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Pipeline run

46282e87-505d-4338-95ee-a426cd7819c8

Pipeline LLM cost (USD)
API 1: $0.0050 API 2: $0.0004 API 3: $0.0000 Total: $0.0054

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Cloud platform integration and optimization
Independently design and validate cloud-platform solutions in ServiceNow CSM, integrating cloud and on-prem systems, setting up/configuring environments, and testing performance/security. Also document deployments, troubleshoot issues, and help junior teammates with platform best practices.
"Collaborate with cross-functional teams to ensure seamless integration of cloud and on-premise systems."
Tech stack maturity
Modern Cloud Native
A Cloud Architect focused on cloud aligns best with modern cloud-native practices and platforms.
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 (5)
ServiceNow Customer Service Management Cloud Performance Testing Security Testing
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
ServiceNow Customer Service Management Cloud Performance Testing Security Testing
Show KRA description ↓
Expected to perform independently and become an SME. Required active participation/contribution in team discussions. Contribute in providing solutions to work related problems. Collaborate with cross-functional teams to ensure seamless integration of cloud and on-premise systems. Monitor and optimize cloud application performance and security post-deployment. Document architecture designs and deployment processes to support knowledge sharing. Assist junior team members in understanding cloud platform concepts and best practices. Must To Have Skills: Proficiency in ServiceNow Customer Service Management (CSM). Experience with cloud infrastructure deployment and management. Strong understanding of application integration between cloud and non-cloud environments. Familiarity with testing methodologies for cloud solutions including performance and security testing. Ability to create and validate proof of architecture models to assess solution viability. Knowledge of platform environment setup and configuration.

Signals

Skill backend-engineer
0.20
Alias cloud-architect
1.00
KRA devops-engineer
0.56

Post-classification

Centroidupdated · n=11
Alias collision log#138
New-role queue
New skills captured4
New KRA captured

Captured for admin review

ServiceNow primary Cloud Architect pending
Customer Service Management primary Cloud Architect pending
Performance Testing primary Cloud Architect pending
Security Testing primary Cloud Architect pending
Status: completed Created: 2026-05-22T06:42:40.728509Z Updated: 2026-05-22T06:42:50.774000Z API 3 duration: 58 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

Cloud Platform Engineer

CASE D

slug: cloud-platform-engineer · id: — · source: llm

This role encompasses core skills in ServiceNow, Customer Service Management, Cloud, Performance Testing, and Security Testing.

Resolution: human_review_required — role not in DB; role↔dimension links may be deferred.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

Job description

About the job
Project Role : Cloud Platform Engineer

Project Role Description : Designs, builds, tests, and deploys cloud application solutions that integrate cloud and non-cloud infrastructure. Can deploy infrastructure and platform environments, creates a proof of architecture to test architecture viability, security and performance.

Must have skills : ServiceNow Customer Service Management (CSM)

Good to have skills : NA

Minimum 3 Year(s) Of Experience Is Required

Educational Qualification : 15 years full time education

Summary

As a Cloud Platform Engineer, a typical day involves designing and developing cloud-based application solutions that seamlessly integrate both cloud and traditional infrastructure components. The role includes building and testing these solutions to ensure they meet performance and security standards. Additionally, the engineer deploys infrastructure and platform environments and creates proof of architecture models to validate the feasibility and robustness of the proposed designs. Collaboration with various teams to align technical solutions with business needs is also a key part of the daily activities, ensuring smooth deployment and operation of cloud applications.

Roles & Responsibilities

 Expected to perform independently and become an SME.
 Required active participation/contribution in team discussions.
 Contribute in providing solutions to work related problems.
 Collaborate with cross-functional teams to ensure seamless integration of cloud and on-premise systems.
 Monitor and optimize cloud application performance and security post-deployment.
 Document architecture designs and deployment processes to support knowledge sharing.
 Assist junior team members in understanding cloud platform concepts and best practices.

Professional & Technical Skills

 Must To Have Skills: Proficiency in ServiceNow Customer Service Management (CSM).
 Experience with cloud infrastructure deployment and management.
 Strong understanding of application integration between cloud and non-cloud environments.
 Familiarity with testing methodologies for cloud solutions including performance and security testing.
 Ability to create and validate proof of architecture models to assess solution viability.
 Knowledge of platform environment setup and configuration.

Additional Information

 The candidate should have minimum 3 years of experience in ServiceNow Customer Service Management (CSM).
 This position is based at our Gurugram office.
 A 15 years full time education is required.

