Pipeline run
9f753776-5d7d-4f3d-a109-880bcb4da429
Pipeline LLM cost (USD)
API 1: $0.0117
API 2: $0.0000
API 3: $0.0000
Total: $0.0117
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded
sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work
· End-to-end feature delivery
Build and ship cloud-deployed web/mobile features in Agile teams using Angular/React/React Native with Spring Boot/Node/.NET, while wiring APIs, databases, and microservices; you’ll also debug production issues and apply TDD/BDD plus security controls.
"implementing solutions on cloud platforms"
Tech stack maturity
Modern Cloud Native
The stack centers on cloud platforms, containers, microservices, event-driven architecture, and widely used modern frameworks and tools, which aligns with a cloud-native modern engineering profile.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
—
Frameworks (×2):
—
Models / concepts (×3):
—
Evidence — skills matched in JD (52)
Angular
React
React Native
Spring Boot
Node.js
.NET Framework
Java
C#
JavaScript
SQL
Hibernate
ADO.NET
Oracle
MySQL
SQL Server
MongoDB
Cassandra
Docker
Kubernetes
TFS
Jenkins
Kafka
ELK
Splunk
Redis
+27
Skill cluster (13 dimension groups, role-scoped)
Cloud Platforms
Azure
AWS
GCP
Programming Languages
Java
C#
JavaScript
UI Frameworks and Rendering
Angular
React
React Native
Build and Dependency Management
Maven
Gradle
Web Application Frameworks
Spring Boot
Node.js
Asynchronous Messaging and Event Streaming
Kafka
Caching and State Management
Redis
Cloud Platforms & Managed Services
ELK
Container Orchestration Platforms
Kubernetes
Containerization and Image Builds
Docker
ORMs and Data Access Layers
Hibernate
Relational Data Modeling
MySQL
Cross-cutting / unaligned
.NET Framework
SQL
ADO.NET
Oracle
SQL Server
MongoDB
Cassandra
TFS
Jenkins
Splunk
Git
Agile
Scrum
TDD
BDD
Microservices
Event-Driven Architecture
Containerization
Auto-scaling
Responsive Web Apps
Progressive Web Apps
SCM branching strategies
Injection
Broken Authentication
Sensitive Data Exposure
XXE
Broken Access Control
Security Misconfiguration
XSS
Insecure Deserialization
Components with known vulnerabilities
Insufficient Logging & Monitoring
Show KRA description ↓
Looking for Software and Senior Software Engineers with 4 to 10 years of experience working with architectural and design concepts like microservices, event driven architectures, containerization, auto-scaling, responsive/progressive web apps and implementing solutions on cloud platforms using popular frameworks and programing languages. Engineers will be part of multi-disciplinary and globally distributed Agile/Scrum. They must exhibit strong problem-solving and debugging skills along with experience in working with engineering approaches like TDD/BDD.
Overall IT Experience: Between 4 to 12 years
Mandatory Experience
Hands on experience in working with one or more product/frameworks in the following areas
Presentation Framework: Angular / React JS /React Native
Compute & Integration Framework: Spring Boot / Node.JS / .Net Framework,
Application Languages: Java or C# along with JavaScript
Data Access Languages / Layer: SQL, Hibernate, ADO.Net
Database: Oracle / MySQL / SQL Server / NoSQL (MongoDB or Cassandra)
Tools experience desired: Dockers, Kubernetes, TFS , Jenkins, Kafka, ELK, Splunk, Redis
Ability to use source-code control system such as Git, build systems such as Maven or Gradle
Experience implementing and deploying solution in any one of the Cloud environments (Azure / AWS / GCP). Ability to leverage cloud managed services for application development
Security Concepts and exposure in the OS / Application / Cloud Platform
Ability to Debug and troubleshoot applications on cloud platforms
Proficient in setting up SCM branching strategies
Experience in handling application security risks such as Injection, Broken Authentication, Sensitive Data Exposure, XML External Entities (XXE), Broken Access Control, Security Misconfiguration, Cross-Site Scripting XSS, Insecure Deserialization, using Components with known vulnerabilities and Insufficient Logging & Monitoring
Signals
Skill
backend-engineer
0.31
Alias
backend-engineer
1.00
KRA
cloud-architect
0.55
Post-classification
Centroidupdated · n=551
Alias collision log—
New-role queue—
New skills captured20
New KRA captured—
Captured for admin review
.NET Framework
primary
↔
Fullstack Developer
pending
ADO.NET
primary
↔
Fullstack Developer
pending
Oracle
primary
↔
Fullstack Developer
pending
TFS
primary
↔
Fullstack Developer
pending
TDD
primary
↔
Fullstack Developer
pending
BDD
primary
↔
Fullstack Developer
pending
Containerization
primary
↔
Fullstack Developer
pending
Auto-scaling
primary
↔
Fullstack Developer
pending
Responsive Web Apps
primary
↔
Fullstack Developer
pending
Progressive Web Apps
primary
↔
Fullstack Developer
pending
SCM branching strategies
primary
↔
Fullstack Developer
pending
Injection
primary
↔
Fullstack Developer
pending
Broken Authentication
primary
↔
Fullstack Developer
pending
Sensitive Data Exposure
primary
↔
Fullstack Developer
pending
XXE
primary
↔
Fullstack Developer
