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Pipeline run

f3ab9c38-288a-45bb-bb79-8727144f2806

Pipeline LLM cost (USD)
API 1: $0.0108 API 2: $0.0004 API 3: $0.0000 Total: $0.0111

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Cloud / DevOps / Platform Engineering
Build and operate OCI Data Catalog cloud services, owning CI/CD and automation for provisioning, deployment, security, scaling, availability, resiliency, and monitoring; also troubleshoot/debug software in a collaborative, distributed team.
"Take responsibility and own the CI/CD pipeline for the services"
Tech stack maturity
Modern Cloud Native
OCI cloud engineering focused on agile CI/CD, cloud operations, monitoring, and scaling aligns with a modern cloud-native stack and practices.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.20 / 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): ML
Evidence — skills matched in JD (14)
OCI Agile CI/CD Cloud Automation Provisioning Deployment Security Scaling Availability Resiliency Monitoring Databases Operating Systems
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
OCI Agile CI/CD Cloud Automation Provisioning Deployment Security Scaling Availability Resiliency Monitoring Databases Operating Systems
Show KRA description ↓
As an integral part of the OCI development team you will be responsible for the following – ·       Help drive the next generation Data Catalog Cloud service ·       Build systems to address hard operational problems such as automation, provisioning/deployment, security, scaling, availability, resiliency and monitoring ·       Take responsibility and own the CI/CD pipeline for the services ·       Value simplicity and usability and work comfortably in a collaborative, agile environment. ·       Working with remote and geographically distributed teams. Design, develop, troubleshoot and debug software programs for databases, applications, tools, networks etc. As a member of the software engineering division, you will take an active role in the definition and evolution of standard practices and procedures. You will be responsible for defining and developing software for tasks associated with the developing, designing and debugging of software applications or operating systems. Work is non-routine and very complex, involving the application of advanced technical/business skills in area of specialization. Leading contributor individually and as a team member, providing direction and mentoring to others. BS or MS degree or equivalent experience relevant to functional area. 7 years of software engineering or related experience.

Signals

Skill devops-engineer
0.21
Alias cloud-engineer
1.00
KRA devops-engineer
0.49

Post-classification

Centroidupdated · n=1
Alias collision log
New-role queue
New skills captured9
New KRA capturedyes

Captured for admin review

OCI primary OCI Cloud Engineer pending
Automation primary OCI Cloud Engineer pending
Provisioning primary OCI Cloud Engineer pending
Deployment primary OCI Cloud Engineer pending
Security primary OCI Cloud Engineer pending
Availability primary OCI Cloud Engineer pending
Resiliency primary OCI Cloud Engineer pending
Databases primary OCI Cloud Engineer pending
Operating Systems primary OCI Cloud Engineer pending
R&R fragment (sim 0.00) OCI Cloud Engineer pending

As an integral part of the OCI development team you will be responsible for the following – ·       Help drive the next generation Data Catalog Cloud service ·       Build systems to address hard oper…

Status: completed Created: 2026-05-27T14:46:44.531251Z Updated: 2026-06-12T17:17:09.840363Z API 3 duration: 7797 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

OCI Cloud Engineer

OCI Cloud Developer

sub-role · 0.95 domain · Cloud Engineering CASE DOMAIN

slug: oci-cloud-engineer · id: 37 · source: db · sub-role slug: oci-cloud-developer

Domain=Cloud Engineering → sub-role oci-cloud-developer; The JD is explicitly for OCI development work and focuses on building and operating OCI cloud services, CI/CD, provisioning, scaling, security, and resiliency.

Matched skills

OCIData Catalog Cloud serviceautomationprovisioning/deploymentsecurityscalingavailabilityresiliencymonitoringCI/CD pipelineagilesoftware engineeringdatabasesapplicationsoperating systems

Matched dimensions

OCI cloud service engineeringplatform operations and automationCI/CD ownershipsecurity and reliability engineeringscalability and monitoringcollaborative agile developmentsoftware design and debuggingtechnical leadership and mentoring

Matched KRAs

Help drive the next generation Data Catalog Cloud serviceBuild systems to address hard operational problemsOwn the CI/CD pipeline for the servicesWork comfortably in a collaborative, agile environmentWorking with remote and geographically distributed teamsDesign, develop, troubleshoot and debug software programsTaking an active role in the definition and evolution of standard practicesLeading contributor individually and as a team memberProviding direction and mentoring to others