Skills from this JD

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

ServiceNow 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
Customer Service Management Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
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: Backend Developer, Cybersecurity Engineer, Data Engineer, DevOps Engineer, Fullstack Developer, ML Engineer, ML Ops Engineer

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)
Performance Testing 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
Testing Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Security Testing 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
Testing Tools
Sub-category
general
Skill nature
PRACTICE
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
Cloud in_db
Cloud Platforms
cloud-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed ServiceNow | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Customer Service Management | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Performance Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Security Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed ServiceNow | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Customer Service Management | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Performance Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Security Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleCloud Platform Engineer
ExperienceMinimum 3 Year(s) Of Experience Is Required
DomainIT Services & Consulting
Location Gurugram, India
JD type pass
Show raw JSON
{
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  "about_company": null,
  "certifications": [],
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  "ctc": null,
  "domain": {
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        "ITES",
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      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "Bachelor\u0027s - Any Discipline",
      "raw": "15 years full time education",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 3,
    "raw": "Minimum 3 Year(s) Of Experience Is Required"
  },
  "job_locations": [
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      "aliases": [
        "Gurgaon"
      ],
      "city": "Gurugram",
      "country": "India",
      "state": null,
      "work_mode": null
    }
  ],
  "role": "Cloud Platform Engineer",
  "role_aliases": [
    "Cloud Engineer",
    "Cloud Solutions Engineer",
    "Cloud Application Engineer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 7,
      "heading": "Roles \u0026 Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Expected to perform independently and",
        "last_5_words": "cloud platform concepts and best practices."
      },
      "text": "Expected to perform independently and become an SME.\nRequired active participation/contribution in team discussions.\nContribute in providing solutions to work related problems.\nCollaborate with cross-functional teams to ensure seamless integration of cloud and on-premise systems.\nMonitor and optimize cloud application performance and security post-deployment.\nDocument architecture designs and deployment processes to support knowledge sharing.\nAssist junior team members in understanding cloud platform concepts and best practices.",
      "word_count": 66
    },
    {
      "bullet_count": 6,
      "heading": "Professional \u0026 Technical Skills",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Must To Have Skills: Proficiency",
        "last_5_words": "setup and configuration."
      },
      "text": "Must To Have Skills: Proficiency in ServiceNow Customer Service Management (CSM).\nExperience with cloud infrastructure deployment and management.\nStrong understanding of application integration between cloud and non-cloud environments.\nFamiliarity with testing methodologies for cloud solutions including performance and security testing.\nAbility to create and validate proof of architecture models to assess solution viability.\nKnowledge of platform environment setup and configuration.",
      "word_count": 66
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "ServiceNow"
    },
    {
      "is_primary": true,
      "skill_name": "Customer Service Management"
    },
    {
      "is_primary": true,
      "skill_name": "Cloud"
    },
    {
      "is_primary": true,
      "skill_name": "Performance Testing"
    },
    {
      "is_primary": true,
      "skill_name": "Security Testing"
    }
  ],
  "jd_role": {
    "display_name": "Cloud Platform Engineer",
    "rationale": null,
    "role_aliases": [
      "Cloud Engineer",
      "Cloud Solutions Engineer",
      "Cloud Application Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
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          "BPO",
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        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "Bachelor\u0027s - Any Discipline",
        "raw": "15 years full time education",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 3,
      "raw": "Minimum 3 Year(s) Of Experience Is Required"
    },
    "job_locations": [
      {
        "aliases": [
          "Gurgaon"
        ],
        "city": "Gurugram",
        "country": "India",
        "state": null,
        "work_mode": null
      }
    ],
    "role": "Cloud Platform Engineer",
    "role_aliases": [
      "Cloud Engineer",
      "Cloud Solutions Engineer",
      "Cloud Application Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 7,
        "heading": "Roles \u0026 Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Expected to perform independently and",
          "last_5_words": "cloud platform concepts and best practices."
        },
        "text": "Expected to perform independently and become an SME.\nRequired active participation/contribution in team discussions.\nContribute in providing solutions to work related problems.\nCollaborate with cross-functional teams to ensure seamless integration of cloud and on-premise systems.\nMonitor and optimize cloud application performance and security post-deployment.\nDocument architecture designs and deployment processes to support knowledge sharing.\nAssist junior team members in understanding cloud platform concepts and best practices.",
        "word_count": 66
      },
      {
        "bullet_count": 6,
        "heading": "Professional \u0026 Technical Skills",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Must To Have Skills: Proficiency",
          "last_5_words": "setup and configuration."
        },
        "text": "Must To Have Skills: Proficiency in ServiceNow Customer Service Management (CSM).\nExperience with cloud infrastructure deployment and management.\nStrong understanding of application integration between cloud and non-cloud environments.\nFamiliarity with testing methodologies for cloud solutions including performance and security testing.\nAbility to create and validate proof of architecture models to assess solution viability.\nKnowledge of platform environment setup and configuration.",
