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Pipeline run

850d8c3d-bcd1-4239-b72e-7245989363c2

Pipeline LLM cost (USD)

API 1: $0.0099 API 2: $0.0002 API 3: $0.0000 Total: $0.0101

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

SPARSE JD role baseline loaded sources · ai_index: role_baseline · 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

The skill mix centers on Flutter, Android, iOS, REST, SQL/SQLite, and MySQL, which indicates a widely adopted mobile development stack that is modern but not cutting-edge cloud-native.

AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)

1.00 / 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 (17)

Flutter iOS Android SOAP REST JSON GSON MySQL SQLite Realm Flutter SDK DBMS SQL Data Structures Algorithms Complexity Theory Google Play Store

Skill cluster (7 dimension groups, role-scoped)

Integration Protocols & Standards

SOAP REST

Local Persistence and Offline Behavior

SQLite Realm

API Interface and Contract Design

JSON

Mobile Vendor Platforms

Google Play Store

Relational Database Usage

MySQL

UI Frameworks and Rendering

Flutter

Cross-cutting / unaligned

iOS Android GSON Flutter SDK DBMS SQL Data Structures Algorithms Complexity Theory

Signals

Skill full-stack-engineer

0.25

Alias —

—

KRA hybrid-mobile-developer

0.48

Post-classification

Centroidupdated · n=35

Alias collision log—

New-role queue—

New skills captured4

New KRA captured—

Captured for admin review

GSON primary ↔ Hybrid Mobile Developer pending

Flutter SDK primary ↔ Hybrid Mobile Developer pending

DBMS primary ↔ Hybrid Mobile Developer pending

Complexity Theory primary ↔ Hybrid Mobile Developer pending

Status: completed Created: 2026-05-27T14:35:33.438451Z Updated: 2026-06-12T17:33:41.363790Z API 3 duration: 70734 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 DOMAIN

slug: hybrid-mobile-developer · id: 11 · source: db · sub-role slug: flutter-developer

Domain=Software Engineering → sub-role flutter-developer; The JD is explicitly centered on Flutter-based cross-platform mobile app development for iOS and Android, including mobile web services and app publishing, which best matches Hybrid Mobile Developer.

Matched skills

Flutter widgetsiOSAndroidweb servicesSOAPRESTJSONGSONplay-store publishingdistributionthird-party librariesAPIsMySQLSQLliteRealMFlutter SDKDBMSSQLdata structuresalgorithms

Matched dimensions

Cross-platform mobile app developmentFlutter UI implementationMobile API integrationApp store publishing and distributionMobile database integration

Matched KRAs

Build mobile applications that utilize web servicesKnowledge on play-store publishing & distributionExperience with third-party libraries and APIsStrong knowledge on Flutter widgets for iOS and Android

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

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

Must have strong knowledge on Flutter widgets for iOS and Android.

Experience in building mobile applications that utilizes web services (SOAP / REST / JSON / GSON).

Knowledge on play-store publishing & distribution.

Experience with third-party libraries and APIs.

Good knowledge of database (MySQL, SQLlite, RealM).

Experience

between 1-3 years.

Key Skills

Flutter SDK, Good understanding of DBMS, SQL, data structures, algorithms & complexity.

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: Google
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

iOS Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: iOS id=1594 · ios

Aliases — catalog

iOS (CANONICAL)

Context tags (catalog)

App Store Auto Layout Cocoa Touch CocoaPods Core Data MVVM Objective-C Push Notifications RESTful APIs Swift SwiftUI TestFlight UIKit Xcode iCloud

Stored enrichment (catalog DB)

Category: Platform
Sub-category: Mobile Operating Platform
Vendor: Apple Inc.
License: proprietary
Year introduced: 2007
Confidence: 0.93
Version strategy: NOT_APPLICABLE

Maturity reasoning: iOS is a mainstream mobile platform with high JD volume for Swift/iOS roles across consumer and enterprise apps; Apple continues active platform support and releases, indicating broad adoption rather than niche use.

Skill profile (library / DB)

Skill nature: PLATFORM
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 9
Sub-category id: 1200
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)

Android Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Android id=1595 · android

Aliases — catalog

Android (CANONICAL)

Context tags (catalog)

API Level Android SDK Android Studio Firebase Gradle Java Jetpack Kotlin LiveData MVVM Material Design RecyclerView Retrofit Room XML

Stored enrichment (catalog DB)

Category: Platform
Sub-category: Mobile Platform
Vendor: Google
License: apache_2
Year introduced: 2008
Confidence: 0.95
Version strategy: NOT_APPLICABLE

Maturity reasoning: Android appears in large volumes of mobile job postings and remains a standard platform in hiring pipelines; Google continues active platform releases and OEM ecosystem support, indicating broad adoption.

