Pipeline run
7ee99853-71d1-461c-8834-829ef472a025
Pipeline LLM cost (USD)
API 1: $0.0079
API 2: $0.0004
API 3: $0.0000
Total: $0.0083
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: jd · tech_stack_maturity: jd
Nature of work
· Web app business logic
Build and maintain .NET web apps by coding ASP.NET MVC/.NET Core services, AngularJS UI, and SQL Server objects like stored procedures/functions, while applying OOP, SOLID, and cloud/API patterns.
"Good experience in ASP.NET MVC, .Net Core, C# / VB.Net, .Net Entity Framework, WCF / Web API"
Tech stack maturity
Mainstream Legacy
The stack centers on ASP.NET MVC, Entity Framework, C, SQL, and established design patterns/SOLID, which are common in long-running enterprise systems rather than modern cloud-native or bleeding-edge environments.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
2.00 / 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 (19)
ASP.NET MVC
.NET Core
C#
VB.NET
Entity Framework
WCF
Web API
AngularJS
SQL
Stored Procedure
SQL Query
Functions
Triggers
Object-Oriented Programming
Design Patterns
PaaS
Serverless
API Management
SOLID
Skill cluster (5 dimension groups, role-scoped)
ORMs and Data Access Layers
Entity Framework
Programming Languages
C#
Screen Navigation and State
AngularJS
UI Frameworks and Rendering
SOLID
Cross-cutting / unaligned
ASP.NET MVC
.NET Core
VB.NET
WCF
Web API
SQL
Stored Procedure
SQL Query
Functions
Triggers
Object-Oriented Programming
Design Patterns
PaaS
Serverless
API Management
Show KRA description ↓
Good experience in ASP.NET MVC, .Net Core, C# / VB.Net, .Net Entity Framework, WCF / Web API
Relevant programming experience, hands-on experience in .Net Technologies
Good experience in Angular JS/IO
Should possess very good knowledge in SQL Scripting (Stored Procedure, SQL Query, Functions, Triggers)
Strong knowledge in OOPS, Design Patterns and coding best practices.
Expertise in cloud application development solutions (e.g., PaaS, Serverless, API Management etc.)
Good understanding/experience of OOP Concepts, Design Patterns and Design Principles (SOLID etc.)
Good problem-solving approach
Good verbal and written communication
Good team skills; working collaboratively with team members.
Signals
Skill
full-stack-engineer
0.26
Alias
full-stack-engineer
1.00
KRA
dotnet-backend-developer
0.41
Post-classification
Centroidupdated · n=118
Alias collision log#274
New-role queue—
New skills captured11
New KRA captured—
Captured for admin review
VB.NET
primary
↔
Fullstack Developer
pending
WCF
primary
↔
Fullstack Developer
pending
Web API
primary
↔
Fullstack Developer
pending
Stored Procedure
primary
↔
Fullstack Developer
pending
SQL Query
primary
↔
Fullstack Developer
pending
Functions
primary
↔
Fullstack Developer
pending
Triggers
primary
↔
Fullstack Developer
pending
Object-Oriented Programming
primary
↔
Fullstack Developer
pending
PaaS
primary
↔
Fullstack Developer
pending
Serverless
primary
↔
Fullstack Developer
pending
API Management
primary
↔
Fullstack Developer
pending
Status:
completed
Created: 2026-05-27T13:59:28.469105Z
Updated: 2026-05-27T14:01:21.439705Z
API 3 duration: 45015 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
Fullstack Developer
CASE Dslug: full-stack-engineer · id: 15 · source: db
LLM2 picked full-stack-engineer (confidence 0.87)
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
1
Skipped
Job description
Dot net Full Stack Developer: Good experience in ASP.NET MVC, .Net Core, C# / VB.Net, .Net Entity Framework, WCF / Web API Relevant programming experience, hands-on experience in .Net Technologies Good experience in Angular JS/IO Should possess very good knowledge in SQL Scripting (Stored Procedure, SQL Query, Functions, Triggers) Strong knowledge in OOPS, Design Patterns and coding best practices. Expertise in cloud application development solutions (e.g., PaaS, Serverless, API Management etc.) Good understanding/experience of OOP Concepts, Design Patterns and Design Principles (SOLID etc.) Good problem-solving approach Good verbal and written communication Good team skills; working collaboratively with team members. Number of positions: 2 Experience: 5+ Years Location - Chennai
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
ASP.NET MVC
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: ASP.NET MVC