        "word_count": 66
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "46282e87-505d-4338-95ee-a426cd7819c8",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Cloud Architect",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 1.0,
        "slug": "cloud-architect",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Monitors CI/CD pipeline reliability, identifies bottlenecks in delivery workflows, and improves deployment frequency, lead time, and failure recovery rate.",
            "sentence": "Monitor and optimize cloud application performance and security post-deployment.",
            "similarity": 0.5952
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Collaborate with cross-functional teams to ensure seamless integration of cloud and on-premise systems.",
            "similarity": 0.5462
          },
          {
            "kra_text": "Writes runbooks, deployment guides, incident playbooks, and infrastructure documentation to support operations and knowledge sharing.",
            "sentence": "Document architecture designs and deployment processes to support knowledge sharing.",
            "similarity": 0.5348
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.5587,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Documents cloud security standards, approved architecture patterns, security exceptions, and remediation guidance for engineering teams.",
            "sentence": "Document architecture designs and deployment processes to support knowledge sharing.",
            "similarity": 0.552
          },
          {
            "kra_text": "Assesses security risk and compliance posture of new cloud services, third-party SaaS integrations, and infrastructure architecture changes.",
            "sentence": "Monitor and optimize cloud application performance and security post-deployment.",
            "similarity": 0.543
          },
          {
            "kra_text": "Assesses security risk and compliance posture of new cloud services, third-party SaaS integrations, and infrastructure architecture changes.",
            "sentence": "Collaborate with cross-functional teams to ensure seamless integration of cloud and on-premise systems.",
            "similarity": 0.504
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 23,
        "score": 0.533,
        "slug": "cloud-security-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Evaluates cloud-native managed services, serverless compute, PaaS databases, and CDN solutions for workload fit and total cost of ownership.",
            "sentence": "Monitor and optimize cloud application performance and security post-deployment.",
            "similarity": 0.5261
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Document architecture designs and deployment processes to support knowledge sharing.",
            "similarity": 0.5236
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Collaborate with cross-functional teams to ensure seamless integration of cloud and on-premise systems.",
            "similarity": 0.5224
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.524,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "ML Ops Engineer",
        "kra_matches": [
          {
            "kra_text": "Validates model performance benchmarks, data schema contracts, and system integration health before signing off on production release readiness.",
            "sentence": "Ability to create and validate proof of architecture models to assess solution viability.",
            "similarity": 0.5692
          },
          {
            "kra_text": "Validates model performance benchmarks, data schema contracts, and system integration health before signing off on production release readiness.",
            "sentence": "Monitor and optimize cloud application performance and security post-deployment.",
            "similarity": 0.4821
          },
          {
            "kra_text": "Coordinates model promotion workflows across development, staging, and production environments including integration testing and data contract validation.",
            "sentence": "Document architecture designs and deployment processes to support knowledge sharing.",
            "similarity": 0.465
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 16,
        "score": 0.5054,
        "slug": "ml-ops-engineer",
        "total_count": null
      },
      {
        "display_name": "Data Engineer",
        "kra_matches": [
          {
            "kra_text": "Designs dimensional models, star schemas, data vault structures, and curated data mart tables to support BI tools and self-service analytics consumption.",
            "sentence": "Document architecture designs and deployment processes to support knowledge sharing.",
            "similarity": 0.4921
          },
          {
            "kra_text": "Monitors pipeline health, SLA breach alerts, and job failure notifications, and performs root cause analysis for data pipeline incidents.",
            "sentence": "Monitor and optimize cloud application performance and security post-deployment.",
            "similarity": 0.484
          },
          {
            "kra_text": "Designs dimensional models, star schemas, data vault structures, and curated data mart tables to support BI tools and self-service analytics consumption.",
            "sentence": "Ability to create and validate proof of architecture models to assess solution viability.",
            "similarity": 0.4405
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 2,
        "score": 0.4722,
        "slug": "data-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Cloud"
        ],
        "role_id": 1,
        "score": 0.2,
        "slug": "backend-engineer",
        "total_count": 5
      },
      {
        "display_name": "Data Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Cloud"
        ],
        "role_id": 2,
        "score": 0.2,
        "slug": "data-engineer",
        "total_count": 5
      },
      {
        "display_name": "ML Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Cloud"
        ],
        "role_id": 3,
        "score": 0.2,
        "slug": "ml-engineer",
        "total_count": 5
      },
      {
        "display_name": "Cybersecurity Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Cloud"
        ],
        "role_id": 5,
        "score": 0.2,
        "slug": "cybersecurity-engineer",
        "total_count": 5
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Cloud"
        ],
        "role_id": 10,
        "score": 0.2,
        "slug": "devops-engineer",
        "total_count": 5
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "D",
    "chosen_role": {
      "display_name": "Cloud Architect",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 9,
      "score": 1.0,
      "slug": "cloud-architect",
      "total_count": null
    },
    "confidence": 0.91,
    "is_new_role": false,
    "llm2_fired": true,