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
0
Skipped

Job description

Job Description: Principal Software Engineer - Cloud Engineering        Oracle Cloud is a strategic growth area for Oracle. It is a comprehensive cloud services offering in the enterprise software industry, spanning Infrastructure as a Service (IaaS), Platform as a Service (PaaS) and Software as a Service (SaaS).       Our Team      Oracle Cloud Infrastructure (OCI) organization is building a future ready Gen2 cloud data management platform. At the core of this platform, lies Data Catalog Cloud service which is a fully managed, self-service (ML based) data discovery and governance solution for enterprise data. It provides a single collaborative environment for data professionals to collect, organize, find, enrich, and activate technical, business, and operational metadata.     We are in aggressive growth journey with a team of highly energetic, technology savvy engineers and are looking to grow further to meet the demands of building a powerful data platform. You will have a unique opportunity to work with some of the best minds in the industry and use a broad range of technologies and open source tools as part of our modern cloud computing platform.       Your Opportunity      We are looking for strong technical engineers to take on the challenge of engineering a cloud solution for security, scale and performance while providing strong guarantees of availability to our customers. You will be responsible for applying your extensive knowledge of software architecture to design and automate deployment of highly performant and maintainable full stack Java/Spark applications and services for Oracle PaaS.     Your Responsibilities      As an integral part of the OCI development team you will be responsible for the following –     ·       Help drive the next generation Data Catalog Cloud service     ·       Build systems to address hard operational problems such as automation, provisioning/deployment, security, scaling, availability, resiliency and monitoring     ·       Take responsibility and own the CI/CD pipeline for the services     ·       Value simplicity and usability and work comfortably in a collaborative, agile environment.     ·       Working with remote and geographically distributed teams.     Qualification:      ·       BS/MS in Computer Science with a minimum of 10 years of work experience. Experience working in a large cloud or Internet software company preferred.     ·       Strong working experience on Cloud formation using tools like Terraform/Ansible/Chef/Puppet     ·       Strong experience on container orchestration like Kubernetes/Docker Swarm/Mesos, experience working on HelmCharts, etc     ·       Strong working experience on GitHub/Bitbucket, TeamCity/Hudson, Maven/Gradle     ·       Ability to analyze issues using Lumberjack, prepare Grafana dashboard using alarms and have experience in on call and pager duty     ·       Ability to perform end to end automation by building a strong CI/CD pipeline using modern build automation tools     ·       Strong skills in Python and shell scripting tools     ·       Good programming skills in Java and/or Scala (nice to have)           Detailed Description and Job Requirements     Design, develop, troubleshoot and debug software programs for databases, applications, tools, networks etc.    As a member of the software engineering division, you will take an active role in the definition and evolution of standard practices and procedures. You will be responsible for defining and developing software for tasks associated with the developing, designing and debugging of software applications or operating systems.    Work is non-routine and very complex, involving the application of advanced technical/business skills in area of specialization. Leading contributor individually and as a team member, providing direction and mentoring to others. BS or MS degree or equivalent experience relevant to functional area. 7 years of software engineering or related experience.

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

OCI 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
Agile Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Agile id=520 · agile

Aliases — catalog

  • Agile (CANONICAL) primary

Context tags (catalog)

Kanban SAFe Scrum backlog backlog grooming burndown burndown chart continuous delivery continuous improvement cross-functional daily standup epics incremental development iteration iteration planning lean product backlog product owner retrospective sprint sprint planning stand-up story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Agile
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
367
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)
CI/CD Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: CI/CD id=1190 · ci-cd

Aliases — catalog

  • CI/CD (CANONICAL)

Context tags (catalog)

Ansible CircleCI Docker GitLab CI Jenkins Kubernetes Terraform Travis CI automated testing build automation continuous deployment continuous integration deployment pipelines monitoring version control

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Ci Cd Process
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: CI/CD appears in a large share of software engineering JDs and is a standard requirement across DevOps, platform, and backend roles; major vendors like GitHub, GitLab, and AWS all center product roadmaps on CI/CD pipelines.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
900
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • CI/CD Pipeline Platforms Catalog dimension db id 150

    Library dimension (catalog)