id=4205
· asp-net-mvc
Aliases — catalog
- ASP.NET MVC (CANONICAL) primary
Context tags (catalog)
ASP.NET Core
Action Filters
Dependency Injection
Entity Framework
HTML Helpers
MVC pattern
Model Binding
NuGet
Razor
Routing
Scaffolding
Tag Helpers
Unit Testing
ViewBag
Web API
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Web Framework
- Vendor
- Microsoft
- License
- apache_2
- Year introduced
- 2009
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Vendor market signal: Microsoft has superseded ASP.NET MVC with ASP.NET Core MVC; new docs and hiring JDs overwhelmingly specify ASP.NET Core/.NET 6+ rather than classic ASP.NET MVC.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- DEPRECATED
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 35
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Application Frameworks & Libraries Catalog dimension db id 451
Library dimension (catalog)
Roles linked in library: Sitecore Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Application Frameworks & Libraries
application-frameworks-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
.NET Core
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: .NET
id=3237
· net
Aliases — catalog
- .NET (CANONICAL) primary
- .NET 5 (VERSION)
- .NET 6 (VERSION)
- .NET 7 (VERSION)
- .NET 8 (VERSION)
- .NET Core (VERSION)
Context tags (catalog)
ADO.NET
ASP.NET
Azure
Blazor
C#
CLR
Entity Framework
LINQ
MVC
Microservices
NuGet
Visual Studio
WPF
Web API
XAML
Stored enrichment (catalog DB)
- Category
- Runtime
- Sub-category
- Runtime Platform
- Vendor
- Microsoft
- License
- mit
- Year introduced
- 2002
- Confidence
- 0.90
- Version strategy
- SEPARATE_ENTITY
- Version tag
- .NET (modern, i.e., .NET 6+)
Maturity reasoning: .NET appears in large volumes of job postings across enterprise, cloud, and backend roles, and Microsoft continues active releases and LTS support, indicating broad hiring-pipeline adoption.
Skill profile (library / DB)
- Skill nature
- RUNTIME
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 67
- Sub-category id
- 2564
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
C# and .NET Languages Catalog dimension db id 362
Library dimension (catalog)
Roles linked in library: .NET Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
C# and .NET Languages
c-and-net-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
C#
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: C#
id=4
· c
Aliases — catalog
- C# (CANONICAL) primary
- C (CANONICAL)
- C# 1 (VERSION)
- C# 10 (VERSION)
- C# 11 (VERSION)
- C# 12 (VERSION)
- C# 13 (VERSION)
- C# 14 (VERSION)
- C# 2 (VERSION)
- C# 3 (VERSION)
- C# 4 (VERSION)
- C# 5 (VERSION)
- C# 6 (VERSION)
- C# 7 (VERSION)
- C# 8 (VERSION)
- C# 9 (VERSION)
- C# latest (VERSION)
- C#1 (VERSION)
- C#10 (VERSION)
- C#11 (VERSION)
- C#12 (VERSION)
- C#2 (VERSION)
- C#3 (VERSION)
- C#4 (VERSION)
- C#5 (VERSION)
- C#6 (VERSION)
- C#7 (VERSION)
- C#8 (VERSION)
- C#9 (VERSION)
- C++ (CANONICAL)
- C++03 (VERSION)
- C++11 (VERSION)
- C++14 (VERSION)
- C++17 (VERSION)
- C++20 (VERSION)
- C++23 (VERSION)
- C++26 (VERSION)
- C++98 (VERSION)
- c sharp (VERSION)
- c# (VERSION)
- cpp03 (VERSION)
- cpp11 (VERSION)
- cpp14 (VERSION)
- cpp17 (VERSION)
- cpp20 (VERSION)
- cpp23 (VERSION)
- cpp26 (VERSION)
- cpp98 (VERSION)
- csharp (VERSION)
- modern C++ (VERSION)
Context tags (catalog)
.NET
ASP.NET
Azure
Boost
C# 9
C11
C99
CLR
CMake
Entity Framework
LINQ
MSBuild
MVC
Makefile
NuGet
Qt
RAII
Roslyn
STL
TDD
Unity
Visual Studio
WPF
Web API
WinForms
Xamarin
async/await
attributes
buffer overflow
constexpr
delegates
dependency injection
dynamic memory
events
free
function pointer
gcc
gdb
header files
inline
interfaces
linker
malloc
memory leak
memory management
move semantics
multithreading
operator overloading
pointer
pointers
preprocessor
segmentation fault
smart pointers
stdio.h
stdlib.h
struct
syntax error
templates
typedef
xUnit
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- Microsoft
- License
- mit
- Year introduced
- 2000
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- latest
Maturity reasoning: C# is a mainstream hiring staple with high JD volume across .NET, Azure, and enterprise roles; Microsoft continues active platform investment in .NET, reinforcing broad adoption.