Skill profile (library / DB)

Skill nature: PLATFORM
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 9
Sub-category id: 1201
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)

SOAP Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: SOAP id=70 · soap

Aliases — catalog

SOAP (CANONICAL) primary

Context tags (catalog)

API Apache CXF Axis2 Binding Endpoint Envelope Fault Fault Handling HTTP Interoperability JAX-WS Message Message Exchange Message Exchange Pattern REST RPC SOAP 1.1 SOAP 1.2 SOAP API SOAP Envelope SOAP Fault SOAP Header SOAP UI SOAP client SOAP envelope SOAP message SOAP server SOAPAction SOAPUI Security Service Contract Service-Oriented Architecture Service-oriented Architecture Transport Protocols UDDI WS-Addressing WS-Security WSDL Web Services Web Services Security XML XML Schema XSD binding endpoint fault handling message exchange pattern serialization service-oriented architecture transport protocol web services

Stored enrichment (catalog DB)

Category: Protocol
Sub-category: Api Protocol
Year introduced: 1998
Confidence: 0.97
Version strategy: NOT_APPLICABLE

Maturity reasoning: SOAP still appears in enterprise/legacy integration JDs, but far less than REST/GraphQL; many vendors and docs position REST/JSON as the default for new APIs, indicating a narrow, legacy-heavy market signal.

Skill profile (library / DB)

Skill nature: PROTOCOL
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 10
Sub-category id: 2347
Extractable: True
Also category: False

Dimensions (API 2 worklist)

External System Integrations Catalog dimension db id 14

Library dimension (catalog)

Roles linked in library: .NET Backend Developer, Backend Developer, Drupal Dev, Java 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
External System Integrations external-system-integrations	✓	—	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)

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
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)

JSON Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: JSON id=1984 · json

Aliases — catalog

JSON (CANONICAL) primary

Context tags (catalog)

AJAX API JSON Schema JSON-LD JSONP JavaScript NoSQL REST configuration data binding data format data interchange data structure deserialization interoperability key-value pairs lightweight object notation schema serialization text-based

Stored enrichment (catalog DB)

Category: Format
Sub-category: Data Interchange Format
Confidence: 0.99
Version strategy: NOT_APPLICABLE

Maturity reasoning: JSON is a default data interchange format in APIs and web stacks; it appears in a very high volume of job descriptions and is supported by every major language/runtime.

Skill profile (library / DB)

Skill nature: STANDARD
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 4
Sub-category id: 1457
Extractable: True
Also category: False

Dimensions (API 2 worklist)

API Integration and Data Fetching Catalog dimension db id 127

Library dimension (catalog)

Roles linked in library: Angular Frontend Developer, Frontend Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web 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

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
API Integration and Data Fetching api-integration-and-data-fetching	✓	—	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)

GSON Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Data Engineering Tools
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Google Play Store Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Google Play Store id=1086 · google-play-store

Aliases — catalog

Google Play Store (CANONICAL) primary

Context tags (catalog)

APK ASO Android apps Google Play Console Play Store policies analytics app distribution app monetization app optimization app updates beta testing developer account in-app purchases user acquisition user reviews

Stored enrichment (catalog DB)

Category: Platform
Sub-category: App Distribution Platform
Vendor: Google
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

MySQL Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: MySQL id=17 · mysql

Aliases — catalog

MySQL (CANONICAL) primary

Context tags (catalog)

ACID ACID compliance Backup Data Warehousing Database Design ER Diagrams EXPLAIN Indexes InnoDB JOIN Joins MyISAM Normalization PHPMyAdmin Query Optimization Replication SQL SQL queries Stored Procedures Transactions Triggers backup backup and restore backup strategies data modeling data normalization database design database normalization database schema foreign keys indexes indexing joins master-slave normalization performance tuning query optimization read replicas replication schema design schema management sharding stored procedures transaction isolation transaction management transactions triggers

Stored enrichment (catalog DB)

Category: Datastore
Sub-category: Relational Database
Vendor: Oracle Corporation
License: gpl_v2
Year introduced: 1995
Confidence: 0.99
Version strategy: NOT_APPLICABLE

Maturity reasoning: MySQL appears in a large share of backend/DB job descriptions and remains a standard managed offering across AWS RDS, Cloud SQL, and Azure Database, indicating broad hiring-pipeline demand.

Skill profile (library / DB)

Skill nature: TOOL
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 3
Sub-category id: 29
Extractable: True
Also category: False

Dimensions (API 2 worklist)

Relational Data Modeling Catalog dimension db id 216

Library dimension (catalog)

Roles linked in library: Fullstack Developer, Fullstack Developer, PHP Backend Developer
Relational Database Design Catalog dimension db id 4

Library dimension (catalog)

Roles linked in library: .NET Backend Developer, Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
Relational Database Usage Catalog dimension db id 371

Library dimension (catalog)

Roles linked in library: Go Backend Developer

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
Relational Data Modeling relational-data-modeling	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Relational Database Design relational-database-design	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Relational Database Usage relational-database-usage	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

SQLite Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: SQLite id=460 · sqlite