pending
Broken Access Control
primary
↔
Fullstack Developer
pending
Security Misconfiguration
primary
↔
Fullstack Developer
pending
Insecure Deserialization
primary
↔
Fullstack Developer
pending
Components with known vulnerabilities
primary
↔
Fullstack Developer
pending
Insufficient Logging & Monitoring
primary
↔
Fullstack Developer
pending
Status:
extract_from_jd_done
Created: 2026-05-27T15:50:18.552320Z
Updated: 2026-06-12T15:51:21.543201Z
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
No chosen role stored for this run.
Job description
Description - External Looking for the best and brightest FSE Cognizant (Nasdaq-100: CTSH) is one of the world's leading professional services companies, transforming clients' business, operating and technology models for the digital era. Our unique industry-based, consultative approach helps clients envision, build and run more innovative and efficient businesses. Our Cognizant Digital Engineering business unit specializes on engineering and delivering digital products and experiences that drive digital-first business models. We are having multiple positions open for Full Stack Engineers (FSE) roles in Cognizant Digital Engineering. Our purpose is to grow and nurture a diverse community of demonstrably superior engineering talent to help Cognizant deliver high quality engineering outcomes and enhance the market positioning of our engineering capabilities. Location/s- PAN India About The Job Opening Looking for Software and Senior Software Engineers with 4 to 10 years of experience working with architectural and design concepts like microservices, event driven architectures, containerization, auto-scaling, responsive/progressive web apps and implementing solutions on cloud platforms using popular frameworks and programing languages. Engineers will be part of multi-disciplinary and globally distributed Agile/Scrum. They must exhibit strong problem-solving and debugging skills along with experience in working with engineering approaches like TDD/BDD. Requirements Overall IT Experience: Between 4 to 12 years Mandatory Experience Hands on experience in working with one or more product/frameworks in the following areas Presentation Framework: Angular / React JS /React Native Compute & Integration Framework: Spring Boot / Node.JS / .Net Framework, Application Languages: Java or C# along with JavaScript Data Access Languages / Layer: SQL, Hibernate, ADO.Net Database: Oracle / MySQL / SQL Server / NoSQL (MongoDB or Cassandra) Tools experience desired: Dockers, Kubernetes, TFS , Jenkins, Kafka, ELK, Splunk, Redis Ability to use source-code control system such as Git, build systems such as Maven or Gradle Experience implementing and deploying solution in any one of the Cloud environments (Azure / AWS / GCP). Ability to leverage cloud managed services for application development Security Concepts and exposure in the OS / Application / Cloud Platform Highly Desired Skills For Senior Software Engineers Ability to Debug and troubleshoot applications on cloud platforms Proficient in setting up SCM branching strategies Experience in handling application security risks such as Injection, Broken Authentication, Sensitive Data Exposure, XML External Entities (XXE), Broken Access Control, Security Misconfiguration, Cross-Site Scripting XSS, Insecure Deserialization, using Components with known vulnerabilities and Insufficient Logging & Monitoring Qualifications - External Hands on experience in working with one or more product/frameworks in the following areas Presentation Framework: Angular / React JS /React Native Compute & Integration Framework: Spring Boot / Node.JS / .Net Framework, Application Languages: Java or C# along with JavaScript Data Access Languages / Layer: SQL, Hibernate, ADO.Net Database: Oracle / MySQL / SQL Server / NoSQL (MongoDB or Cassandra) Tools experience desired: Dockers, Kubernetes, TFS , Jenkins, Kafka, ELK, Splunk, Redis SO Job Description Hands on experience in working with one or more product/frameworks in the following areas Presentation Framework: Angular / React JS /React Native Compute & Integration Framework: Spring Boot / Node.JS / .Net Framework, Application Languages: Java or C# along with JavaScript Data Access Languages / Layer: SQL, Hibernate, ADO.Net Database: Oracle / MySQL / SQL Server / NoSQL (MongoDB or Cassandra) Tools experience desired: Dockers, Kubernetes, TFS , Jenkins, Kafka, ELK, Splunk, Redis Technical Skills Qualifications - External SNo Primary Skill Proficiency Level * Rqrd./Dsrd. 1 SQL Server PL4 Required 2 Spring Boot PL2 Required 3 Microservices PL4 Desired 4 Angular JS PL4 Required 5 Spring Core PL2 Desired 6 ANSI SQL PL2 Desired 7 JDBC PL2 Desired 8 Core Java PL2 Required Domain Skills SNo Primary Skill Proficiency Level * Rqrd./Dsrd. 1 Order Management(Retail) NA Required Proficiency Legends Proficiency Level Generic Reference PL1 The associate has basic awareness and comprehension of the skill and is in the process of acquiring this skill through various channels. PL2 The associate possesses working knowledge