Pipeline run
b5fdbd3d-c4b1-4a13-90b9-0015f779e40f
Pipeline LLM cost (USD)
API 1: $0.0121
API 2: $0.0000
API 3: $0.0000
Total: $0.0121
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
· API and service implementation
Build and maintain Java/Spring Boot microservices and REST APIs end to end, including database integrations, AWS deployment, CI/CD, troubleshooting, and security/performance-focused design with limited supervision.
""Develop backend logics, microservices, rest APIs, database interactions required for the web application.""
Tech stack maturity
Mainstream Modern
The stack centers on Spring Boot, microservices, AWS, Jenkins, and MySQL, which are widely adopted modern backend technologies but not bleeding-edge or fully cloud-native.
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 (20)
Java
Java 8
Java 11
Spring Boot
Microservices
REST
AWS
EC2
DynamoDB
S3
MySQL
SQL
JUnit
Jenkins
Node.js
EKS
SNS
Jira
Agile
Hibernate
Skill cluster (8 dimension groups, role-scoped)
Programming Languages
Java
Java 8
Java 11
Cloud Platforms
AWS
S3
Web Application Frameworks
Spring Boot
Node.js
API Design and Contracts
REST
Microservices and Distributed Systems
Microservices
ORMs and Data Access Layers
Hibernate
Relational Database Design
MySQL
Cross-cutting / unaligned
EC2
DynamoDB
SQL
JUnit
Jenkins
EKS
SNS
Jira
Agile
Show KRA description ↓
The candidate will
1) Responsible for end-to-end development of software, application, and its maintenance.
2) Design & develop multiple backend services, establish integration points with database and other end points.
3) Troubleshoot, debug and upgrade software.
4) Work with business and technical leaders, understand the requirements and develop accordingly.
5) Independently able to develop, test, deploy using CICD pipeline.
6) Develop backend logics, microservices, rest APIs, database interactions required for the web application.
7) Design & develop with security, performance, and scalability as primary focus.
8) Build features and applications with a responsive design for future.
9) Create and maintain necessary technical documentations.
10) Take ownership on assigned technical tasks and complete with minimal supervision
1. 4-8 years of strong Java programming experience.
2. Experience in Java 8 or Java 11 a must
3. Hands on Spring boot, Microservices app development and orchestration experience
4. Product/System design experience from the scratch.
5. Independently built microservices and REST APIs and webservices in Java.
6. Understanding of AWS – EC2, DynamoDB, S3 - Json data structure etc.
7. Database:- AWS MySQL, DynamoDB, hands-on SQL querying skills
1. Junit for Java unit testing
2. NodeJS – Should be able understand and change if needed
3. CICD Pipeline - Jenkins
4. AWS other services like EKS, SNS, SCS etc.,
5. Jira – familiar with agile methodology.
1) Minimum of 5 years’ experience as a backend Java developer developing web applications.
2) Proficiency in developing end to end seamless web application independently.
3) Excellent development knowledge on back-end languages like Java, Spring Boot, Hibernate etc.
4) Strong development skills on databases like MySQL, AWS Dynamo DB.
5) Must have strong knowledge and hands on building microservices.
6) Strong development skills on building multi-tier microservice security gateway.
7) Attention to details and good organizational skills. Effective verbal & written communication skills combined with good analytical and problem-solving attitude.
1) Hands on AWS experience with at least 1 year deploying and maintenance on AWS cloud and its services.