    Roles linked in library: DevOps Engineer

  • CI/CD for Machine Learning Catalog dimension db id 56

    Library dimension (catalog)

    Roles linked in library: ML Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CI/CD for Machine Learning
ci-cd-for-machine-learning
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Cloud Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Cloud id=1572 · cloud

Aliases — catalog

  • Cloud (CANONICAL)

Context tags (catalog)

AWS Azure DevOps Docker Google Cloud IaaS Kubernetes PaaS SaaS cloud migration cloud security hybrid cloud microservices multi-cloud serverless

Stored enrichment (catalog DB)

Category
Domain
Sub-category
Cloud Computing
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: Cloud is a hiring-pipeline staple: AWS, Azure, and GCP appear in a large share of modern infrastructure JDs, and major vendors continue expanding cloud services rather than sunsetting them.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
37
Sub-category id
1177
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Cloud Platforms Catalog dimension db id 20

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Backend Developer, Cyber Security Engineer, Data Engineer, DevOps Engineer, Fullstack Developer, Go Backend Developer, Java Backend Developer, Kotlin Backend Developer, ML Engineer, MLOps Engineer, Node.js Backend Developer, Python Backend Developer, Scala Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Cloud Platforms
cloud-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Automation 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
DevOps Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Provisioning 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
Infrastructure Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Deployment 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
DevOps Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Security 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
Security Tools
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Scaling Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: scaling id=1701 · scaling

Aliases — catalog

  • scaling (CANONICAL) primary

Context tags (catalog)

auto-scaling cloud computing concurrency distributed systems elasticity horizontal scaling latency load balancing microservices performance optimization resource allocation streaming throughput vertical scaling video transcoding

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Video Processing Concept
Confidence
0.80
Version strategy
NOT_APPLICABLE

Maturity reasoning: Scaling is a core video-processing concept and appears broadly in JDs for video, graphics, and ML pipelines; it’s a standard requirement rather than a niche or sunset skill.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
1285
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Video Transform and Filtering Catalog dimension db id 232

    Library dimension (catalog)

    Roles linked in library: Video Codec Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Video Transform and Filtering
video-transform-and-filtering
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Availability 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
Resiliency 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
Monitoring Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Monitoring id=1218 · monitoring

Aliases — catalog

  • Monitoring (CANONICAL)

Context tags (catalog)

ELK Stack Grafana Prometheus SLI SLO alerting anomaly detection dashboards health checks incident response logging metrics monitoring as code observability tracing

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Observability Monitoring
Confidence
0.88
Version strategy
NOT_APPLICABLE

Maturity reasoning: Monitoring is a standard requirement in most SRE/DevOps job descriptions and is bundled into major platforms like AWS CloudWatch, Datadog, and Prometheus, indicating broad market adoption.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
924
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Observability and Incident Triage Catalog dimension db id 155

    Library dimension (catalog)

    Roles linked in library: DevOps Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Observability and Incident Triage
observability-and-incident-triage
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Databases 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
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Operating Systems 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
Infrastructure Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