Aliases — catalog

SQLite (CANONICAL) primary

Context tags (catalog)

ACID FTS5 JSON1 ORM SQL SQL commands SQLAlchemy SQLCipher SQLite Manager SQLite3 VACUUM WAL mode backup cross-platform data integrity data persistence data types database embedded embedded database file-based foreign key foreign keys in-memory database indexing lightweight local storage migration mobile app pragma query schema transaction transactions

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)

Realm Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Realm id=461 · realm

Aliases — catalog

Realm (CANONICAL) primary

Context tags (catalog)

CRUD operations Kotlin Mobile Database MongoDB Atlas Device Sync NoSQL Object Database React Native Realm Database Realm Java Realm Kotlin Realm Object Realm Studio Realm Swift Realm Sync Swift cross-platform data encryption data modeling data persistence data synchronization live objects local data local persistence local storage mobile app storage mobile database multi-threading multithreading object mapping object storage object-oriented offline support offline sync offline-first performance optimization query language queryable objects reactive programming real-time updates schema migration sync conflict resolution thread confinement

Stored enrichment (catalog DB)

Category: Datastore
Sub-category: Object Database
Vendor: Realm
License: apache_2
Year introduced: 2014
Confidence: 0.96
Version strategy: NOT_APPLICABLE

Maturity reasoning: Realm appears in mobile/backend JDs far less than SQLite/PostgreSQL; market signal is its niche use in legacy React Native/Android apps, while MongoDB has shifted focus to Atlas Device Sync and announced deprecation of the standalone Realm SDK path.

Skill profile (library / DB)

Skill nature: TOOL
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 3
Sub-category id: 327
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

Flutter SDK Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Web Frameworks
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

DBMS Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: RDBMS id=1355 · rdbms

Aliases — catalog

RDBMS (CANONICAL)

Context tags (catalog)

ACID ER diagrams SQL backup and recovery data integrity data modeling database tuning foreign keys indexes joins normalization query optimization schema design stored procedures transactions views

Stored enrichment (catalog DB)

Category: Datastore
Sub-category: Relational Database Management System
Confidence: 0.98
Version strategy: NOT_APPLICABLE

Maturity reasoning: RDBMS is a core requirement in many job descriptions across backend, data, and DBA roles; PostgreSQL, MySQL, and SQL Server remain standard enterprise stacks.

Skill profile (library / DB)

Skill nature: TOOL
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 3
Sub-category id: 1023
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	—	—	Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed

SQL Primary 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 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 for Data Work programming-languages-for-data-work	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Data Structures Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Data Structures id=1003 · data-structures

Aliases — catalog

Data Structures (CANONICAL)

Context tags (catalog)

Big O notation arrays binary search complexity analysis dynamic programming graphs hash tables linked lists memory management queues recursion searching algorithms sorting algorithms stacks trees

Stored enrichment (catalog DB)

Category: Concept
Sub-category: Data Structures
Confidence: 0.98
Version strategy: NOT_APPLICABLE

Maturity reasoning: Core CS concept in nearly all software engineering JDs and interview loops; widely taught and expected across roles, with no sunset or replacement signal.

Skill profile (library / DB)

Skill nature: CONCEPT
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 2
Sub-category id: 731
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)

Algorithms Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Algorithms id=1004 · algorithms

Aliases — catalog

Algorithms (CANONICAL)

Context tags (catalog)

Big O notation backtracking binary trees breadth-first search complexity analysis data structures depth-first search divide and conquer dynamic programming graph algorithms greedy algorithms hashing recursion search algorithms sorting algorithms

Stored enrichment (catalog DB)

Category: Concept
Sub-category: Algorithms
Confidence: 0.98
Version strategy: NOT_APPLICABLE

Maturity reasoning: Algorithms are a core hiring staple in software JDs and interview loops across FAANG and general SWE roles; they remain a standard CS curriculum topic rather than a niche tool or sunset technology.

Skill profile (library / DB)

Skill nature: CONCEPT
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 2
Sub-category id: 732
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)

Complexity Theory Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Conceptual Frameworks
Sub-category: general
Skill nature: CONCEPT
Volatility: STABLE
Typical lifespan: EVERGREEN
Version strategy: UNVERSIONED