2) Well versed with AWS cloud infrastructure, network, security, and storage
Signals
Skill
scala-backend-developer
0.50
Alias
—
—
KRA
full-stack-engineer
0.56
Post-classification
Centroidupdated · n=1036
Alias collision log—
New-role queue—
New skills captured5
New KRA captured—
Captured for admin review
EC2
primary
↔
Backend Developer
pending
DynamoDB
primary
↔
Backend Developer
pending
JUnit
primary
↔
Backend Developer
pending
SNS
↔
Backend Developer
pending
Jira
↔
Backend Developer
pending
Status:
extract_from_jd_done
Created: 2026-05-27T15:39:08.735560Z
Updated: 2026-06-12T16:09:01.104070Z
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
Looking for an individual who is motivated, innovative and have aptitude and appetite to learn and thrive in a high-performance team. An opportunity to work on latest technologies along with an environment where ideas are valued, and efforts are rewarded. Primary skill sets: 1. 4-8 years of strong Java programming experience. 2. Experience in Java 8 or Java 11 a must 3. Hands on Spring boot, Microservices app development and orchestration experience 4. Product/System design experience from the scratch. 5. Independently built microservices and REST APIs and webservices in Java. 6. Understanding of AWS – EC2, DynamoDB, S3 - Json data structure etc. 7. Database:- AWS MySQL, DynamoDB, hands-on SQL querying skills Secondary skill sets: 1. Junit for Java unit testing 2. NodeJS – Should be able understand and change if needed 3. CICD Pipeline - Jenkins 4. AWS other services like EKS, SNS, SCS etc., 5. Jira – familiar with agile methodology. Roles and Responsibilities: The candidate will 1) Responsible for end-to-end development of software, application, and its maintenance. 2) Design & develop multiple backend services, establish integration points with database and other end points. 3) Troubleshoot, debug and upgrade software. 4) Work with business and technical leaders, understand the requirements and develop accordingly. 5) Independently able to develop, test, deploy using CICD pipeline. 6) Develop backend logics, microservices, rest APIs, database interactions required for the web application. 7) Design & develop with security, performance, and scalability as primary focus. 8) Build features and applications with a responsive design for future. 9) Create and maintain necessary technical documentations. 10) Take ownership on assigned technical tasks and complete with minimal supervision Required Skills: 1) Minimum of 5 years’ experience as a backend Java developer developing web applications. 2) Proficiency in developing end to end seamless web application independently. 3) Excellent development knowledge on back-end languages like Java, Spring Boot, Hibernate etc. 4) Strong development skills on databases like MySQL, AWS Dynamo DB. 5) Must have strong knowledge and hands on building microservices. 6) Strong development skills on building multi-tier microservice security gateway. 7) Attention to details and good organizational skills. Effective verbal & written communication skills combined with good analytical and problem-solving attitude. Nice to have: 1) Hands on AWS experience with at least 1 year deploying and maintenance on AWS cloud and its services. 2) Well versed with AWS cloud infrastructure, network, security, and storage
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Java
Primary
No API 2 row (run stopped after API 1 or history missing)
Java 8
Primary
No API 2 row (run stopped after API 1 or history missing)
Java 11
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)
Microservices
Primary
No API 2 row (run stopped after API 1 or history missing)
REST
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)
EC2
Primary
No API 2 row (run stopped after API 1 or history missing)
DynamoDB
Primary
No API 2 row (run stopped after API 1 or history missing)
S3
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
Primary
No API 2 row (run stopped after API 1 or history missing)
JUnit
Primary
No API 2 row (run stopped after API 1 or history missing)
Node.js
Secondary
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)
EKS
Secondary
No API 2 row (run stopped after API 1 or history missing)
SNS
Secondary
No API 2 row (run stopped after API 1 or history missing)
Jira
Secondary
No API 2 row (run stopped after API 1 or history missing)
Agile
Secondary
No API 2 row (run stopped after API 1 or history missing)
Hibernate
Secondary
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
Experience4-8 years of strong Java programming experience.
DomainOther
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [],
"experience": {
"max": 8,
"min": 5,
"raw": "4-8 years of strong Java programming experience."
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 10,
"heading": "Roles and Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "The candidate will 1) Responsible",
"last_5_words": "with minimal supervision"
},
"text": "The candidate will\n1) Responsible for end-to-end development of software, application, and its maintenance.\n2) Design \u0026 develop multiple backend services, establish integration points with database and other end points.\n3) Troubleshoot, debug and upgrade software.\n4) Work with business and technical leaders, understand the requirements and develop accordingly.\n5) Independently able to develop, test, deploy using CICD pipeline.\n6) Develop backend logics, microservices, rest APIs, database interactions required for the web application.\n7) Design \u0026 develop with security, performance, and scalability as primary focus.\n8) Build features and applications with a responsive design for future.\n9) Create and maintain necessary technical documentations.\n10) Take ownership on assigned technical tasks and complete with minimal supervision",
"word_count": 155
},
{
"bullet_count": 7,
"heading": "Primary skill sets",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1. 4-8 years of strong",
"last_5_words": "hands-on SQL querying skills"
},
"text": "1. 4-8 years of strong Java programming experience.\n2. Experience in Java 8 or Java 11 a must\n3. Hands on Spring boot, Microservices app development and orchestration experience\n4. Product/System design experience from the scratch.\n5. Independently built microservices and REST APIs and webservices in Java.\n6. Understanding of AWS \u2013 EC2, DynamoDB, S3 - Json data structure etc.\n7. Database:- AWS MySQL, DynamoDB, hands-on SQL querying skills",
"word_count": 83
},
{
"bullet_count": 5,
"heading": "Secondary skill sets",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1. Junit for Java unit",
"last_5_words": "familiar with agile methodology."