of the skill, and can actively and independently apply this skill in engagements and projects. PL3 The associate has comprehensive, in-depth and specialized knowledge of the skill. She / he has extensively demonstrated successful application of the skill in engagements or projects. PL4 The associate can function as a subject matter expert for this skill. The associate is capable of analyzing, evaluating and synthesizing solutions using the skill. SO Job Description SO Job Description Hands on experience in working with one or more product/frameworks in the following areas Presentation Framework: Angular / React JS /React Native Compute & Integration Framework: Spring Boot / Node.JS / .Net Framework, Application Languages: Java or C# along with JavaScript Data Access Languages / Layer: SQL, Hibernate, ADO.Net Database: Oracle / MySQL / SQL Server / NoSQL (MongoDB or Cassandra) Tools experience desired: Dockers, Kubernetes, TFS , Jenkins, Kafka, ELK, Splunk, Redis Employee Status : Full Time Employee Shift : Day Job Travel : No Job Posting : Mar 15 2021 About Cognizant Cognizant (Nasdaq-100: CTSH) is one of the world's leading professional services companies, transforming clients' business, operating and technology models for the digital era. Our unique industry-based, consultative approach helps clients envision, build and run more innovative and efficient businesses. Headquartered in the U.S., Cognizant is ranked 194 on the Fortune 500 and is consistently listed among the most admired companies in the world. Learn how Cognizant helps clients lead with digital at www.cognizant.com or follow us @Cognizant.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Angular
Primary
No API 2 row (run stopped after API 1 or history missing)
React
Primary
No API 2 row (run stopped after API 1 or history missing)
React Native
Primary
No API 2 row (run stopped after API 1 or history missing)
Spring Boot
Primary
No API 2 row (run stopped after API 1 or history missing)
Node.js
Primary
No API 2 row (run stopped after API 1 or history missing)
.NET Framework
Primary
No API 2 row (run stopped after API 1 or history missing)
Java
Primary
No API 2 row (run stopped after API 1 or history missing)
C#
Primary
No API 2 row (run stopped after API 1 or history missing)
JavaScript
Primary
No API 2 row (run stopped after API 1 or history missing)
SQL
Primary
No API 2 row (run stopped after API 1 or history missing)
Hibernate
Primary
No API 2 row (run stopped after API 1 or history missing)
ADO.NET
Primary
No API 2 row (run stopped after API 1 or history missing)
Oracle
Primary
No API 2 row (run stopped after API 1 or history missing)
MySQL
Primary
No API 2 row (run stopped after API 1 or history missing)
SQL Server
Primary
No API 2 row (run stopped after API 1 or history missing)
MongoDB
Primary
No API 2 row (run stopped after API 1 or history missing)
Cassandra
Primary
No API 2 row (run stopped after API 1 or history missing)
Docker
Primary
No API 2 row (run stopped after API 1 or history missing)
Kubernetes
Primary
No API 2 row (run stopped after API 1 or history missing)
TFS
Primary
No API 2 row (run stopped after API 1 or history missing)
Jenkins
Primary
No API 2 row (run stopped after API 1 or history missing)
Kafka
Primary
No API 2 row (run stopped after API 1 or history missing)
ELK
Primary
No API 2 row (run stopped after API 1 or history missing)
Splunk
Primary
No API 2 row (run stopped after API 1 or history missing)
Redis
Primary
No API 2 row (run stopped after API 1 or history missing)
Git
Primary
No API 2 row (run stopped after API 1 or history missing)
Maven
Primary
No API 2 row (run stopped after API 1 or history missing)
Gradle
Primary
No API 2 row (run stopped after API 1 or history missing)
Azure
Primary
No API 2 row (run stopped after API 1 or history missing)
AWS
Primary
No API 2 row (run stopped after API 1 or history missing)
GCP
Primary
No API 2 row (run stopped after API 1 or history missing)
Agile
Primary
No API 2 row (run stopped after API 1 or history missing)
Scrum
Primary
No API 2 row (run stopped after API 1 or history missing)
TDD
Primary
No API 2 row (run stopped after API 1 or history missing)
BDD
Primary
No API 2 row (run stopped after API 1 or history missing)
Microservices
Primary
No API 2 row (run stopped after API 1 or history missing)
Event-Driven Architecture
Primary
No API 2 row (run stopped after API 1 or history missing)
Containerization
Primary
No API 2 row (run stopped after API 1 or history missing)
Auto-scaling
Primary
No API 2 row (run stopped after API 1 or history missing)
Responsive Web Apps
Primary
No API 2 row (run stopped after API 1 or history missing)
Progressive Web Apps
Primary
No API 2 row (run stopped after API 1 or history missing)
SCM branching strategies
Primary
No API 2 row (run stopped after API 1 or history missing)
Injection
Primary
No API 2 row (run stopped after API 1 or history missing)
Broken Authentication
Primary
No API 2 row (run stopped after API 1 or history missing)
Sensitive Data Exposure
Primary
No API 2 row (run stopped after API 1 or history missing)