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
iOS	in_db	React Frontend Development d_init_01	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Android	in_db	React Frontend Development d_init_01	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SOAP	in_db	External System Integrations external-system-integrations	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SOAP	in_db	Integration Protocols & Standards integration-protocols-standards	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SOAP	in_db	Standards & Protocols Compliance standards-protocols-compliance	✓	—	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)
JSON	in_db	API Integration and Data Fetching api-integration-and-data-fetching	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JSON	in_db	API Interface and Contract Design api-interface-and-contract-design	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JSON	in_db	Integration Protocols & Standards integration-protocols-standards	✓	—	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
MySQL	in_db	Relational Data Modeling relational-data-modeling	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
MySQL	in_db	Relational Database Design relational-database-design	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
MySQL	in_db	Relational Database Usage relational-database-usage	✓	—	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)
Realm	in_db	Local Persistence and Offline Behavior local-persistence-and-offline-behavior	✓	✓	Existing dimension (library) · Role↔dimension saved
DBMS	new	React Frontend Development d_init_01	—	—	Skipped — no persistable v3 meta for new skill	skill_not_in_db_v3_proposed
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 for Data Work programming-languages-for-data-work	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Data Structures	in_db	React Frontend Development d_init_01	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Algorithms	in_db	React Frontend Development d_init_01	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind	Detail	DB id
canonical_skill_proposed	GSON \| type=Data Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed	Flutter SDK \| type=Web Frameworks subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed	Complexity Theory \| type=Conceptual Frameworks subtype=general nature=CONCEPT lifespan=EVERGREEN
dimension_skill_link_proposed	DBMS ↔ React Frontend Development

