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21NC
IntakeRequirementsCandidatesEvidence matrixAgent activity

Candidate C-01

Aman Verma

Software Engineer · Java/Spring application development

All candidates

Aman Verma

New Delhi, India

under a year of experience

aman-verma.md

AI summary

Aman Verma is listed as a Software Engineer and has six months of internship experience fixing bugs in a Java monolith and writing unit tests, plus a Spring Boot/Docker university capstone. The resume does not evidence five years of backend work, production Spring Boot, REST API design, PostgreSQL schema or query optimisation, production Kubernetes, event streaming, or CI/CD; AWS, Kubernetes, and PostgreSQL appear only in the Skills list.

Evidence breakdown

  • Met1
  • Partially met2
  • Unverified5
  • No evidence found2

Evidence coverage

7 need validation
1/6

must-have requirements
with located evidence

7 requirements could not be verified from Aman's resume. HireFlow has written questions to close them, but it will not decide on your behalf.

Move forward?

No decision recorded yet.

7 requirements still need validation

Related text exists, but nothing that establishes the requirement. Take one to HireFlow AI to close it with an interview answer.

REQ-03UnverifiedHas production experience with Spring Boot
Missing: Production deployment and maintenance experience with Spring Boot.

Ask this in the interview

Your resume shows Spring Boot use in a university capstone project. What experience have you had deploying and maintaining Spring Boot applications in a production environment, and what responsibilities did you personally own after deployment?

REQ-04UnverifiedCan design and build REST APIs
Missing: Explicit experience designing and building REST APIs.

Ask this in the interview

Your resume shows that you built an application with Spring Boot. Describe the REST APIs you designed and implemented for that application, including how you defined the resources and contracts and handled validation, errors, security, and testing.

REQ-05UnverifiedHas PostgreSQL experience, including schema design and query optimisation
Missing: Demonstrated PostgreSQL experience covering schema design and query optimisation.

Ask this in the interview

PostgreSQL is listed in your skills. Tell me about a project or role where you used PostgreSQL, focusing on how you designed the schema and how you investigated and optimised query performance.

REQ-07UnverifiedHas used Kubernetes in production
Missing: Demonstrated production experience using Kubernetes.

Ask this in the interview

Kubernetes is listed in your skills. Describe the systems where you used Kubernetes in production, including what was deployed, the cluster environment, and your responsibilities for releases, configuration, scaling, monitoring, and incident response.

REQ-08UnverifiedHas AWS experience
Missing: Demonstrated AWS project or professional experience.

Ask this in the interview

AWS is listed in your skills. Describe a professional or project system in which you used AWS, including the services involved, how the system was deployed and operated, and which parts you personally implemented or maintained.

REQ-09No evidence foundHas experience with Kafka or another event-streaming platform
Missing: Experience using Kafka or another event-streaming platform.

Ask this in the interview

What experience do you have using Kafka or another event-streaming platform, and what problem did it solve? Please describe the producers, consumers, message or event design, delivery behaviour, and how the system was operated or troubleshot.

REQ-10No evidence foundCan build and maintain CI/CD pipelines
Missing: Experience designing, building, or maintaining CI/CD pipelines.

Ask this in the interview

Describe the CI/CD pipelines you have designed, built, or maintained, from a code change through testing and deployment, including the tools used, environment or secret handling, release controls, and how you supported the pipelines over time.

Requirement coverage

Open any row to see the exact source text behind the verdict

10 findings
REQ-01

Has at least 5 years of professional backend development experience

The resume evidences six months of professional software engineering internship experience, but it does not show at least five years of professional backend development.

Partial
REQ-02

Demonstrates strong Java skills

Java work is evidenced through bug fixing in a Java monolith, but the limited six-month internship description does not demonstrate strong Java skills in depth or breadth.

Partial
REQ-03

Has production experience with Spring Boot

Spring Boot is used in a university capstone project, but the resume does not demonstrate production experience with Spring Boot.

Unverified
Requirement source· REQ-03
Production experience with Spring Boot
job descriptionRequirementsquote located in source
Evidence located in resume
Built a campus event management system using Spring Boot and Docker.
aman-verma.mdProjects — Campus Event Systemquote located in source
Not established by the document

Production deployment and maintenance experience with Spring Boot.

Ask this in the interview

Your resume shows Spring Boot use in a university capstone project. What experience have you had deploying and maintaining Spring Boot applications in a production environment, and what responsibilities did you personally own after deployment?

If the answer is still unclear

Can you describe one Spring Boot service that real users depended on, including its deployment environment, an operational issue you handled, and how you resolved it?

F-C01-REQ03confidence 99%model kr/gpt-5.6-luna19 Sept 2026, 14:06
REQ-04

Can design and build REST APIs

The candidate built an application with Spring Boot, but the resume does not specify designing or building REST APIs.

Unverified
Requirement source· REQ-04
Designing and building REST APIs
job descriptionRequirementsquote located in source
Evidence located in resume
Built a campus event management system using Spring Boot and Docker.
aman-verma.mdProjects — Campus Event Systemquote located in source
Not established by the document

Explicit experience designing and building REST APIs.