XXE
Primary
No API 2 row (run stopped after API 1 or history missing)
Broken Access Control
Primary
No API 2 row (run stopped after API 1 or history missing)
Security Misconfiguration
Primary
No API 2 row (run stopped after API 1 or history missing)
XSS
Primary
No API 2 row (run stopped after API 1 or history missing)
Insecure Deserialization
Primary
No API 2 row (run stopped after API 1 or history missing)
Components with known vulnerabilities
Primary
No API 2 row (run stopped after API 1 or history missing)
Insufficient Logging & Monitoring
Primary
No API 2 row (run stopped after API 1 or history missing)
Library artifacts (this run)
No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleFull Stack Engineer
CompanyCognizant
Experience4 to 10 years of experience
DomainIT Services & Consulting
Location
India
(null)
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Cognizant (Nasdaq-100: CTSH) is",
"last_5_words": "most admired companies in the world."
},
"text": "Cognizant (Nasdaq-100: CTSH) is one of the world\u0027s leading professional services companies, transforming clients\u0027 business, operating and technology models for the digital era. Our unique industry-based, consultative approach helps clients envision, build and run more innovative and efficient businesses. Headquartered in the U.S., Cognizant is ranked 194 on the Fortune 500 and is consistently listed among the most admired companies in the world.",
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"city": null,
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"state": null,
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"word_count": 139
},
{
"bullet_count": 3,
"heading": "Highly Desired Skills For Senior Software Engineers",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Ability to Debug and troubleshoot",
"last_5_words": "known vulnerabilities and Insufficient Logging"
},
"text": "Ability to Debug and troubleshoot applications on cloud platforms\nProficient in setting up SCM branching strategies\nExperience in handling application security risks such as Injection, Broken Authentication, Sensitive Data Exposure, XML External Entities (XXE), Broken Access Control, Security Misconfiguration, Cross-Site Scripting XSS, Insecure Deserialization, using Components with known vulnerabilities and Insufficient Logging \u0026 Monitoring",
"word_count": 49
}
],
"urls": [
{
"type": "website",
"url": "http://www.cognizant.com"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Angular"
},
{
"is_primary": true,
"skill_name": "React"
},
{
"is_primary": true,
"skill_name": "React Native"
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{
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{
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"skill_name": "Node.js"
},
{
"is_primary": true,
"skill_name": ".NET Framework"
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{
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"skill_name": "Java"
},
{
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},
{
"is_primary": true,
"skill_name": "JavaScript"
},
{
"is_primary": true,
"skill_name": "SQL"
},
{
"is_primary": true,
"skill_name": "Hibernate"
},
{
"is_primary": true,
"skill_name": "ADO.NET"
},
{
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"skill_name": "Oracle"
},
{
"is_primary": true,
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},
{
"is_primary": true,
"skill_name": "SQL Server"
},
{
"is_primary": true,
"skill_name": "MongoDB"
},
{
"is_primary": true,
"skill_name": "Cassandra"
},
{
"is_primary": true,
"skill_name": "Docker"
},
{
"is_primary": true,
"skill_name": "Kubernetes"
},
{
"is_primary": true,
"skill_name": "TFS"
},
{
"is_primary": true,
"skill_name": "Jenkins"
},
{
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"skill_name": "Kafka"
},
{
"is_primary": true,
"skill_name": "ELK"
},
{
"is_primary": true,
"skill_name": "Splunk"
},
{
"is_primary": true,
"skill_name": "Redis"
},
{
"is_primary": true,
"skill_name": "Git"
},
{
"is_primary": true,
"skill_name": "Maven"
},
{
"is_primary": true,
"skill_name": "Gradle"
},
{
"is_primary": true,
"skill_name": "Azure"
},
{
"is_primary": true,
"skill_name": "AWS"
},
{
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{
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{
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{
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},
{
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},
{
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},
{
"is_primary": true,
"skill_name": "Event-Driven Architecture"
},
{
"is_primary": true,
"skill_name": "Containerization"
},
{
"is_primary": true,
"skill_name": "Auto-scaling"
},
{
"is_primary": true,
"skill_name": "Responsive Web Apps"
},
{
"is_primary": true,
"skill_name": "Progressive Web Apps"
},
{
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"skill_name": "SCM branching strategies"
},
{
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},
{
"is_primary": true,
"skill_name": "Broken Authentication"
},
{
"is_primary": true,