All API 3 persistence rows

Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
Agile in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CI/CD in_db
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CI/CD in_db
CI/CD for Machine Learning
ci-cd-for-machine-learning
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Cloud in_db
Cloud Platforms
cloud-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Scaling in_db
Video Transform and Filtering
video-transform-and-filtering
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Monitoring in_db
Observability and Incident Triage
observability-and-incident-triage
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed OCI | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Automation | type=DevOps Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Provisioning | type=Infrastructure Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Deployment | type=DevOps Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Security | type=Security Tools subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Availability | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Resiliency | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Databases | type=Databases subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Operating Systems | type=Infrastructure Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RolePrincipal Software Engineer - Cloud Engineering
CompanyOracle
Experienceminimum of 10 years of work experience
DomainSoftware & SaaS Products
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Oracle Cloud is a strategic",
      "last_5_words": "Platform as a Service (PaaS)"
    },
    "text": "Oracle Cloud is a strategic growth area for Oracle. It is a comprehensive cloud services offering in the enterprise software industry, spanning Infrastructure as a Service (IaaS), Platform as a Service (PaaS) and Software as a Service (SaaS).",
    "word_count": 42
  },
  "certifications": [],
  "company_name": "Oracle",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "SaaS",
        "Cloud Services"
      ],
      "domain": "Software \u0026 SaaS Products"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science",
      "raw": "BS/MS in Computer Science",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 10,
    "raw": "minimum of 10 years of work experience"
  },
  "job_locations": [],
  "role": "Principal Software Engineer - Cloud Engineering",
  "role_aliases": [
    "Software Engineer",
    "Cloud Engineer",
    "Principal Engineer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 5,
      "heading": "Your Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "As an integral part of",
        "last_5_words": "remote and geographically distributed teams."
      },
      "text": "As an integral part of the OCI development team you will be responsible for the following \u2013\n\u00b7 \u00a0 \u00a0 \u00a0 Help drive the next generation Data Catalog Cloud service\n\u00b7 \u00a0 \u00a0 \u00a0 Build systems to address hard operational problems such as automation, provisioning/deployment, security, scaling, availability, resiliency and monitoring\n\u00b7 \u00a0 \u00a0 \u00a0 Take responsibility and own the CI/CD pipeline for the services\n\u00b7 \u00a0 \u00a0 \u00a0 Value simplicity and usability and work comfortably in a collaborative, agile environment.\n\u00b7 \u00a0 \u00a0 \u00a0 Working with remote and geographically distributed teams.",
      "word_count": 66
    },
    {
      "bullet_count": 0,
      "heading": "Detailed Description and Job Requirements",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Design, develop, troubleshoot and",
        "last_5_words": "software engineering or related experience."
      },
      "text": "Design, develop, troubleshoot and debug software programs for databases, applications, tools, networks etc. As a member of the software engineering division, you will take an active role in the definition and evolution of standard practices and procedures. You will be responsible for defining and developing software for tasks associated with the developing, designing and debugging of software applications or operating systems. Work is non-routine and very complex, involving the application of advanced technical/business skills in area of specialization. Leading contributor individually and as a team member, providing direction and mentoring to others. BS or MS degree or equivalent experience relevant to functional area. 7 years of software engineering or related experience.",
      "word_count": 104
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "OCI"
    },
    {
      "is_primary": true,
      "skill_name": "Agile"
    },
    {
      "is_primary": true,
      "skill_name": "CI/CD"
    },
    {
      "is_primary": true,
      "skill_name": "Cloud"
    },
    {
      "is_primary": true,
      "skill_name": "Automation"
    },
    {
      "is_primary": true,
      "skill_name": "Provisioning"
    },
    {
      "is_primary": true,
      "skill_name": "Deployment"
    },
    {
      "is_primary": true,
      "skill_name": "Security"
    },
    {
      "is_primary": true,
      "skill_name": "Scaling"
    },
    {
      "is_primary": true,
      "skill_name": "Availability"
    },
    {
      "is_primary": true,
      "skill_name": "Resiliency"
    },
    {
      "is_primary": true,
      "skill_name": "Monitoring"
    },
    {
      "is_primary": true,
      "skill_name": "Databases"
    },
    {
      "is_primary": true,
      "skill_name": "Operating Systems"
    }
  ],
  "jd_role": {
    "display_name": "Principal Software Engineer - Cloud Engineering",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "Cloud Engineer",
      "Principal Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Oracle Cloud is a strategic",
        "last_5_words": "Platform as a Service (PaaS)"
      },
      "text": "Oracle Cloud is a strategic growth area for Oracle. It is a comprehensive cloud services offering in the enterprise software industry, spanning Infrastructure as a Service (IaaS), Platform as a Service (PaaS) and Software as a Service (SaaS).",
      "word_count": 42
    },
    "certifications": [],
    "company_name": "Oracle",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "SaaS",
          "Cloud Services"
        ],
        "domain": "Software \u0026 SaaS Products"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science",
        "raw": "BS/MS in Computer Science",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 10,
      "raw": "minimum of 10 years of work experience"
    },
    "job_locations": [],
    "role": "Principal Software Engineer - Cloud Engineering",
    "role_aliases": [
      "Software Engineer",
      "Cloud Engineer",
      "Principal Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 5,
        "heading": "Your Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "As an integral part of",
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API 2 — extract-details