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)
-
C# and .NET Languages Catalog dimension db id 362
Library dimension (catalog)
Roles linked in library: .NET Backend Developer
-
Cross-Platform App Languages Catalog dimension db id 167
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer
-
Programming Languages for ML Systems Catalog dimension db id 39
Library dimension (catalog)
Roles linked in library: ML Engineer, MLOps Engineer
-
Programming Languages for XR Catalog dimension db id 97
Library dimension (catalog)
Roles linked in library: AR/VR Engineer
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
-
Sitecore Development Languages Catalog dimension db id 438
Library dimension (catalog)
Roles linked in library: Sitecore Dev
-
Video Codec Languages and DSLs Catalog dimension db id 225
Library dimension (catalog)
Roles linked in library: Video Codec Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
C# and .NET Languages
c-and-net-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages
programming-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Programming Languages for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Video Codec Languages and DSLs
video-codec-languages-and-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
VB.NET
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
- Programming Languages
- Sub-category
- general
- Skill nature
- LANGUAGE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Entity Framework
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Entity Framework
id=22
· entity-framework
Aliases — catalog
- Entity Framework (CANONICAL) primary
- .NET Core EF (VERSION)
- .NET Framework EF (VERSION)
- EF (VERSION)
- EF Core (VERSION)
- EF6 (VERSION)
- EFCore (VERSION)
- Entity Framework 6 (VERSION)
- Entity Framework Core (VERSION)
- EntityFramework6 (VERSION)
Context tags (catalog)
Asynchronous Queries
Code First
Data Annotations
Database First
DbContext
DbSet
EF Core
Eager Loading
Entity Data Model
Fluent API
LINQ
Lazy Loading
Migrations
Navigation Properties
Repository Pattern
SQL Server
Unit of Work
change tracking
eager loading
lazy loading
migration scripts
navigation properties
repository pattern
seed data
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Orm Framework
- Vendor
- Microsoft
- License
- mit
- Year introduced
- 2008
- Confidence
- 0.92
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 6
Maturity reasoning: Entity Framework appears frequently in .NET job descriptions and Microsoft actively maintains EF Core, indicating broad hiring demand rather than a sunset or niche tool.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 1073
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
ORMs and Data Access Layers Catalog dimension db id 5
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Fullstack Developer, Java Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
ORMs and Data Access Layers
orms-and-data-access-layers
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
WCF
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
- FAST
- Typical lifespan
- SHORT_LIVED
- Version strategy
- VERSIONED
Web API
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
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
AngularJS
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Angular
id=612
· angular
Aliases — catalog
- Angular (CANONICAL) primary
- Angular 1 (VERSION)
- Angular 1.x (VERSION)
- Angular 10 (VERSION)
- Angular 11 (VERSION)
- Angular 12 (VERSION)
- Angular 13 (VERSION)
- Angular 14 (VERSION)
- Angular 15 (VERSION)
- Angular 16 (VERSION)
- Angular 17 (VERSION)
- Angular 2 (VERSION)
- Angular 2+ (VERSION)
- Angular 4 (VERSION)
- Angular 5 (VERSION)
- Angular 6 (VERSION)
- Angular 7 (VERSION)
- Angular 8 (VERSION)
- Angular 9 (VERSION)
- AngularJS (VERSION)
- angular 1 (VERSION)
- angular 1.x (VERSION)
- angular 10 (VERSION)
- angular 11 (VERSION)
- angular 12 (VERSION)
- angular 13 (VERSION)
- angular 14 (VERSION)
- angular 15 (VERSION)
- angular 16 (VERSION)
- angular 17 (VERSION)
- angular 18 (VERSION)
- angular 19 (VERSION)
- angular 2 (VERSION)
- angular 2+ (VERSION)
- angular 2.x (VERSION)
- angular 3 (VERSION)
- angular 4 (VERSION)
- angular 5 (VERSION)
- angular 6 (VERSION)
- angular 7 (VERSION)
- angular 8 (VERSION)
- angular 9 (VERSION)
- angular17 (VERSION)
- angular2 (VERSION)
- angularjs (VERSION)
- angularjs 1.x (VERSION)
- ng (VERSION)
- ng1 (VERSION)
- ng2 (VERSION)
Context tags (catalog)
AOT
Angular CLI
Angular Material
Component
Dependency Injection
Directive
NgRx
Observable
Observables
PWA
RESTful services
Reactive Forms
Routing
RxJS
Service
Single Page Application
TypeScript
Unit Testing
component-based
components
dependency injection
directives
lazy loading
modules
observables
pipes
responsive design
routing
services
single-page application
single-page applications
templates
two-way data binding
unit testing
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Frontend Framework
- Vendor
- License
- mit
- Year introduced
- 2010
- Confidence
- 0.98
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 2+
Maturity reasoning: Angular remains widely listed in frontend job descriptions and enterprise stacks; Google continues maintaining Angular, and it is a common hiring-pipeline skill alongside React/Vue rather than a sunset technology.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 1072
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Angular Component Model and Templates Catalog dimension db id 303
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer
-