},
"text": "1. Junit for Java unit testing\n2. NodeJS \u2013 Should be able understand and change if needed\n3. CICD Pipeline - Jenkins\n4. AWS other services like EKS, SNS, SCS etc.,\n5. Jira \u2013 familiar with agile methodology.",
"word_count": 50
},
{
"bullet_count": 7,
"heading": "Required Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1) Minimum of 5 years\u2019",
"last_5_words": "problem-solving attitude."
},
"text": "1) Minimum of 5 years\u2019 experience as a backend Java developer developing web applications.\n2) Proficiency in developing end to end seamless web application independently.\n3) Excellent development knowledge on back-end languages like Java, Spring Boot, Hibernate etc.\n4) Strong development skills on databases like MySQL, AWS Dynamo DB.\n5) Must have strong knowledge and hands on building microservices.\n6) Strong development skills on building multi-tier microservice security gateway.\n7) Attention to details and good organizational skills. Effective verbal \u0026 written communication skills combined with good analytical and problem-solving attitude.",
"word_count": 104
},
{
"bullet_count": 2,
"heading": "Nice to have",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1) Hands on AWS experience",
"last_5_words": "network, security, and storage"
},
"text": "1) Hands on AWS experience with at least 1 year deploying and maintenance on AWS cloud and its services.\n2) Well versed with AWS cloud infrastructure, network, security, and storage",
"word_count": 36
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Java"
},
{
"is_primary": true,
"skill_name": "Java 8"
},
{
"is_primary": true,
"skill_name": "Java 11"
},
{
"is_primary": true,
"skill_name": "Spring Boot"
},
{
"is_primary": true,
"skill_name": "Microservices"
},
{
"is_primary": true,
"skill_name": "REST"
},
{
"is_primary": true,
"skill_name": "AWS"
},
{
"is_primary": true,
"skill_name": "EC2"
},
{
"is_primary": true,
"skill_name": "DynamoDB"
},
{
"is_primary": true,
"skill_name": "S3"
},
{
"is_primary": true,
"skill_name": "MySQL"
},
{
"is_primary": true,
"skill_name": "SQL"
},
{
"is_primary": true,
"skill_name": "JUnit"
},
{
"is_primary": false,
"skill_name": "Node.js"
},
{
"is_primary": true,
"skill_name": "Jenkins"
},
{
"is_primary": false,
"skill_name": "EKS"
},
{
"is_primary": false,
"skill_name": "SNS"
},
{
"is_primary": false,
"skill_name": "Jira"
},
{
"is_primary": false,
"skill_name": "Agile"
},
{
"is_primary": false,
"skill_name": "Hibernate"
}
],
"jd_role": null,
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [],
"experience": {
"max": 8,
"min": 5,
"raw": "4-8 years of strong Java programming experience."