Ask this in the interview

Your resume shows that you built an application with Spring Boot. Describe the REST APIs you designed and implemented for that application, including how you defined the resources and contracts and handled validation, errors, security, and testing.

If the answer is still unclear

Choose one endpoint you personally built and walk through its request and response contract, implementation, and the design decisions behind it.

F-C01-REQ04confidence 97%model kr/gpt-5.6-luna19 Sept 2026, 14:06
REQ-05

Has PostgreSQL experience, including schema design and query optimisation

PostgreSQL appears only in the Skills list, with no demonstrated project or professional work involving schema design or query optimisation.

Unverified
Requirement source· REQ-05
PostgreSQL, including schema design and query optimisation
job descriptionRequirementsquote located in source
Evidence located in resume
Java, Spring Boot, AWS, Kubernetes, Docker, PostgreSQL
aman-verma.mdSkills listquote located in source
Not established by the document

Demonstrated PostgreSQL experience covering schema design and query optimisation.

Ask this in the interview

PostgreSQL is listed in your skills. Tell me about a project or role where you used PostgreSQL, focusing on how you designed the schema and how you investigated and optimised query performance.

If the answer is still unclear

Can you give a concrete example of a slow query or database performance problem you improved, including the diagnosis, changes made, and measurable result?

F-C01-REQ05confidence 99%model kr/gpt-5.6-luna19 Sept 2026, 14:06
REQ-06

Has Docker experience

The capstone project explicitly used Docker and Docker Compose to run the application locally, demonstrating Docker experience.

Met
REQ-07

Has used Kubernetes in production

nice to have

Kubernetes appears in the Skills list, but no experience or project demonstrates Kubernetes use, particularly in production.

Unverified
Requirement source· REQ-07
Kubernetes in production
job descriptionRequirementsquote located in source
Evidence located in resume
Java, Spring Boot, AWS, Kubernetes, Docker, PostgreSQL
aman-verma.mdSkills listquote located in source
Not established by the document

Demonstrated production experience using Kubernetes.

Ask this in the interview

Kubernetes is listed in your skills. Describe the systems where you used Kubernetes in production, including what was deployed, the cluster environment, and your responsibilities for releases, configuration, scaling, monitoring, and incident response.

If the answer is still unclear

Describe a production deployment or Kubernetes incident you personally handled, including what you changed, how you validated the result, and how you would roll back if necessary.

F-C01-REQ07confidence 99%model kr/gpt-5.6-luna19 Sept 2026, 14:06
REQ-08

Has AWS experience

nice to have

AWS appears only in the Skills list, with no Experience or Projects entry demonstrating AWS usage.

Unverified
Requirement source· REQ-08
AWS
job descriptionRequirementsquote located in source
Evidence located in resume
Java, Spring Boot, AWS, Kubernetes, Docker, PostgreSQL
aman-verma.mdSkills listquote located in source
Not established by the document

Demonstrated AWS project or professional experience.

Ask this in the interview

AWS is listed in your skills. Describe a professional or project system in which you used AWS, including the services involved, how the system was deployed and operated, and which parts you personally implemented or maintained.

If the answer is still unclear

Can you walk through one AWS workload end to end, explaining its architecture, access controls, monitoring, and a problem you personally diagnosed or resolved?

F-C01-REQ08confidence 99%model kr/gpt-5.6-luna19 Sept 2026, 14:06
REQ-09

Has experience with Kafka or another event-streaming platform

nice to have

The resume contains no evidence of Kafka or another event-streaming platform.

Absent
REQ-10

Can build and maintain CI/CD pipelines

nice to have

The resume contains no evidence of building or maintaining CI/CD pipelines.

Absent

Evaluation report

Resume screening and interview evidence, combined into one verdict per requirement

1

evidenced from resume

0

validated in interview

7

unresolved after interview

Requirement

Resume

Interview

Final

REQ-01Has at least 5 years of professional backend development experience
Partial—Partial
REQ-02Demonstrates strong Java skills
Partial—Partial
REQ-03Has production experience with Spring Boot
Unverified—Unverified
REQ-04Can design and build REST APIs
Unverified—Unverified
REQ-05Has PostgreSQL experience, including schema design and query optimisation
Unverified—Unverified
REQ-06Has Docker experience
Met—Met
REQ-07Has used Kubernetes in production
Unverified—Unverified
REQ-08Has AWS experience
Unverified—Unverified
REQ-09Has experience with Kafka or another event-streaming platform
Absent—Absent
REQ-10Can build and maintain CI/CD pipelines
Absent—Absent

Evaluation incomplete — 7 areas remain unvalidated

REQ-03Has production experience with Spring BootREQ-04Can design and build REST APIsREQ-05Has PostgreSQL experience, including schema design and query optimisationREQ-07Has used Kubernetes in productionREQ-08Has AWS experienceREQ-09Has experience with Kafka or another event-streaming platformREQ-10Can build and maintain CI/CD pipelines

These are the requirements to resolve before a decision — HireFlow will not close them on its own.