Pipeline run

b6bf2f48-b287-4365-90ae-a87f8b3f3dc9

Pipeline LLM cost (USD)

API 1: $0.0075 API 2: $0.0000 API 3: $0.0000 Total: $0.0075

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

Nature of work · Cloud / DevOps / Infrastructure

Designs and governs AWS landing zones: builds multi-region, multi-AZ infrastructure with Terraform/CloudFormation, enforces zero-trust IAM/VPC controls, runs observability, and manages blue-green/canary CI/CD plus cost optimization across prod accounts.

"Builds Terraform modules and CloudFormation stacks following the infrastructure-as-code standard across dev/stage/prod environments."

Tech stack maturity

Modern Cloud Native

The stack centers on AWS, Kubernetes/EKS, Terraform, Argo CD, Helm, Docker, and observability/security tooling typical of a cloud-native delivery and operations model.

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 (39)

AWS Auto Scaling Elastic Load Balancing Route 53 Multi-AZ Terraform CloudFormation IAM Service Control Policies VPC CloudWatch X-Ray Datadog Prometheus CodePipeline GitHub Actions Spinnaker Blue-Green Deployments Canary Deployments Reserved Instances Savings Plans EC2 S3 RDS Lambda +14

Skill cluster (13 dimension groups, role-scoped)

Container Orchestration Platforms

ECS Kubernetes Helm

Authentication and Identity Integration

SAML OpenID Connect

Cloud Cost and FinOps

Reserved Instances Savings Plans

Infrastructure as Code

Terraform CloudFormation

Observability and Operations

Datadog Prometheus

Authentication and Authorization

OAuth 2.0

Backend Authentication and Authorization

JWT

Cloud Platforms

Cloud Provider Platforms

AWS

Configuration Management

Ansible

Containerization and Image Builds

Docker

Service Mesh and Traffic Management

Istio

Cross-cutting / unaligned

Auto Scaling Elastic Load Balancing Route 53 Multi-AZ IAM Service Control Policies VPC CloudWatch X-Ray CodePipeline GitHub Actions Spinnaker Blue-Green Deployments Canary Deployments EC2 RDS Lambda EKS Argo CD Jenkins AWS Well-Architected Framework

Show KRA description ↓

- Designs multi-region AWS architectures with auto-scaling, ELB, Route53, and multi-AZ database deployments for high availability. - Builds Terraform modules and CloudFormation stacks following the infrastructure-as-code standard across dev/stage/prod environments. - Implements IAM roles, service control policies, VPC segmentation, and private endpoints to enforce zero-trust network access. - Maintains observability via CloudWatch, X-Ray distributed tracing, Datadog dashboards, and Prometheus metric pipelines. - Manages CI/CD via CodePipeline, GitHub Actions, and Spinnaker for blue-green and canary deployments. - Optimizes cloud costs through Reserved Instances, Savings Plans, and rightsizing reports across all production accounts. - Leads architecture review meetings and approves cloud migration roadmaps for application teams. Hands-on with EC2, S3, RDS, VPC, IAM, CloudFormation Familiarity with Docker, Kubernetes, Helm, Istio, ArgoCD Experience with Terraform, Ansible, Jenkins Strong understanding of AWS Well-Architected Framework Knowledge of OAuth 2.0, JWT, SAML, OpenID Connect Well-Architected Framework EC2, S3, RDS, VPC, IAM, CloudFormation, Lambda, ECS, EKS

Signals

Skill devops-engineer

0.41

Alias aws-cloud-engineer

1.00

KRA cloud-architect

0.79

Post-classification

Centroidupdated · n=9

Alias collision log#92

New-role queue—

New skills captured14

New KRA captured—

Captured for admin review

Auto Scaling primary ↔ Cloud Architect pending

Elastic Load Balancing primary ↔ Cloud Architect pending

Route 53 primary ↔ Cloud Architect pending

Multi-AZ primary ↔ Cloud Architect pending

Service Control Policies primary ↔ Cloud Architect pending

CloudWatch primary ↔ Cloud Architect pending

X-Ray primary ↔ Cloud Architect pending

CodePipeline primary ↔ Cloud Architect pending

Spinnaker primary ↔ Cloud Architect pending

Blue-Green Deployments primary ↔ Cloud Architect pending

Canary Deployments primary ↔ Cloud Architect pending

EC2 primary ↔ Cloud Architect pending

Lambda primary ↔ Cloud Architect pending

AWS Well-Architected Framework primary ↔ Cloud Architect pending

Status: extract_from_jd_done Created: 2026-05-21T18:01:42.524092Z Updated: 2026-05-21T18:01:43.672988Z

Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

No chosen role stored for this run.