nano JD Parser — gpt-4.1-nano click to toggle

JD type fail

Show raw JSON

{
  "JD_type": "fail",
  "archetype_override_applied": true,
  "archetype_override_matched_skills": [
    "Flutter widgets",
    "Algorithms",
    "Data Structures",
    "APIs",
    "Flutter",
    "MySQL",
    "iOS",
    "Android",
    "SQL",
    "SOAP",
    "Realm",
    "REST",
    "Widgets",
    "JSON"
  ],
  "role_archetype": "Engineering"
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Flutter"
    },
    {
      "is_primary": true,
      "skill_name": "iOS"
    },
    {
      "is_primary": true,
      "skill_name": "Android"
    },
    {
      "is_primary": true,
      "skill_name": "SOAP"
    },
    {
      "is_primary": true,
      "skill_name": "REST"
    },
    {
      "is_primary": true,
      "skill_name": "JSON"
    },
    {
      "is_primary": true,
      "skill_name": "GSON"
    },
    {
      "is_primary": false,
      "skill_name": "Google Play Store"
    },
    {
      "is_primary": true,
      "skill_name": "MySQL"
    },
    {
      "is_primary": true,
      "skill_name": "SQLite"
    },
    {
      "is_primary": true,
      "skill_name": "Realm"
    },
    {
      "is_primary": true,
      "skill_name": "Flutter SDK"
    },
    {
      "is_primary": true,
      "skill_name": "DBMS"
    },
    {
      "is_primary": true,
      "skill_name": "SQL"
    },
    {
      "is_primary": true,
      "skill_name": "Data Structures"
    },
    {
      "is_primary": true,
      "skill_name": "Algorithms"
    },
    {
      "is_primary": true,
      "skill_name": "Complexity Theory"
    }
  ],
  "jd_role": null,
  "nano_parsed": {
    "JD_type": "fail",
    "archetype_override_applied": true,
    "archetype_override_matched_skills": [
      "Flutter widgets",
      "Algorithms",
      "Data Structures",
      "APIs",
      "Flutter",
      "MySQL",
      "iOS",
      "Android",
      "SQL",
      "SOAP",
      "Realm",
      "REST",
      "Widgets",
      "JSON"
    ],
    "role_archetype": "Engineering"
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "850d8c3d-bcd1-4239-b72e-7245989363c2",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Hybrid Mobile Developer",
        "kra_matches": [
          {
            "kra_text": "Manages build configurations, code signing certificates, and app store release submissions for both Google Play and Apple App Store.",
            "sentence": "Knowledge on play-store publishing \u0026 distribution.",
            "similarity": 0.571
          },
          {
            "kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
            "sentence": "Must have strong knowledge on Flutter widgets for iOS and Android.",
            "similarity": 0.5061
          },
          {
            "kra_text": "Accesses native device capabilities including camera, location services, Bluetooth, and biometric authentication through React Native or Flutter plugins.",
            "sentence": "Flutter SDK, Good understanding of DBMS, SQL, data structures, algorithms \u0026 complexity.",
            "similarity": 0.3735
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 11,
        "score": 0.4835,
        "slug": "hybrid-mobile-developer",
        "total_count": null
      },
      {
        "display_name": "Android Developer",
        "kra_matches": [
          {
            "kra_text": "Prepares Android releases by managing build variants, ProGuard configurations, signing keystores, and Google Play Store submission requirements.",
            "sentence": "Knowledge on play-store publishing \u0026 distribution.",
            "similarity": 0.5507
          },
          {
            "kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
            "sentence": "Must have strong knowledge on Flutter widgets for iOS and Android.",
            "similarity": 0.4475
          },
          {
            "kra_text": "Implements local data persistence using Room database, DataStore, or SharedPreferences to support offline functionality and data caching.",
            "sentence": "Good knowledge of database (MySQL, SQLlite, RealM).",
            "similarity": 0.3515
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 4,
        "score": 0.4499,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
            "sentence": "Flutter SDK, Good understanding of DBMS, SQL, data structures, algorithms \u0026 complexity.",
            "similarity": 0.502
          },
          {
            "kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
            "sentence": "Good knowledge of database (MySQL, SQLlite, RealM).",
            "similarity": 0.4941
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Must have strong knowledge on Flutter widgets for iOS and Android.",
            "similarity": 0.3183
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.4382,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Writes database access logic including SQL queries, ORM mappings, stored procedures, and migration scripts for relational databases like PostgreSQL and MySQL.",
            "sentence": "Good knowledge of database (MySQL, SQLlite, RealM).",
            "similarity": 0.4832
          },
          {
            "kra_text": "Writes database access logic including SQL queries, ORM mappings, stored procedures, and migration scripts for relational databases like PostgreSQL and MySQL.",
            "sentence": "Flutter SDK, Good understanding of DBMS, SQL, data structures, algorithms \u0026 complexity.",
            "similarity": 0.4243
          },
          {
            "kra_text": "Designs and maintains RESTful and GraphQL API interfaces with proper authentication, versioning, rate limiting, and documentation for frontend and third-party consumers.",
            "sentence": "Must have strong knowledge on Flutter widgets for iOS and Android.",
            "similarity": 0.2844
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 0.3973,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "iOS Developer",
        "kra_matches": [
          {
            "kra_text": "Develops native iOS features using Swift or Objective-C with UIKit or SwiftUI, following Apple Human Interface Guidelines for iPhone and iPad applications.",
            "sentence": "Must have strong knowledge on Flutter widgets for iOS and Android.",
            "similarity": 0.491
          },
          {
            "kra_text": "Implements CoreData, UserDefaults, or Keychain Services for local data persistence, secure storage, and offline data access in iOS apps.",
            "sentence": "Flutter SDK, Good understanding of DBMS, SQL, data structures, algorithms \u0026 complexity.",
            "similarity": 0.3831
          },
          {
            "kra_text": "Implements CoreData, UserDefaults, or Keychain Services for local data persistence, secure storage, and offline data access in iOS apps.",
            "sentence": "Good knowledge of database (MySQL, SQLlite, RealM).",
            "similarity": 0.281
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 6,
        "score": 0.385,
        "slug": "ios-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 4,
        "matched_skills": [
          "Flutter",
          "JSON",
          "MySQL",
          "REST"
        ],
        "role_id": 15,
        "score": 0.25,
        "slug": "full-stack-engineer",
        "total_count": 16
      },
      {
        "display_name": "Node.js Backend Developer",
        "kra_matches": null,
        "matched_count": 4,
        "matched_skills": [
          "JSON",
          "MySQL",
          "REST",
          "SOAP"
        ],
        "role_id": 82,
        "score": 0.25,
        "slug": "node-backend-developer",
        "total_count": 16
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": null,
        "matched_count": 4,
        "matched_skills": [
          "JSON",
          "REST",
          "SOAP",
          "SQL"
        ],
        "role_id": 24,
        "score": 0.25,
        "slug": "pega-developer",
        "total_count": 16
      },
      {
        "display_name": "Python Backend Developer",
        "kra_matches": null,
        "matched_count": 4,
        "matched_skills": [
          "JSON",
          "MySQL",
          "REST",
          "SOAP"
        ],
        "role_id": 80,