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      "input_skill": "Databases",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Databases",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "databases",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Operating Systems",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Infrastructure Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "operating-systems",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "OCI",
    "Automation",
    "Provisioning",
    "Deployment",
    "Security",
    "Availability",
    "Resiliency",
    "Databases",
    "Operating Systems"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "OCI Cloud Engineer",
    "id": 37,
    "rationale": "Domain=Cloud Engineering \u2192 sub-role oci-cloud-developer; The JD is explicitly for OCI development work and focuses on building and operating OCI cloud services, CI/CD, provisioning, scaling, security, and resiliency.",
    "role_archetype": null,
    "slug": "oci-cloud-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "OCI",
      "tag": "new"
    },
    {
      "skill": "Agile",
      "tag": "in_db"
    },
    {
      "skill": "CI/CD",
      "tag": "in_db"
    },
    {
      "skill": "Cloud",
      "tag": "in_db"
    },
    {
      "skill": "Automation",
      "tag": "new"
    },
    {
      "skill": "Provisioning",
      "tag": "new"
    },
    {
      "skill": "Deployment",
      "tag": "new"
    },
    {
      "skill": "Security",
      "tag": "new"
    },
    {
      "skill": "Scaling",
      "tag": "in_db"
    },
    {
      "skill": "Availability",
      "tag": "new"
    },
    {
      "skill": "Resiliency",
      "tag": "new"
    },
    {
      "skill": "Monitoring",
      "tag": "in_db"
    },
    {
      "skill": "Databases",
      "tag": "new"
    },
    {
      "skill": "Operating Systems",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 37,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Agile",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [],
        "skill_dimension_saved": true,
        "skill_id": 520,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 37,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "CI/CD Pipeline Platforms",
          "id": 150,
          "rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
          "slug": "ci-cd-pipeline-platforms",
          "source": "db"
        },
        "dimension_id": 150,
        "input_skill": "CI/CD",
        "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": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1190,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 37,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "CI/CD for Machine Learning",
          "id": 56,
          "rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
          "slug": "ci-cd-for-machine-learning",
          "source": "db"
        },
        "dimension_id": 56,
        "input_skill": "CI/CD",
        "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": "ML Engineer",
            "id": 3,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1190,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 37,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Cloud Platforms",
          "id": 20,
          "rationale": "Underlying cloud providers that host the managed services or infrastructure used by the role, such as AWS, Azure, and GCP.",
          "slug": "cloud-platforms",
          "source": "db"
        },
        "dimension_id": 20,
        "input_skill": "Cloud",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": ".NET Backend Developer",
            "id": 83,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "dotnet-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Backend Developer",
            "id": 1,
            "rationale": null,
            "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
            "slug": "backend-engineer",
            "source": "db"
          },
          {
            "display_name": "Cyber Security Engineer",
            "id": 5,
            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          },
          {
            "display_name": "Data Engineer",
            "id": 2,
            "rationale": null,
            "role_archetype": null,
            "slug": "data-engineer",
            "source": "db"
          },
          {
            "display_name": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 15,
            "rationale": null,
            "role_archetype": null,
            "slug": "full-stack-engineer",
            "source": "db"
          },
          {
            "display_name": "Go Backend Developer",
            "id": 81,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "go-backend-developer",
            "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": "ML Engineer",
            "id": 3,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-engineer",
            "source": "db"
          },
          {
            "display_name": "MLOps Engineer",
            "id": 16,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-ops-engineer",
            "source": "db"
          },
          {
            "display_name": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Python Backend Developer",
            "id": 80,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "python-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Scala Backend Developer",
            "id": 87,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "scala-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1572,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 37,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Video Transform and Filtering",
          "id": 232,
          "rationale": "Pre- and post-processing operations that reshape video before or after codec stages. This includes scaling, color conversion, denoising, and other transformations that affect compression and playback compatibility.",
          "slug": "video-transform-and-filtering",
          "source": "db"
        },
        "dimension_id": 232,
        "input_skill": "Scaling",
        "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": "Video Codec Engineer",
            "id": 22,
            "rationale": null,
            "role_archetype": null,
            "slug": "video-codec-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1701,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 37,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Observability and Incident Triage",
          "id": 155,
          "rationale": "Telemetry, alerting, and troubleshooting practices used to diagnose failed builds, broken deployments, and unhealthy release environments. This is a coherent cluster because delivery reliability depends on quickly identifying where the workflow failed.",
          "slug": "observability-and-incident-triage",
          "source": "db"
        },
        "dimension_id": 155,
        "input_skill": "Monitoring",
        "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": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1218,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "f3ab9c38-288a-45bb-bb79-8727144f2806"
}

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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