Job description

Job Title: AWS Cloud Engineer
Company: CloudOps India
Location: Bengaluru
Experience: 5+ years

About the Role:
We are hiring an AWS Cloud Engineer to design, build, and operate our
production AWS infrastructure powering a B2B SaaS platform with 5M+ monthly
active users.

Key Responsibilities:
- Designs multi-region AWS architectures with auto-scaling, ELB, Route53,
  and multi-AZ database deployments for high availability.
- Builds Terraform modules and CloudFormation stacks following the
  infrastructure-as-code standard across dev/stage/prod environments.
- Implements IAM roles, service control policies, VPC segmentation, and
  private endpoints to enforce zero-trust network access.
- Maintains observability via CloudWatch, X-Ray distributed tracing,
  Datadog dashboards, and Prometheus metric pipelines.
- Manages CI/CD via CodePipeline, GitHub Actions, and Spinnaker for
  blue-green and canary deployments.
- Optimizes cloud costs through Reserved Instances, Savings Plans, and
  rightsizing reports across all production accounts.
- Leads architecture review meetings and approves cloud migration roadmaps
  for application teams.

Required Skills:
Hands-on with EC2, S3, RDS, VPC, IAM, CloudFormation
Familiarity with Docker, Kubernetes, Helm, Istio, ArgoCD
Experience with Terraform, Ansible, Jenkins
Strong understanding of AWS Well-Architected Framework
Knowledge of OAuth 2.0, JWT, SAML, OpenID Connect
Well-Architected Framework
EC2, S3, RDS, VPC, IAM, CloudFormation, Lambda, ECS, EKS
AWS certifications preferred (Solutions Architect Professional)

Skills from this JD

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

AWS Primary No API 2 row (run stopped after API 1 or history missing)

Auto Scaling Primary No API 2 row (run stopped after API 1 or history missing)

Elastic Load Balancing Primary No API 2 row (run stopped after API 1 or history missing)

Route 53 Primary No API 2 row (run stopped after API 1 or history missing)

Multi-AZ Primary No API 2 row (run stopped after API 1 or history missing)

Terraform Primary No API 2 row (run stopped after API 1 or history missing)

CloudFormation Primary No API 2 row (run stopped after API 1 or history missing)

IAM Primary No API 2 row (run stopped after API 1 or history missing)

Service Control Policies Primary No API 2 row (run stopped after API 1 or history missing)

VPC Primary No API 2 row (run stopped after API 1 or history missing)

CloudWatch Primary No API 2 row (run stopped after API 1 or history missing)

X-Ray Primary No API 2 row (run stopped after API 1 or history missing)

Datadog Primary No API 2 row (run stopped after API 1 or history missing)

Prometheus Primary No API 2 row (run stopped after API 1 or history missing)

CodePipeline Primary No API 2 row (run stopped after API 1 or history missing)

GitHub Actions Primary No API 2 row (run stopped after API 1 or history missing)

Spinnaker Primary No API 2 row (run stopped after API 1 or history missing)

Blue-Green Deployments Primary No API 2 row (run stopped after API 1 or history missing)

Canary Deployments Primary No API 2 row (run stopped after API 1 or history missing)

Reserved Instances Primary No API 2 row (run stopped after API 1 or history missing)

Savings Plans Primary No API 2 row (run stopped after API 1 or history missing)

EC2 Primary No API 2 row (run stopped after API 1 or history missing)

S3 Primary No API 2 row (run stopped after API 1 or history missing)

RDS Primary No API 2 row (run stopped after API 1 or history missing)

Lambda Primary No API 2 row (run stopped after API 1 or history missing)

ECS Primary No API 2 row (run stopped after API 1 or history missing)

EKS Primary No API 2 row (run stopped after API 1 or history missing)

Docker Primary No API 2 row (run stopped after API 1 or history missing)

Kubernetes Primary No API 2 row (run stopped after API 1 or history missing)

Helm Primary No API 2 row (run stopped after API 1 or history missing)