        "score": 0.25,
        "slug": "python-backend-developer",
        "total_count": 16
      },
      {
        "display_name": ".NET Backend Developer",
        "kra_matches": null,
        "matched_count": 4,
        "matched_skills": [
          "JSON",
          "MySQL",
          "REST",
          "SOAP"
        ],
        "role_id": 83,
        "score": 0.25,
        "slug": "dotnet-backend-developer",
        "total_count": 16
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Hybrid Mobile Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 11,
      "score": 0.98,
      "slug": "hybrid-mobile-developer",
      "total_count": null
    },
    "confidence": 0.98,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Cross-platform mobile app development",
      "Flutter UI implementation",
      "Mobile API integration",
      "App store publishing and distribution",
      "Mobile database integration"
    ],
    "matched_kras": [
      "Build mobile applications that utilize web services",
      "Knowledge on play-store publishing \u0026 distribution",
      "Experience with third-party libraries and APIs",
      "Strong knowledge on Flutter widgets for iOS and Android"
    ],
    "matched_skills": [
      "Flutter widgets",
      "iOS",
      "Android",
      "web services",
      "SOAP",
      "REST",
      "JSON",
      "GSON",
      "play-store publishing",
      "distribution",
      "third-party libraries",
      "APIs",
      "MySQL",
      "SQLlite",
      "RealM",
      "Flutter SDK",
      "DBMS",
      "SQL",
      "data structures",
      "algorithms"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role flutter-developer; The JD is explicitly centered on Flutter-based cross-platform mobile app development for iOS and Android, including mobile web services and app publishing, which best matches Hybrid Mobile Developer.",
    "sub_role": {
      "confidence": 0.99,
      "display_name": "Flutter Developer",
      "reasoning": "The JD explicitly centers on Flutter widgets and Flutter SDK for iOS and Android, which clearly matches Flutter Developer.",
      "role_id": 74,
      "slug": "flutter-developer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 35,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 9906,
        "role_display_name": "Hybrid Mobile Developer",
        "role_slug": "hybrid-mobile-developer",
        "skill_name": "GSON",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9907,
        "role_display_name": "Hybrid Mobile Developer",
        "role_slug": "hybrid-mobile-developer",
        "skill_name": "Flutter SDK",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9908,
        "role_display_name": "Hybrid Mobile Developer",
        "role_slug": "hybrid-mobile-developer",
        "skill_name": "DBMS",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9909,
        "role_display_name": "Hybrid Mobile Developer",
        "role_slug": "hybrid-mobile-developer",
        "skill_name": "Complexity Theory",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_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": 1659,
      "existing_alias_text": "flutter",
      "input_term": "Flutter",
      "matched_canonical": {
        "category_id": 5,
        "display_name": "Flutter",
        "id": 1041,
        "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": 2540,
      "existing_alias_text": "iOS",
      "input_term": "iOS",
      "matched_canonical": {
        "category_id": 9,
        "display_name": "iOS",
        "id": 1594,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "ios",
        "sub_category_id": 1200,
        "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": 2541,
      "existing_alias_text": "Android",
      "input_term": "Android",
      "matched_canonical": {
        "category_id": 9,
        "display_name": "Android",
        "id": 1595,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "android",
        "sub_category_id": 1201,
        "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": 211,
      "existing_alias_text": "SOAP",
      "input_term": "SOAP",
      "matched_canonical": {
        "category_id": 10,
        "display_name": "SOAP",
        "id": 70,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PROTOCOL",
        "slug": "soap",
        "sub_category_id": 2347,
        "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": 106,
      "existing_alias_text": "REST",
      "input_term": "REST",
      "matched_canonical": {
        "category_id": 2,
        "display_name": "REST",
        "id": 11,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "rest",
        "sub_category_id": 2122,
        "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": 3018,
      "existing_alias_text": "JSON",
      "input_term": "JSON",
      "matched_canonical": {
        "category_id": 4,
        "display_name": "JSON",
        "id": 1984,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "STANDARD",
        "slug": "json",
        "sub_category_id": 1457,
        "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": 1712,
      "existing_alias_text": "Google Play Store",
      "input_term": "Google Play Store",
      "matched_canonical": {
        "category_id": 9,
        "display_name": "Google Play Store",
        "id": 1086,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "google-play-store",
        "sub_category_id": 347,
        "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": 134,
      "existing_alias_text": "MySQL",
      "input_term": "MySQL",
      "matched_canonical": {
        "category_id": 3,
        "display_name": "MySQL",
        "id": 17,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
        "slug": "mysql",
        "sub_category_id": 29,
        "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": 786,
      "existing_alias_text": "SQLite",
      "input_term": "SQLite",
      "matched_canonical": {
        "category_id": 3,
        "display_name": "SQLite",
        "id": 460,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
        "slug": "sqlite",
        "sub_category_id": 2714,
        "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": 787,
      "existing_alias_text": "Realm",
      "input_term": "Realm",
      "matched_canonical": {
        "category_id": 3,
        "display_name": "Realm",
        "id": 461,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
        "slug": "realm",
        "sub_category_id": 327,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
      "alias_persisted": false,
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        "category_id": 3,
        "display_name": "SQLite",
        "id": 460,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
        "slug": "sqlite",
        "sub_category_id": 2714,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Local Persistence and Offline Behavior",
            "id": 85,
            "rationale": "On-device storage used for caching, offline support, and durable client state. This cluster is coherent because iOS apps often need to preserve user progress and data when connectivity is limited.",
            "slug": "local-persistence-and-offline-behavior",
            "source": "db"
          },
          "input_skill": "SQLite",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Android Developer",
              "id": 4,
              "rationale": null,
              "role_archetype": null,
              "slug": "android-engineer",
              "source": "db"
            },
            {
              "display_name": "Flutter Developer",
              "id": 74,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "flutter-developer",
              "source": "db"
            },
            {
              "display_name": "Hybrid Mobile Developer",
              "id": 11,
              "rationale": null,
              "role_archetype": null,
              "slug": "hybrid-mobile-developer",
              "source": "db"
            },
            {
              "display_name": "Native Mobile Developer",
              "id": 75,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "native-mobile-developer",
              "source": "db"
            },
            {
              "display_name": "React Native Developer",