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 10,
"heading": "Roles and Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "The candidate will 1) Responsible",
"last_5_words": "with minimal supervision"
},
"text": "The candidate will\n1) Responsible for end-to-end development of software, application, and its maintenance.\n2) Design \u0026 develop multiple backend services, establish integration points with database and other end points.\n3) Troubleshoot, debug and upgrade software.\n4) Work with business and technical leaders, understand the requirements and develop accordingly.\n5) Independently able to develop, test, deploy using CICD pipeline.\n6) Develop backend logics, microservices, rest APIs, database interactions required for the web application.\n7) Design \u0026 develop with security, performance, and scalability as primary focus.\n8) Build features and applications with a responsive design for future.\n9) Create and maintain necessary technical documentations.\n10) Take ownership on assigned technical tasks and complete with minimal supervision",
"word_count": 155
},
{
"bullet_count": 7,
"heading": "Primary skill sets",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1. 4-8 years of strong",
"last_5_words": "hands-on SQL querying skills"
},
"text": "1. 4-8 years of strong Java programming experience.\n2. Experience in Java 8 or Java 11 a must\n3. Hands on Spring boot, Microservices app development and orchestration experience\n4. Product/System design experience from the scratch.\n5. Independently built microservices and REST APIs and webservices in Java.\n6. Understanding of AWS \u2013 EC2, DynamoDB, S3 - Json data structure etc.\n7. Database:- AWS MySQL, DynamoDB, hands-on SQL querying skills",
"word_count": 83
},
{
"bullet_count": 5,
"heading": "Secondary skill sets",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1. Junit for Java unit",
"last_5_words": "familiar with agile methodology."
},
"text": "1. Junit for Java unit testing\n2. NodeJS \u2013 Should be able understand and change if needed\n3. CICD Pipeline - Jenkins\n4. AWS other services like EKS, SNS, SCS etc.,\n5. Jira \u2013 familiar with agile methodology.",
"word_count": 50
},
{
"bullet_count": 7,
"heading": "Required Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1) Minimum of 5 years\u2019",
"last_5_words": "problem-solving attitude."
},
"text": "1) Minimum of 5 years\u2019 experience as a backend Java developer developing web applications.\n2) Proficiency in developing end to end seamless web application independently.\n3) Excellent development knowledge on back-end languages like Java, Spring Boot, Hibernate etc.\n4) Strong development skills on databases like MySQL, AWS Dynamo DB.\n5) Must have strong knowledge and hands on building microservices.\n6) Strong development skills on building multi-tier microservice security gateway.\n7) Attention to details and good organizational skills. Effective verbal \u0026 written communication skills combined with good analytical and problem-solving attitude.",
"word_count": 104
},
{
"bullet_count": 2,
"heading": "Nice to have",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1) Hands on AWS experience",
"last_5_words": "network, security, and storage"
},
"text": "1) Hands on AWS experience with at least 1 year deploying and maintenance on AWS cloud and its services.\n2) Well versed with AWS cloud infrastructure, network, security, and storage",
"word_count": 36
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "b5fdbd3d-c4b1-4a13-90b9-0015f779e40f",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
"sentence": "5) Independently able to develop, test, deploy using CICD pipeline.",
"similarity": 0.6146
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "4) Work with business and technical leaders, understand the requirements and develop accordingly.",
"similarity": 0.5281
},
{
"kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
"sentence": "Database:- AWS MySQL, DynamoDB, hands-on SQL querying skills",
"similarity": 0.5255
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5561,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Backend Developer",
"kra_matches": [
{
"kra_text": "Implements server-side business logic, REST API endpoints, and microservice handlers using Java, Python, Go, or Node.js to process application requests and enforce business rules.",
"sentence": "Independently built microservices and REST APIs and webservices in Java.",
"similarity": 0.5829
},
{
"kra_text": "Designs and maintains RESTful and GraphQL API interfaces with proper authentication, versioning, rate limiting, and documentation for frontend and third-party consumers.",
"sentence": "2) Design \u0026 develop multiple backend services, establish integration points with database and other end points.",
"similarity": 0.5155
},
{
"kra_text": "Designs and maintains RESTful and GraphQL API interfaces with proper authentication, versioning, rate limiting, and documentation for frontend and third-party consumers.",
"sentence": "6) Develop backend logics, microservices, rest APIs, database interactions required for the web application.",
"similarity": 0.5133
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.5372,
"slug": "backend-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "2) Design \u0026 develop multiple backend services, establish integration points with database and other end points.",