Application Frameworks & Libraries Catalog dimension db id 451
Library dimension (catalog)
Roles linked in library: Sitecore Dev
-
UI Frameworks and Rendering Catalog dimension db id 115
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Angular Component Model and Templates
angular-component-model-and-templates
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Application Frameworks & Libraries
application-frameworks-libraries
|
✓ | — | 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 |
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) |
Stored Procedure
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
- Databases
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
SQL Query
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
- Databases
- Sub-category
- general
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Functions
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
- Programming Languages
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Triggers
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
- Databases
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Object-Oriented Programming
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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Design Patterns
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: design patterns
id=1654
· design-patterns
Aliases — catalog
- design patterns (CANONICAL)
Context tags (catalog)
Adapter
Builder
Command
Composite
Decorator
Dependency Injection
Facade
Factory
MVC
Observer
Prototype
SOLID
Singleton
Strategy
Visitor
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Software Design Patterns
- Confidence
- 0.94
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Design patterns are a standard interview/JD topic across backend and frontend roles; job postings commonly mention them alongside OOP and system design, and they remain core in books, courses, and code reviews.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1247
- 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) |
PaaS
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
- Cloud Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Serverless
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Serverless Framework
id=800
· serverless-framework
Aliases — catalog
- Serverless Framework (CANONICAL) primary
Context tags (catalog)
API Gateway
AWS Lambda
CI/CD
CloudFormation
DynamoDB
IAM roles
S3
SAM
Step Functions
YAML
cold start
deployment stages
event-driven
microservices
serverless.yml
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Infrastructure As Code Framework
- Vendor
- Serverless, Inc.
- License
- mit
- Year introduced
- 2015
- Confidence
- 0.95
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Commonly listed in cloud/IaC job descriptions for AWS Lambda deployments; strong GitHub usage and vendor ecosystem support indicate broad adoption, though often alongside newer tools like SST/CDK.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 145
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Infrastructure as Code Catalog dimension db id 132
Library dimension (catalog)
Roles linked in library: Cloud Architect, DevOps Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Infrastructure as Code
infrastructure-as-code
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
API Management
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
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
SOLID
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: SOLID
id=614
· solid
Aliases — catalog
- SOLID (CANONICAL) primary
- Solid (CANONICAL)
Context tags (catalog)
Dependency Inversion
Interface Segregation
JSX
Liskov Substitution
Liskov substitution
Open/Closed
SSR
Single Responsibility
TypeScript
Vite
abstraction
best practices
client-side rendering
code maintainability
code quality
components
composition
dependency inversion
design patterns
effects
encapsulation
fine-grained reactivity
hydration
interface segregation
maintainability
memoization
modularity
object-oriented
object-oriented design
open-closed
refactoring
routing
signals
single responsibility
software architecture
state management
stores
testability
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Object Oriented Design Principles
- Vendor
- SolidJS
- License
- mit
- Year introduced
- 2018
- Confidence
- 0.95
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: SOLID is a standard OOP design-principles topic in many software engineering JDs and interview loops; it’s widely taught and referenced in code reviews, though not a standalone tool.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 2976
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Application Architecture Patterns Catalog dimension db id 293
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Python Backend Developer
-
Service Architecture and Design Patterns Catalog dimension db id 18
Library dimension (catalog)
Roles linked in library: Backend Developer, Java Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Ruby Backend Developer, Scala Backend Developer
-
UI Frameworks and Rendering Catalog dimension db id 115
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Application Architecture Patterns
application-architecture-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Service Architecture and Design Patterns
service-architecture-and-design-patterns
|
✓ | — | 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 |
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 |
|---|---|---|---|---|---|---|
| ASP.NET MVC | in_db |