              "id": 73,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "react-native-developer",
              "source": "db"
            },
            {
              "display_name": "iOS Developer",
              "id": 6,
              "rationale": null,
              "role_archetype": null,
              "slug": "ios-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Offline Storage and Sync",
            "id": 378,
            "rationale": "On-device storage and synchronization patterns used to keep Ionic apps usable when connectivity is limited. This cluster covers caching, queued writes, and restoring client state after reconnecting.",
            "slug": "offline-storage-and-sync",
            "source": "db"
          },
          "input_skill": "SQLite",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Ionic Developer",
              "id": 434,
              "rationale": null,
              "role_archetype": null,
              "slug": "ionic-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "SQLite",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Realm",
          "alias_type": "CANONICAL",
          "id": 787,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 3,
        "display_name": "Realm",
        "id": 461,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
        "slug": "realm",
        "sub_category_id": 327,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Local Persistence and Offline Behavior",
            "id": 85,
            "rationale": "On-device storage used for caching, offline support, and durable client state. This cluster is coherent because iOS apps often need to preserve user progress and data when connectivity is limited.",
            "slug": "local-persistence-and-offline-behavior",
            "source": "db"
          },
          "input_skill": "Realm",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Android Developer",
              "id": 4,
              "rationale": null,
              "role_archetype": null,
              "slug": "android-engineer",
              "source": "db"
            },
            {
              "display_name": "Flutter Developer",
              "id": 74,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "flutter-developer",
              "source": "db"
            },
            {
              "display_name": "Hybrid Mobile Developer",
              "id": 11,
              "rationale": null,
              "role_archetype": null,
              "slug": "hybrid-mobile-developer",
              "source": "db"
            },
            {
              "display_name": "Native Mobile Developer",
              "id": 75,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "native-mobile-developer",
              "source": "db"
            },
            {
              "display_name": "React Native Developer",
              "id": 73,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "react-native-developer",
              "source": "db"
            },
            {
              "display_name": "iOS Developer",
              "id": 6,
              "rationale": null,
              "role_archetype": null,
              "slug": "ios-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Realm",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Flutter SDK",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Web Frameworks",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "flutter-sdk",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "RDBMS",
          "alias_type": "CANONICAL",
          "id": 2014,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 3,
        "display_name": "RDBMS",
        "id": 1355,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
        "slug": "rdbms",
        "sub_category_id": 1023,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "DBMS",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "DBMS",
      "matched_via": "embedding_alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "SQL",
          "alias_type": "CANONICAL",
          "id": 271,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 6,
        "display_name": "SQL",
        "id": 101,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "sql",
        "sub_category_id": 97,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Pega Programming Languages \u0026 DSLs",
            "id": 267,
            "rationale": "Programming languages and domain-specific languages used in Pega development.",
            "slug": "pega-programming-languages-dsls",
            "source": "db"
          },
          "input_skill": "SQL",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Pega Developer",
              "id": 24,
              "rationale": null,
              "role_archetype": null,
              "slug": "pega-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Programming Languages for Data Work",
            "id": 21,
            "rationale": "Languages used to implement data pipelines, transformations, and operational glue. This is the primary coding surface for building ingestion, enrichment, and automation logic in data engineering.",
            "slug": "programming-languages-for-data-work",
            "source": "db"
          },
          "input_skill": "SQL",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Data Engineer",
              "id": 2,
              "rationale": null,
              "role_archetype": null,
              "slug": "data-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "SQL",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Data Structures",
          "alias_type": "CANONICAL",
          "id": 1614,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "Data Structures",
        "id": 1003,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "data-structures",
        "sub_category_id": 731,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "Data Structures",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Data Structures",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Algorithms",
          "alias_type": "CANONICAL",
          "id": 1615,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "Algorithms",
        "id": 1004,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "algorithms",
        "sub_category_id": 732,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "Algorithms",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Algorithms",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Complexity Theory",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Conceptual Frameworks",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "complexity-theory",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "GSON",
    "Flutter SDK",
    "Complexity Theory"
  ]
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Hybrid Mobile Developer",
    "id": 11,
    "rationale": "Domain=Software Engineering \u2192 sub-role flutter-developer; The JD is explicitly centered on Flutter-based cross-platform mobile app development for iOS and Android, including mobile web services and app publishing, which best matches Hybrid Mobile Developer.",
    "role_archetype": null,
    "slug": "hybrid-mobile-developer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Flutter",
      "tag": "in_db"
    },
    {
      "skill": "iOS",
      "tag": "in_db"
    },
    {
      "skill": "Android",
      "tag": "in_db"
    },
    {
      "skill": "SOAP",
      "tag": "in_db"
    },
    {
      "skill": "REST",
      "tag": "in_db"
    },
    {
      "skill": "JSON",
      "tag": "in_db"
    },
    {
      "skill": "GSON",
      "tag": "new"
    },
    {
      "skill": "Google Play Store",
      "tag": "in_db"
    },
    {
      "skill": "MySQL",
      "tag": "in_db"
    },
    {
      "skill": "SQLite",
      "tag": "in_db"
    },
    {
      "skill": "Realm",
      "tag": "in_db"
    },
    {
      "skill": "Flutter SDK",
      "tag": "new"
    },
    {
      "skill": "DBMS",
      "tag": "in_db"
    },
    {
      "skill": "SQL",
      "tag": "in_db"
    },
    {
      "skill": "Data Structures",
      "tag": "in_db"
    },
    {
      "skill": "Algorithms",
      "tag": "in_db"
    },
    {
      "skill": "Complexity Theory",
      "tag": "new"
    }
  ],
  "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": {