    "llm2_reasoning": "The JD focuses on designing and validating cloud/on-prem architectures, integration, performance/security optimization, and SME-level guidance, which aligns closely with a Cloud Architect\u2019s daily responsibilities.",
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "LLM2 picked cloud-architect (confidence 0.91)"
  },
  "stage5_updates": {
    "centroid_n_after": 11,
    "centroid_updated": true,
    "collision_log_id": 138,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 3123,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "ServiceNow",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 3124,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Customer Service Management",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 3125,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Performance Testing",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 3126,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Security Testing",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
  "alias_matches": [
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 2518,
      "existing_alias_text": "Cloud",
      "input_term": "Cloud",
      "matched_canonical": {
        "category_id": 37,
        "display_name": "Cloud",
        "id": 1572,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "cloud",
        "sub_category_id": 1177,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "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": "Cybersecurity 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": "ML Engineer",
      "id": 3,
      "rationale": null,
      "role_archetype": null,
      "slug": "ml-engineer",
      "source": "db"
    },
    {
      "display_name": "ML Ops Engineer",
      "id": 16,
      "rationale": null,
      "role_archetype": null,
      "slug": "ml-ops-engineer",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Cloud Platform Engineer",
    "id": null,
    "rationale": "This role encompasses core skills in ServiceNow, Customer Service Management, Cloud, Performance Testing, and Security Testing.",
    "role_archetype": "Engineering role focused on cloud technologies and service management.",
    "slug": "cloud-platform-engineer",
    "source": "llm"
  },
  "dimensions": [
    {
      "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"
      },
      "input_skill": "Cloud",
      "llm_role": null,
      "roles_from_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": "Cybersecurity 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": "ML Engineer",
          "id": 3,
          "rationale": null,
          "role_archetype": null,
          "slug": "ml-engineer",
          "source": "db"
        },
        {
          "display_name": "ML Ops Engineer",
          "id": 16,
          "rationale": null,
          "role_archetype": null,
          "slug": "ml-ops-engineer",
          "source": "db"
        }
      ]
    }
  ],
  "input_final_skills": [
    "ServiceNow",
    "Customer Service Management",
    "Cloud",
    "Performance Testing",
    "Security Testing"
  ],
  "input_llm_skills": [
    "ServiceNow",
    "Customer Service Management",
    "Cloud",
    "Performance Testing",
    "Security Testing"
  ],
  "new_aliases_persisted": 0,
  "run_id": "46282e87-505d-4338-95ee-a426cd7819c8",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "ServiceNow",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "servicenow",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Customer Service Management",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Concepts",
          "skill_nature": "CONCEPT",
          "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": "customer-service-management",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Cloud",
          "alias_type": "CANONICAL",
          "id": 2518,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 37,
        "display_name": "Cloud",
        "id": 1572,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "cloud",
        "sub_category_id": 1177,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "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"
          },
          "input_skill": "Cloud",
          "llm_role": null,
          "roles_from_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": "Cybersecurity 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": "ML Engineer",
              "id": 3,
              "rationale": null,
              "role_archetype": null,
              "slug": "ml-engineer",
              "source": "db"
            },
            {
              "display_name": "ML Ops Engineer",
              "id": 16,
              "rationale": null,
              "role_archetype": null,
              "slug": "ml-ops-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Cloud",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Performance Testing",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Testing Tools",
          "skill_nature": "PRACTICE",
          "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": "performance-testing",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Security Testing",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Testing Tools",
          "skill_nature": "PRACTICE",
          "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": "security-testing",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "ServiceNow",
    "Customer Service Management",
    "Performance Testing",
    "Security Testing"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Cloud Platform Engineer",
    "id": null,
    "rationale": "This role encompasses core skills in ServiceNow, Customer Service Management, Cloud, Performance Testing, and Security Testing.",
    "role_archetype": "Engineering role focused on cloud technologies and service management.",
    "slug": "cloud-platform-engineer",
    "source": "llm"
  },
  "chosen_role_resolution": "human_review_required",
  "final_input_skills": [
    {
      "skill": "ServiceNow",
      "tag": "new"
    },
    {
      "skill": "Customer Service Management",
      "tag": "new"
    },
    {
      "skill": "Cloud",
      "tag": "in_db"
    },
    {
      "skill": "Performance Testing",
      "tag": "new"
    },
    {
      "skill": "Security Testing",
      "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": null,
        "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": "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": "Cybersecurity 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": "ML Engineer",
            "id": 3,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-engineer",
            "source": "db"
          },
          {
            "display_name": "ML Ops Engineer",
            "id": 16,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-ops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1572,
        "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": "46282e87-505d-4338-95ee-a426cd7819c8"
}

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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