Istio Primary No API 2 row (run stopped after API 1 or history missing)

Argo CD Primary No API 2 row (run stopped after API 1 or history missing)

Ansible Primary No API 2 row (run stopped after API 1 or history missing)

Jenkins Primary No API 2 row (run stopped after API 1 or history missing)

AWS Well-Architected Framework Primary No API 2 row (run stopped after API 1 or history missing)

OAuth 2.0 Primary No API 2 row (run stopped after API 1 or history missing)

JWT Primary No API 2 row (run stopped after API 1 or history missing)

SAML Primary No API 2 row (run stopped after API 1 or history missing)

OpenID Connect Primary No API 2 row (run stopped after API 1 or history missing)

Library artifacts (this run)

No artifact rows for this run.

nano JD Parser — gpt-4.1-nano click to toggle

RoleAWS Cloud Engineer

CompanyCloudOps India

Experience5+ years

DomainSoftware & SaaS Products

Location Bengaluru, India

JD type pass

Certifications

AWS certifications preferred (Solutions Architect Professional)

Show raw JSON

{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [
    "AWS certifications preferred (Solutions Architect Professional)"
  ],
  "company_name": "CloudOps India",
  "ctc": null,
  "domain": {
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        "SaaS",
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      ],
      "domain": "Software \u0026 SaaS Products"
    },
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  "education": [],
  "experience": {
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    "min": 5,
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      "state": null,
      "work_mode": null
    }
  ],
  "role": "AWS Cloud Engineer",
  "role_aliases": [
    "Cloud Engineer",
    "AWS Engineer",
    "CloudOps Engineer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 7,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Designs multi-region AWS architectures",
        "last_5_words": "cloud migration roadmaps for application teams."
      },
      "text": "- Designs multi-region AWS architectures with auto-scaling, ELB, Route53,\n  and multi-AZ database deployments for high availability.\n- Builds Terraform modules and CloudFormation stacks following the\n  infrastructure-as-code standard across dev/stage/prod environments.\n- Implements IAM roles, service control policies, VPC segmentation, and\n  private endpoints to enforce zero-trust network access.\n- Maintains observability via CloudWatch, X-Ray distributed tracing,\n  Datadog dashboards, and Prometheus metric pipelines.\n- Manages CI/CD via CodePipeline, GitHub Actions, and Spinnaker for\n  blue-green and canary deployments.\n- Optimizes cloud costs through Reserved Instances, Savings Plans, and\n  rightsizing reports across all production accounts.\n- Leads architecture review meetings and approves cloud migration roadmaps\n  for application teams.",
      "word_count": 134
    },
    {
      "bullet_count": 0,
      "heading": "Required Skills",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Hands-on with EC2, S3, RDS,",
        "last_5_words": "CloudFormation, Lambda, ECS, EKS"
      },
      "text": "Hands-on with EC2, S3, RDS, VPC, IAM, CloudFormation\nFamiliarity with Docker, Kubernetes, Helm, Istio, ArgoCD\nExperience with Terraform, Ansible, Jenkins\nStrong understanding of AWS Well-Architected Framework\nKnowledge of OAuth 2.0, JWT, SAML, OpenID Connect\nWell-Architected Framework\nEC2, S3, RDS, VPC, IAM, CloudFormation, Lambda, ECS, EKS",
      "word_count": 66
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "AWS"
    },
    {
      "is_primary": true,
      "skill_name": "Auto Scaling"
    },
    {
      "is_primary": true,
      "skill_name": "Elastic Load Balancing"
    },
    {
      "is_primary": true,
      "skill_name": "Route 53"
    },
    {
      "is_primary": true,
      "skill_name": "Multi-AZ"
    },
    {
      "is_primary": true,
      "skill_name": "Terraform"
    },
    {
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    },
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    },
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    },
    {
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      "skill_name": "VPC"
    },
    {
      "is_primary": true,
      "skill_name": "CloudWatch"
    },
    {
      "is_primary": true,
      "skill_name": "X-Ray"
    },
    {
      "is_primary": true,
      "skill_name": "Datadog"
    },
    {
      "is_primary": true,
      "skill_name": "Prometheus"
    },
    {
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      "skill_name": "CodePipeline"
    },
    {
      "is_primary": true,
      "skill_name": "GitHub Actions"
    },
    {
      "is_primary": true,
      "skill_name": "Spinnaker"
    },
    {
      "is_primary": true,
      "skill_name": "Blue-Green Deployments"
    },
    {