Application Frameworks & Libraries
application-frameworks-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| .NET Core | in_db |
C# and .NET Languages
c-and-net-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
C# and .NET Languages
c-and-net-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
Programming Languages
programming-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| C# | in_db |
Programming Languages for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
Video Codec Languages and DSLs
video-codec-languages-and-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Entity Framework | in_db |
ORMs and Data Access Layers
orms-and-data-access-layers
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| AngularJS | in_db |
Angular Component Model and Templates
angular-component-model-and-templates
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| AngularJS | in_db |
Application Frameworks & Libraries
application-frameworks-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| AngularJS | in_db |
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| 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) | |
| Design Patterns | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Serverless | new |
Infrastructure as Code
infrastructure-as-code
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| SOLID | in_db |
Application Architecture Patterns
application-architecture-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| SOLID | in_db |
Service Architecture and Design Patterns
service-architecture-and-design-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| SOLID | in_db |
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | VB.NET | type=Programming Languages subtype=general nature=LANGUAGE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | WCF | type=Web Frameworks subtype=general nature=TOOL lifespan=SHORT_LIVED | |
| canonical_skill_proposed | Web API | type=Web Frameworks subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Stored Procedure | type=Databases subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | SQL Query | type=Databases subtype=general nature=LANGUAGE lifespan=EVERGREEN | |
| canonical_skill_proposed | Functions | type=Programming Languages subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Triggers | type=Databases subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Object-Oriented Programming | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | PaaS | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | API Management | type=Web Frameworks subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| dimension_skill_link_proposed | Serverless ↔ Infrastructure as Code |
nano JD Parser — gpt-4.1-nano click to toggle
RoleDot net Full Stack Developer
Experience5+ Years
DomainIT Services & Consulting
Location
Chennai, India
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 5,
"raw": "5+ Years"
},
"job_locations": [
{
"aliases": [],
"city": "Chennai",
"country": "India",
"state": null,
"work_mode": null
}
],
"role": "Dot net Full Stack Developer",
"role_aliases": [
"Full Stack Developer",
".NET Developer",
"Software Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Good experience in ASP.NET MVC,",
"last_5_words": "with team members."
},
"text": "Good experience in ASP.NET MVC, .Net Core, C# / VB.Net, .Net Entity Framework, WCF / Web API\nRelevant programming experience, hands-on experience in .Net Technologies\nGood experience in Angular JS/IO\nShould possess very good knowledge in SQL Scripting (Stored Procedure, SQL Query, Functions, Triggers)\nStrong knowledge in OOPS, Design Patterns and coding best practices.\nExpertise in cloud application development solutions (e.g., PaaS, Serverless, API Management etc.)\nGood understanding/experience of OOP Concepts, Design Patterns and Design Principles (SOLID etc.)\nGood problem-solving approach\nGood verbal and written communication\nGood team skills; working collaboratively with team members.",
"word_count": 104
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "ASP.NET MVC"
},
{
"is_primary": true,
"skill_name": ".NET Core"
},
{
"is_primary": true,
"skill_name": "C#"
},
{
"is_primary": true,
"skill_name": "VB.NET"
},
{
"is_primary": true,
"skill_name": "Entity Framework"
},
{
"is_primary": true,
"skill_name": "WCF"
},
{
"is_primary": true,
"skill_name": "Web API"
},
{
"is_primary": true,
"skill_name": "AngularJS"
},
{
"is_primary": true,
"skill_name": "SQL"
},
{
"is_primary": true,
"skill_name": "Stored Procedure"
},
{
"is_primary": true,
"skill_name": "SQL Query"
},
{
"is_primary": true,
"skill_name": "Functions"
},
{
"is_primary": true,
"skill_name": "Triggers"
},
{
"is_primary": true,
"skill_name": "Object-Oriented Programming"
},
{
"is_primary": true,
"skill_name": "Design Patterns"
},
{
"is_primary": true,
"skill_name": "PaaS"
},
{
"is_primary": true,
"skill_name": "Serverless"
},
{
"is_primary": true,
"skill_name": "API Management"
},
{
"is_primary": true,
"skill_name": "SOLID"
}
],
"jd_role": {
"display_name": "Dot net Full Stack Developer",
"rationale": null,
"role_aliases": [
"Full Stack Developer",
".NET Developer",
"Software Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 5,
"raw": "5+ Years"
},
"job_locations": [
{
"aliases": [],
"city": "Chennai",
"country": "India",
"state": null,
"work_mode": null
}
],
"role": "Dot net Full Stack Developer",
"role_aliases": [
"Full Stack Developer",
".NET Developer",
"Software Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Good experience in ASP.NET MVC,",
"last_5_words": "with team members."