"skill_name": "Sensitive Data Exposure"
},
{
"is_primary": true,
"skill_name": "XXE"
},
{
"is_primary": true,
"skill_name": "Broken Access Control"
},
{
"is_primary": true,
"skill_name": "Security Misconfiguration"
},
{
"is_primary": true,
"skill_name": "XSS"
},
{
"is_primary": true,
"skill_name": "Insecure Deserialization"
},
{
"is_primary": true,
"skill_name": "Components with known vulnerabilities"
},
{
"is_primary": true,
"skill_name": "Insufficient Logging \u0026 Monitoring"
}
],
"jd_role": {
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"rationale": null,
"role_aliases": [
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"role_archetype": "Engineering",
"slug": ""
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"nano_parsed": {
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"text": "Cognizant (Nasdaq-100: CTSH) is one of the world\u0027s leading professional services companies, transforming clients\u0027 business, operating and technology models for the digital era. Our unique industry-based, consultative approach helps clients envision, build and run more innovative and efficient businesses. Headquartered in the U.S., Cognizant is ranked 194 on the Fortune 500 and is consistently listed among the most admired companies in the world.",
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"role_aliases": [
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{
"bullet_count": 0,
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"heading_was_present": true,
"source_marker": {
"first_5_words": "Looking for Software and Senior",
"last_5_words": "engineering approaches like TDD/BDD."
},
"text": "Looking for Software and Senior Software Engineers with 4 to 10 years of experience working with architectural and design concepts like microservices, event driven architectures, containerization, auto-scaling, responsive/progressive web apps and implementing solutions on cloud platforms using popular frameworks and programing languages. Engineers will be part of multi-disciplinary and globally distributed Agile/Scrum. They must exhibit strong problem-solving and debugging skills along with experience in working with engineering approaches like TDD/BDD.",
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},
{
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"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
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{
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"heading": "Highly Desired Skills For Senior Software Engineers",
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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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"case": "DOMAIN",
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},
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],
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],
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],
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"reasoning": "Domain=Software Engineering; The JD describes an end-to-end engineer working across frontend, backend, databases, cloud, and deployment practices, which best matches Fullstack Developer.",
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},
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{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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"status": "pending"
},
{
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},
{
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},
{
"is_primary": true,
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"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
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},
{
"is_primary": true,
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"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
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},
{
"is_primary": true,
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"role_display_name": "Fullstack Developer",
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},
{
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"role_display_name": "Fullstack Developer",
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},
{
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"role_display_name": "Fullstack Developer",
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},
{
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},
{
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"role_display_name": "Fullstack Developer",
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},
{
"is_primary": true,
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"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Insufficient Logging \u0026 Monitoring",
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}
],
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"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{}
API 3 — final-role-output
{}
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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