"similarity": 0.568
},
{
"kra_text": "optimize responsiveness and performance",
"sentence": "7) Design \u0026 develop with security, performance, and scalability as primary focus.",
"similarity": 0.5528
},
{
"kra_text": "optimize responsiveness and performance",
"sentence": "8) Build features and applications with a responsive design for future.",
"similarity": 0.4858
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5355,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "integrate backend APIs",
"sentence": "2) Design \u0026 develop multiple backend services, establish integration points with database and other end points.",
"similarity": 0.5776
},
{
"kra_text": "integrate backend APIs",
"sentence": "6) Develop backend logics, microservices, rest APIs, database interactions required for the web application.",
"similarity": 0.5488
},
{
"kra_text": "integrate backend APIs",
"sentence": "Independently built microservices and REST APIs and webservices in Java.",
"similarity": 0.4769
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5344,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Ionic Developer",
"kra_matches": [
{
"kra_text": "service and API integration",
"sentence": "2) Design \u0026 develop multiple backend services, establish integration points with database and other end points.",
"similarity": 0.5453
},
{
"kra_text": "service and API integration",
"sentence": "Independently built microservices and REST APIs and webservices in Java.",
"similarity": 0.5348
},
{
"kra_text": "responsive and adaptive UI behavior",
"sentence": "8) Build features and applications with a responsive design for future.",
"similarity": 0.5025
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 434,
"score": 0.5275,
"slug": "ionic-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Scala Backend Developer",
"kra_matches": null,
"matched_count": 7,
"matched_skills": [
"AWS",
"Java",
"MySQL",
"REST",
"S3",
"Spring Boot",
"microservices"
],
"role_id": 87,
"score": 0.5,
"slug": "scala-backend-developer",
"total_count": 14
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 7,
"matched_skills": [
"AWS",
"Java",
"MySQL",
"REST",
"S3",
"Spring Boot",
"microservices"
],
"role_id": 1,
"score": 0.5,
"slug": "backend-engineer",
"total_count": 14
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 6,
"matched_skills": [
"AWS",
"Java",
"MySQL",
"REST",
"S3",
"Spring Boot"
],
"role_id": 15,
"score": 0.4286,
"slug": "full-stack-engineer",
"total_count": 14
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": null,
"matched_count": 6,
"matched_skills": [
"AWS",
"MySQL",
"REST",
"S3",
"Spring Boot",
"microservices"
],
"role_id": 82,
"score": 0.4286,
"slug": "node-backend-developer",
"total_count": 14
},
{
"display_name": "Kotlin Backend Developer",
"kra_matches": null,
"matched_count": 6,
"matched_skills": [
"AWS",
"Java",
"MySQL",
"REST",
"S3",
"Spring Boot"
],
"role_id": 84,
"score": 0.4286,
"slug": "kotlin-server-backend-developer",
"total_count": 14
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.99,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.99,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Backend Application Development",
"Microservices Architecture",
"Cloud Backend Engineering",
"Database Integration",
"CI/CD and Deployment",
"Security, Performance, and Scalability",
"System Design",
"Agile Collaboration"
],
"matched_kras": [
"Responsible for end-to-end development of software",
"Design \u0026 develop multiple backend services",
"Troubleshoot, debug and upgrade software",
"Independently able to develop, test, deploy using CICD pipeline",
"Develop backend logics, microservices, rest APIs",
"Design \u0026 develop with security, performance, and scalability",
"Create and maintain necessary technical documentations",
"Take ownership on assigned technical tasks"
],
"matched_skills": [
"Java",
"Java 8",
"Java 11",
"Spring boot",
"Microservices",
"REST APIs",
"webservices",
"Hibernate",
"AWS",
"EC2",
"DynamoDB",
"S3",
"MySQL",
"Junit",
"NodeJS",
"Jenkins",
"EKS",
"SNS",
"Jira"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role java-backend-developer; The JD is centered on Java backend development with Spring Boot, microservices, REST APIs, databases, AWS, and CI/CD, which best matches a Backend Developer role.",
"sub_role": {
"confidence": 0.99,
"display_name": "Java Backend Developer",
"reasoning": "The JD is overwhelmingly centered on Java 8/11, Spring Boot, Hibernate, Java microservices, JUnit, and Java REST/web services, making Java Backend Developer the clear fit.",
"role_id": 79,
"slug": "java-backend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 1036,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 15555,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "EC2",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 15556,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "DynamoDB",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 15557,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "JUnit",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 15558,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "SNS",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 15559,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Jira",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"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.
Loading…