},
"text": "Good experience in ASP.NET MVC, .Net Core, C# / VB.Net, .Net Entity Framework, WCF / Web API\nRelevant programming experience, hands-on experience in .Net Technologies\nGood experience in Angular JS/IO\nShould possess very good knowledge in SQL Scripting (Stored Procedure, SQL Query, Functions, Triggers)\nStrong knowledge in OOPS, Design Patterns and coding best practices.\nExpertise in cloud application development solutions (e.g., PaaS, Serverless, API Management etc.)\nGood understanding/experience of OOP Concepts, Design Patterns and Design Principles (SOLID etc.)\nGood problem-solving approach\nGood verbal and written communication\nGood team skills; working collaboratively with team members.",
"word_count": 104
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "7ee99853-71d1-461c-8834-829ef472a025",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": ".NET Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 1.0,
"slug": "dotnet-backend-developer",
"total_count": null
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": ".NET Backend Developer",
"kra_matches": [
{
"kra_text": "service-level technical collaboration",
"sentence": "Good team skills; working collaboratively with team members.",
"similarity": 0.4267
},
{
"kra_text": "service interface design and implementation",
"sentence": "Good understanding/experience of OOP Concepts, Design Patterns and Design Principles (SOLID etc. )",
"similarity": 0.4202
},
{
"kra_text": "service interface design and implementation",
"sentence": "Strong knowledge in OOPS, Design Patterns and coding best practices.",
"similarity": 0.3978
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 0.4149,
"slug": "dotnet-backend-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Good team skills; working collaboratively with team members.",
"similarity": 0.4448
},
{
"kra_text": "code review and refactoring",
"sentence": "Strong knowledge in OOPS, Design Patterns and coding best practices.",
"similarity": 0.4075
},
{
"kra_text": "code review and refactoring",
"sentence": "Good understanding/experience of OOP Concepts, Design Patterns and Design Principles (SOLID etc. )",
"similarity": 0.3774
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.4099,
"slug": "angular-frontend-developer",
"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": "Should possess very good knowledge in SQL Scripting (Stored Procedure, SQL Query, Functions, Triggers)",
"similarity": 0.41
},
{
"kra_text": "Writes application logic across the presentation layer, service layer, and data access layer of web applications following MVC or clean architecture patterns.",
"sentence": "Good experience in ASP.NET MVC, .Net Core, C# / VB.Net, .Net Entity Framework, WCF / Web API",
"similarity": 0.405
},
{
"kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
"sentence": "Strong knowledge in OOPS, Design Patterns and coding best practices.",
"similarity": 0.4032
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4061,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Good team skills; working collaboratively with team members.",
"similarity": 0.4935
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Strong knowledge in OOPS, Design Patterns and coding best practices.",
"similarity": 0.3723
},
{
"kra_text": "structure reusable application code",
"sentence": "Good understanding/experience of OOP Concepts, Design Patterns and Design Principles (SOLID etc. )",
"similarity": 0.3459
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4039,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Java Backend Developer",
"kra_matches": [
{
"kra_text": "service contract collaboration",
"sentence": "Good team skills; working collaboratively with team members.",
"similarity": 0.4227
},
{
"kra_text": "code refactoring and defect fixes",
"sentence": "Strong knowledge in OOPS, Design Patterns and coding best practices.",
"similarity": 0.3887
},
{
"kra_text": "service endpoint development",
"sentence": "Good experience in ASP.NET MVC, .Net Core, C# / VB.Net, .Net Entity Framework, WCF / Web API",
"similarity": 0.3804
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 79,
"score": 0.3973,
"slug": "java-backend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 5,
"matched_skills": [
"Angular",
"Angular Router",
"C#",
"Entity Framework",
"SOLID"
],
"role_id": 15,
"score": 0.2632,
"slug": "full-stack-engineer",
"total_count": 19
},
{
"display_name": ".NET Backend Developer",
"kra_matches": null,
"matched_count": 5,
"matched_skills": [
".NET",
".NET Core",
"C#",
"Entity Framework",
"SOLID"
],
"role_id": 83,
"score": 0.2632,
"slug": "dotnet-backend-developer",
"total_count": 19
},
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 4,
"matched_skills": [
"Angular",
"Angular Router",
"C#",
"SOLID"
],
"role_id": 11,
"score": 0.2105,
"slug": "hybrid-mobile-developer",
"total_count": 19
},
{
"display_name": "Sitecore Dev",
"kra_matches": null,
"matched_count": 4,
"matched_skills": [
".NET Core",
"ASP.NET MVC",
"Angular",
"C#"
],
"role_id": 233,
"score": 0.2105,
"slug": "sitecore-dev",
"total_count": 19
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"Angular",
"Angular Router",
"SOLID"
],
"role_id": 7,
"score": 0.1579,
"slug": "frontend-engineer",
"total_count": 19
}
]
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "D",
"chosen_role": {
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 0.87,
"is_new_role": false,
"llm2_fired": true,
"llm2_reasoning": "The JD calls for both .NET back-end and Angular front-end expertise, matching the fullstack-engineer\u2019s end-to-end development KRAs more closely than the backend-only roles.",
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "LLM2 picked full-stack-engineer (confidence 0.87)",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 118,
"centroid_updated": true,
"collision_log_id": 274,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 6229,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "VB.NET",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 6230,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "WCF",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 6231,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Web API",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 6232,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Stored Procedure",
"status": "pending"
},
{
"is_primary": true,
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}
API 2 — extract-details
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"new_alias_persisted": false,
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},
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},
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},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "SQL Query",
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"category": "Databases",
"skill_nature": "LANGUAGE",
"sub_category": "general",
"typical_lifespan": "EVERGREEN",
"version_strategy": "UNVERSIONED",
"volatility": "STABLE"
},
"enrichment": null,
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"merge_log": [],
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"skill_id": "sql-query",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Functions",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Programming Languages",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "EVERGREEN",
"version_strategy": "UNVERSIONED",
"volatility": "STABLE"
},
"enrichment": null,
"keep_log": [],
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"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "functions",
"split_log": [],
"typed": null,
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},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Triggers",