          "difficulty_hint": "well_known",
          "display_name": "Flutter UI Framework",
          "id": 312,
          "rationale": "Flutter framework primitives used to build screens, reusable components, and interactive client experiences. This cluster is coherent because Flutter developers spend much of their time composing widgets and managing rendering behavior.",
          "slug": "flutter-ui-framework",
          "source": "db"
        },
        "dimension_id": 312,
        "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": [
          {
            "display_name": "Flutter Developer",
            "id": 74,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "flutter-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1041,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "UI Frameworks and Rendering",
          "id": 115,
          "rationale": "Component frameworks and rendering models used to build browser screens, reusable UI, and interactive client flows. This is a core cluster because frontend engineers spend much of their time composing and updating view hierarchies.",
          "slug": "ui-frameworks-and-rendering",
          "source": "db"
        },
        "dimension_id": 115,
        "input_skill": "Flutter",
        "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",
            "id": 7,
            "rationale": null,
            "role_archetype": null,
            "slug": "frontend-engineer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 435,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "fullstack-developer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 15,
            "rationale": null,
            "role_archetype": null,
            "slug": "full-stack-engineer",
            "source": "db"
          },
          {
            "display_name": "Hybrid Mobile Developer",
            "id": 11,
            "rationale": null,
            "role_archetype": null,
            "slug": "hybrid-mobile-developer",
            "source": "db"
          },
          {
            "display_name": "Ionic Developer",
            "id": 434,
            "rationale": null,
            "role_archetype": null,
            "slug": "ionic-developer",
            "source": "db"
          },
          {
            "display_name": "Web Developer",
            "id": 25,
            "rationale": null,
            "role_archetype": null,
            "slug": "web-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1041,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "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": [],
        "skill_dimension_saved": true,
        "skill_id": 1594,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "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": 1595,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "External System Integrations",
          "id": 14,
          "rationale": "Connecting backend services to third-party APIs and internal enterprise systems. This includes client libraries, webhooks, retries, data mapping, and integration failure handling.",
          "slug": "external-system-integrations",
          "source": "db"
        },
        "dimension_id": 14,
        "input_skill": "SOAP",
        "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": ".NET Backend Developer",
            "id": 83,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "dotnet-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Backend Developer",
            "id": 1,
            "rationale": null,
            "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
            "slug": "backend-engineer",
            "source": "db"
          },
          {
            "display_name": "Drupal Dev",
            "id": 228,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "drupal-dev",
            "source": "db"
          },
          {
            "display_name": "Java Backend Developer",
            "id": 79,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "java-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Kotlin Backend Developer",
            "id": 84,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "kotlin-server-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "PHP Backend Developer",
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          "slug": "offline-storage-and-sync",
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        },
        "dimension_id": 378,
        "input_skill": "SQLite",
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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          {
            "display_name": "Ionic Developer",
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            "slug": "ionic-developer",
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        ],
        "skill_dimension_saved": true,
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      {
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          "rationale": "On-device storage used for caching, offline support, and durable client state. This cluster is coherent because iOS apps often need to preserve user progress and data when connectivity is limited.",
          "slug": "local-persistence-and-offline-behavior",
          "source": "db"
        },
        "dimension_id": 85,
        "input_skill": "Realm",
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        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
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        "roles_from_db": [
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            "display_name": "Android Developer",
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            "slug": "hybrid-mobile-developer",
            "source": "db"
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            "display_name": "Native Mobile Developer",
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            "slug": "native-mobile-developer",
            "source": "db"
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          {
            "display_name": "React Native Developer",
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            "display_name": "iOS Developer",
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          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
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        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
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        "roles_from_db": [],
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      {
        "chosen_role_id": 11,
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          "slug": "pega-programming-languages-dsls",
          "source": "db"
        },
        "dimension_id": 267,
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        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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            "display_name": "Pega Developer",
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            "slug": "pega-developer",
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        },
        "dimension_id": 21,
        "input_skill": "SQL",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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        "roles_from_db": [
          {
            "display_name": "Data Engineer",
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        ],
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          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Data Structures",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [],
        "skill_dimension_saved": true,
        "skill_id": 1003,
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      },
      {
        "chosen_role_id": 11,
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          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Algorithms",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [],
        "skill_dimension_saved": true,
        "skill_id": 1004,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 1
  },
  "planner_output": null,
  "run_id": "850d8c3d-bcd1-4239-b72e-7245989363c2"
}

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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