      "is_primary": true,
      "skill_name": "Canary Deployments"
    },
    {
      "is_primary": true,
      "skill_name": "Reserved Instances"
    },
    {
      "is_primary": true,
      "skill_name": "Savings Plans"
    },
    {
      "is_primary": true,
      "skill_name": "EC2"
    },
    {
      "is_primary": true,
      "skill_name": "S3"
    },
    {
      "is_primary": true,
      "skill_name": "RDS"
    },
    {
      "is_primary": true,
      "skill_name": "Lambda"
    },
    {
      "is_primary": true,
      "skill_name": "ECS"
    },
    {
      "is_primary": true,
      "skill_name": "EKS"
    },
    {
      "is_primary": true,
      "skill_name": "Docker"
    },
    {
      "is_primary": true,
      "skill_name": "Kubernetes"
    },
    {
      "is_primary": true,
      "skill_name": "Helm"
    },
    {
      "is_primary": true,
      "skill_name": "Istio"
    },
    {
      "is_primary": true,
      "skill_name": "Argo CD"
    },
    {
      "is_primary": true,
      "skill_name": "Ansible"
    },
    {
      "is_primary": true,
      "skill_name": "Jenkins"
    },
    {
      "is_primary": true,
      "skill_name": "AWS Well-Architected Framework"
    },
    {
      "is_primary": true,
      "skill_name": "OAuth 2.0"
    },
    {
      "is_primary": true,
      "skill_name": "JWT"
    },
    {
      "is_primary": true,
      "skill_name": "SAML"
    },
    {
      "is_primary": true,
      "skill_name": "OpenID Connect"
    }
  ],
  "jd_role": {
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    "rationale": null,
    "role_aliases": [
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        "source_marker": {
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        },
        "text": "- Designs multi-region AWS architectures with auto-scaling, ELB, Route53,\n  and multi-AZ database deployments for high availability.\n- Builds Terraform modules and CloudFormation stacks following the\n  infrastructure-as-code standard across dev/stage/prod environments.\n- Implements IAM roles, service control policies, VPC segmentation, and\n  private endpoints to enforce zero-trust network access.\n- Maintains observability via CloudWatch, X-Ray distributed tracing,\n  Datadog dashboards, and Prometheus metric pipelines.\n- Manages CI/CD via CodePipeline, GitHub Actions, and Spinnaker for\n  blue-green and canary deployments.\n- Optimizes cloud costs through Reserved Instances, Savings Plans, and\n  rightsizing reports across all production accounts.\n- Leads architecture review meetings and approves cloud migration roadmaps\n  for application teams.",
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        },
        "text": "Hands-on with EC2, S3, RDS, VPC, IAM, CloudFormation\nFamiliarity with Docker, Kubernetes, Helm, Istio, ArgoCD\nExperience with Terraform, Ansible, Jenkins\nStrong understanding of AWS Well-Architected Framework\nKnowledge of OAuth 2.0, JWT, SAML, OpenID Connect\nWell-Architected Framework\nEC2, S3, RDS, VPC, IAM, CloudFormation, Lambda, ECS, EKS",
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      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "b6bf2f48-b287-4365-90ae-a87f8b3f3dc9",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "AWS Cloud Engineer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 34,
        "score": 1.0,
        "slug": "aws-cloud-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Leads architecture review meetings and approves cloud migration roadmaps",
            "similarity": 0.8293
          },
          {
            "kra_text": "Designs IAM policies, service control policies, VPC segmentation, private endpoints, and zero-trust network access boundaries for cloud environments.",
            "sentence": "Implements IAM roles, service control policies, VPC segmentation, and",
            "similarity": 0.811
          },
          {
            "kra_text": "Designs multi-region and multi-availability-zone cloud infrastructure architectures for high availability, fault tolerance, and horizontal scalability.",
            "sentence": "Designs multi-region AWS architectures with auto-scaling, ELB, Route53,",
            "similarity": 0.7349
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.7917,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Builds and maintains CI/CD pipelines using Jenkins, GitHub Actions, GitLab CI, or CircleCI to automate build, test, security scanning, and deployment workflows.",
            "sentence": "Manages CI/CD via CodePipeline, GitHub Actions, and Spinnaker for",
            "similarity": 0.7001
          },
          {
            "kra_text": "Provisions and manages cloud infrastructure on AWS, Azure, or GCP using Terraform or CloudFormation to enforce infrastructure-as-code standards.",
            "sentence": "Builds Terraform modules and CloudFormation stacks following the",
