remuneration package with benefits that support a range of lifestyle choices and requirements and the opportunity to participate in Jethi Tech Solutions' success. Jethi Tech Solutions has rapidly expanding and our work environment encourages continuous improvement and career development. Our collaborative and inclusive culture is one we’re immensely proud of. We know that a diverse workforce is a strength that enables businesses, including ours, to better understand and serve customers, attract top talent and innovate successfully. So, from the moment you step through our doors, you’ll feel welcome and supported to do the best work of your life. Website - https://jethitech.com Location - India | USA | UAE
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Flutter
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Flutter
id=1041
· flutter
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)
Animation
Animations
BuildContext
Cross-Platform
Cupertino
Dart
Firebase Integration
Flutter CLI
Flutter Desktop
Flutter DevTools
Flutter Packages
Flutter SDK
Flutter Web
Hot Reload
Material Design
Pub.dev
Responsive Design
State Management
Widget Tree
Widgets
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 |
Dart
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Dart
id=1037
· dart
Aliases — catalog
- Dart (CANONICAL) primary
Context tags (catalog)
BLoC
Dart SDK
Dart VM
DartPad
Flutter
Flutter widgets
Futures
GetX
Hot Reload
Isolate
Isolates
JSON serialization
Riverpod
Streams
async
functional programming
null safety
object-oriented
package
package manager
pub.dev
widget
widgets
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) |
REST
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: REST
id=11
· rest
Aliases — catalog
- REST (CANONICAL) primary
Context tags (catalog)
API
API design
API versioning
CRUD
DELETE
GET
HATEOAS
HTTP
JSON
OAuth
OAuth2
OpenAPI
POST
PUT
Postman
RESTful
Swagger
URI
Webhooks
XML
authentication
client-server
content negotiation
endpoint
endpoints
middleware
resource
resource-oriented
serialization
stateless
status codes
versioning
web services
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, 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: Engineering Manager, 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) |
Git
Secondary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Git
id=1002
· git
Aliases — catalog
- Git (CANONICAL)
Context tags (catalog)
CI/CD
GitHub
GitLab
branching
checkout
clone
commit
fork
merging
pull request
rebase
remote
repository
stash
versioning
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) |
SQL
Secondary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: SQL
id=101
· sql
Aliases — catalog
- SQL (CANONICAL) primary
Context tags (catalog)
ACID
CTE
DDL
DML
ETL
JOIN
MySQL
NoSQL
OLAP
ORM
PostgreSQL
SQL injection
SQLite
T-SQL
data modeling
data warehousing
database normalization
execution plan
indexing
joins
normalization
query optimization
stored procedures
subquery
transaction isolation
transaction management
window functions
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Query Language
- Vendor
- ANSI
- License
- unknown
- Year introduced
- 1974
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: SQL appears in a large share of data, backend, and analytics job descriptions and remains the default query language for PostgreSQL, MySQL, and cloud warehouses like Snowflake/BigQuery.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 97
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Pega Programming Languages & DSLs Catalog dimension db id 267
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Programming Languages & DSLs Catalog dimension db id 475
Library dimension (catalog)
Roles linked in library: Engineering Manager
-
Programming Languages for Data Work Catalog dimension db id 21
Library dimension (catalog)
Roles linked in library: Data Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | 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) | |
| 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) | |
| Git | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| SQL | in_db |
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| SQL | in_db |
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| SQL | in_db |
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleFlutter Developer Intern
CompanyJethi Tech Solutions
CTC{'max': 10, 'min': 10, 'raw': '10k/Month', 'period': 'monthly', 'currency': 'INR'}
DomainIT Services & Consulting
Location
India
(remote)
JD type
pass
Show raw JSON
{
"JD_type": "pass",
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"source_marker": {
"first_5_words": "At Jethi Tech Solutions, we",
"last_5_words": "continuous improvement and career development."
},
"text": "At Jethi Tech Solutions, we support many types of flexible working arrangements that allow you to balance your work, your life and your passions. We offer a great remuneration package with benefits that support a range of lifestyle choices and requirements and the opportunity to participate in Jethi Tech Solutions\u0027 success. Jethi Tech Solutions has rapidly expanding and our work environment encourages continuous improvement and career development.",
"word_count": 64
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],
"role": "Flutter Developer Intern",
"role_aliases": [
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"Dart Developer Intern"
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"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "What you\u0027ll bring",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Collaborate with the development",
"last_5_words": "emerging trends and technologies in"
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"text": "\u2022 Collaborate with the development team to understand project requirements and objectives.\n\u2022 Design, build, and maintain efficient, reusable, and reliable code using Flutter.\n\u2022 Participate in code reviews and ensure code quality and standards are maintained.\n\u2022 Work with UI/UX designers to implement design specifications and ensure the best user experience.\n\u2022 Integrate RESTful APIs and third-party services into the application.\n\u2022 Identify and troubleshoot bugs and performance issues.\n\u2022 Participate in testing and quality assurance to ensure the application meets functional and performance requirements.\n\u2022 Stay up-to-date with emerging trends and technologies in mobile application development.",
"word_count": 88
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{
"bullet_count": 9,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Experience in mobile application",
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},
"text": "\u2022 Experience in mobile application development using Flutter and Dart programming language.\n\u2022 Solid understanding of Flutter and its widgets, animations, and state management.\n\u2022 Proficient in developing applications with RESTful APIs.\n\u2022 Experience with version control systems such as Git.\n\u2022 Basic knowledge of database management and SQL.\n\u2022 Strong analytical and problem-solving skills.\n\u2022 Ability to work independently and as part of a team.\n\u2022 Strong communication and interpersonal skills.\n\u2022 Willingness to learn and stay up-to-date with emerging technologies in mobile application development.",
"word_count": 104
}
],
"urls": [
{
"type": "website",
"url": "https://jethitech.com"
}
]
}
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": "REST"
},
{
"is_primary": false,
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},
{
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}
],
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"role_aliases": [
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"slug": ""
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"nano_parsed": {
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API 2 — extract-details
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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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}
API 3 — final-role-output
{
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"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Flutter",
"tag": "in_db"
},
{
"skill": "Dart",
"tag": "in_db"
},
{
"skill": "REST",
"tag": "in_db"
},
{
"skill": "Git",
"tag": "in_db"
},
{
"skill": "SQL",
"tag": "in_db"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
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},
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"input_skill": "Flutter",
"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": [
{
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"role_archetype": "Engineering",
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}
],
"skill_dimension_saved": true,
"skill_id": 1041,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 11,
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},
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"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 Developer",
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},
{
"display_name": "Fullstack Developer",
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"slug": "full-stack-engineer",
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},
{
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},
{
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"slug": "hybrid-mobile-developer",
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},
{
"display_name": "Ionic Developer",
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"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
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"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
],
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