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"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Databases",
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"volatility": "STABLE"
},
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},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Object-Oriented Programming",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
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"derived": {
"category": "Concepts",
"skill_nature": "CONCEPT",
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"typical_lifespan": "EVERGREEN",
"version_strategy": "UNVERSIONED",
"volatility": "STABLE"
},
"enrichment": null,
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"skill_id": "object-oriented-programming",
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},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "design patterns",
"alias_type": "CANONICAL",
"id": 2624,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 2,
"display_name": "design patterns",
"id": 1654,
"is_also_category": false,
"is_extractable": true,
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"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": "Design Patterns",
"llm_role": null,
"roles_from_db": []
}
],
"input_skill": "Design Patterns",
"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": "PaaS",
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"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Cloud Platforms",
"skill_nature": "PLATFORM",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
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"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "paas",
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"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "Serverless Framework",
"alias_type": "CANONICAL",
"id": 1345,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 5,
"display_name": "Serverless Framework",
"id": 800,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "serverless-framework",
"sub_category_id": 145,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Infrastructure as Code",
"id": 132,
"rationale": "Declarative provisioning and environment definition tools used to codify cloud infrastructure, repeatable environments, and platform standards. Cloud Architects use these to express reference architectures and guardrails.",
"slug": "infrastructure-as-code",
"source": "db"
},
"input_skill": "Serverless",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cloud Architect",
"id": 9,
"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
},
{
"display_name": "DevOps Engineer",
"id": 10,
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"role_archetype": null,
"slug": "devops-engineer",
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}
]
}
],
"input_skill": "Serverless",
"matched_via": "embedding_alias",
"new_alias_persisted": false,
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"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "API Management",
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"new_alias_persisted": false,
"new_alias_text": null,
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"derived": {
"category": "Web Frameworks",
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"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
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"relationships": null,
"skill_id": "api-management",
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},
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"was_in_llm_skills": true
},
{
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{
"alias_text": "SOLID",
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"id": 4820,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Solid",
"alias_type": "CANONICAL",
"id": 1098,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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"skill_nature": "CONCEPT",
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"sub_category_id": 2976,
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"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Application Architecture Patterns",
"id": 293,
"rationale": "Structural patterns for organizing Python backend code into maintainable modules, layers, and feature boundaries. This is a coherent cluster because senior backend developers are expected to refactor and shape service internals over time.",
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"source": "db"
},
"input_skill": "SOLID",
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{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
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},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Service Architecture and Design Patterns",
"id": 18,
"rationale": "Reusable backend design patterns used to structure service code and boundaries. Covers layering, dependency management, domain modeling, and maintainable service organization.",
"slug": "service-architecture-and-design-patterns",
"source": "db"
},
"input_skill": "SOLID",
"llm_role": null,
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{
"display_name": "Backend Developer",
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"slug": "backend-engineer",
"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",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
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},
{
"display_name": "Scala Backend Developer",
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"role_archetype": "Engineering",
"slug": "scala-backend-developer",
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}
]
},
{
"dimension": {
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},
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{
"display_name": "Frontend Developer",
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},
{
"display_name": "Fullstack Developer",
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"slug": "full-stack-engineer",
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},
{
"display_name": "Hybrid Mobile Developer",
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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",
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},
{
"display_name": "Web Developer",
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"role_archetype": null,
"slug": "web-developer",
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}
]
}
],
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"was_in_llm_skills": true
}
],
"unmatched_skills": [
"VB.NET",
"WCF",
"Web API",
"Stored Procedure",
"SQL Query",
"Functions",
"Triggers",
"Object-Oriented Programming",
"PaaS",
"API Management"
]
}
API 3 — final-role-output
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"rationale": "LLM2 picked full-stack-engineer (confidence 0.87)",
"role_archetype": null,
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},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "ASP.NET MVC",
"tag": "in_db"
},
{
"skill": ".NET Core",
"tag": "in_db"
},
{
"skill": "C#",
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},
{
"skill": "VB.NET",
"tag": "new"
},
{
"skill": "Entity Framework",
"tag": "in_db"
},
{
"skill": "WCF",
"tag": "new"
},
{
"skill": "Web API",
"tag": "new"
},
{
"skill": "AngularJS",
"tag": "in_db"
},
{
"skill": "SQL",
"tag": "in_db"
},
{
"skill": "Stored Procedure",
"tag": "new"
},
{
"skill": "SQL Query",
"tag": "new"
},
{
"skill": "Functions",
"tag": "new"
},
{
"skill": "Triggers",
"tag": "new"
},
{
"skill": "Object-Oriented Programming",
"tag": "new"
},
{
"skill": "Design Patterns",
"tag": "in_db"
},
{
"skill": "PaaS",
"tag": "new"
},
{
"skill": "Serverless",
"tag": "in_db"
},
{
"skill": "API Management",
"tag": "new"
},
{
"skill": "SOLID",
"tag": "in_db"
}
],
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"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
"chosen_role_id": 15,
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"difficulty_hint": "well_known",
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"rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
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"source": "db"
},
"dimension_id": 451,
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"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": "Sitecore Dev",
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"rationale": null,
"role_archetype": "Engineering",
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}
],
"skill_dimension_saved": true,
"skill_id": 4205,
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},
{
"chosen_role_id": 15,
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"difficulty_hint": "well_known",
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},
"dimension_id": 362,
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"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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{
"display_name": ".NET Backend Developer",
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"role_archetype": "Engineering",
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}
],
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"skill_id": 3237,
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"skipped_reason": null
},
{
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"slug": "c-and-net-languages",
"source": "db"
},
"dimension_id": 362,
"input_skill": "C#",
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"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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}
],
"skill_dimension_saved": true,
"skill_id": 4,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 15,
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"difficulty_hint": "well_known",
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"rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
"slug": "cross-platform-app-languages",
"source": "db"
},
"dimension_id": 167,
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"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": "Hybrid Mobile Developer",
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"role_archetype": null,
"slug": "hybrid-mobile-developer",
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}
],
"skill_dimension_saved": true,
"skill_id": 4,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 15,
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"source": "db"
},
"dimension_id": 1,
"input_skill": "C#",
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"matched_chosen_role": true,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
"roles_from_db": [
{
"display_name": "Backend Developer",
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},
{
"display_name": "Fullstack Developer",
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}
],
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"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 15,
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"difficulty_hint": "well_known",
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"slug": "programming-languages-for-ml-systems",
"source": "db"
},
"dimension_id": 39,
"input_skill": "C#",
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"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": "ML Engineer",
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"slug": "ml-engineer",
"source": "db"
},
{
"display_name": "MLOps Engineer",
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"slug": "ml-ops-engineer",
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}
],
"skill_dimension_saved": true,
"skill_id": 4,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 15,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for XR",
"id": 97,
"rationale": "Primary implementation languages used to build immersive client features, interaction logic, and device-specific runtime behavior. This is the core coding surface for AR/VR experiences.",
"slug": "programming-languages-for-xr",
"source": "db"
},
"dimension_id": 97,
"input_skill": "C#",
"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": "AR/VR Engineer",
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"role_archetype": null,
"slug": "ar-vr-engineer",
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}
],
"skill_dimension_saved": true,
"skill_id": 4,
"skill_tag": "in_db",
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},
{
"chosen_role_id": 15,
"dimension": {
"difficulty_hint": "well_known",
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{
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"roles_from_db": [
{
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{
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"roles_from_db": [
{
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{
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"roles_from_db": [
{
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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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"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
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"role_archetype": "Engineering",
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],
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{
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"roles_from_db": [
{
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],
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{
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"rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
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},
"dimension_id": 451,
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"roles_from_db": [
{
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],
"skill_dimension_saved": true,
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"skill_tag": "in_db",
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{
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"source": "db"
},
"dimension_id": 115,
"input_skill": "AngularJS",
"llm_role": null,
"matched_chosen_role": true,
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"role_dimension_saved": true,
"roles_from_db": [
{
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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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"roles_from_db": [
{
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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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"roles_from_db": [],
"skill_dimension_saved": true,
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},
{
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{
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{
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{
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},
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{
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{
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],
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{
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{
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{
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{
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{
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],
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],
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}
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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