            "similarity": 0.6289
          },
          {
            "kra_text": "Sets up and maintains development, staging, and production environments with consistent configuration management using Ansible, Puppet, or Chef.",
            "sentence": "Experience with Terraform, Ansible, Jenkins",
            "similarity": 0.6103
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.6464,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Implements cloud network security controls including security groups, NACLs, VPC service controls, WAF rules, and private service endpoints.",
            "sentence": "Implements IAM roles, service control policies, VPC segmentation, and",
            "similarity": 0.7112
          },
          {
            "kra_text": "Designs and implements cloud security controls including KMS encryption, secrets management, and data-at-rest protection for AWS, Azure, or GCP workloads.",
            "sentence": "Designs multi-region AWS architectures with auto-scaling, ELB, Route53,",
            "similarity": 0.5733
          },
          {
            "kra_text": "Assesses security risk and compliance posture of new cloud services, third-party SaaS integrations, and infrastructure architecture changes.",
            "sentence": "Leads architecture review meetings and approves cloud migration roadmaps",
            "similarity": 0.5353
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 23,
        "score": 0.6066,
        "slug": "cloud-security-engineer",
        "total_count": null
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Adds structured logging, metrics, distributed tracing, and alerting to improve system observability and support production debugging.",
            "sentence": "Maintains observability via CloudWatch, X-Ray distributed tracing,",
            "similarity": 0.6359
          },
          {
            "kra_text": "Configures Docker containers, deployment descriptors, environment variables, and CI/CD pipeline stages for backend service releases.",
            "sentence": "Familiarity with Docker, Kubernetes, Helm, Istio, ArgoCD",
            "similarity": 0.5335
          },
          {
            "kra_text": "Configures Docker containers, deployment descriptors, environment variables, and CI/CD pipeline stages for backend service releases.",
            "sentence": "Manages CI/CD via CodePipeline, GitHub Actions, and Spinnaker for",
            "similarity": 0.5187
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 0.5627,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
            "sentence": "Manages CI/CD via CodePipeline, GitHub Actions, and Spinnaker for",
            "similarity": 0.5851
          },
          {
            "kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
            "sentence": "infrastructure-as-code standard across dev/stage/prod environments.",
            "similarity": 0.53
          },
          {
            "kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
            "sentence": "Maintains observability via CloudWatch, X-Ray distributed tracing,",
            "similarity": 0.4896
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5349,
        "slug": "full-stack-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "DevOps Engineer",
        "kra_matches": null,
        "matched_count": 16,
        "matched_skills": [
          "AWS",
          "Ansible",
          "CloudFormation",
          "Datadog",
          "Docker",
          "ECS",
          "GitHub Actions",
          "Helm",
          "Istio",
          "Jenkins",
          "Kubernetes",
          "Prometheus",
          "RDS",
          "S3",
          "Terraform",
          "VPC"
        ],
        "role_id": 10,
        "score": 0.4103,
        "slug": "devops-engineer",
        "total_count": 39
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": null,
        "matched_count": 12,
        "matched_skills": [
          "AWS",
          "Ansible",
          "CloudFormation",
          "Datadog",
          "ECS",
          "Helm",
          "Istio",
          "Kubernetes",
          "Prometheus",
          "Terraform",
          "reserved instances",
          "savings plans"
        ],
        "role_id": 9,
        "score": 0.3077,
        "slug": "cloud-architect",
        "total_count": 39
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 10,
        "matched_skills": [
          "AWS",
          "Docker",
          "Helm",
          "JWT",
          "OAuth 2.0",
          "OpenID Connect",
          "Prometheus",
          "RDS",
          "S3",
          "SAML"
        ],
        "role_id": 1,
        "score": 0.2564,
        "slug": "backend-engineer",
        "total_count": 39
      },
      {
        "display_name": "ML Engineer",
        "kra_matches": null,
        "matched_count": 9,
        "matched_skills": [
          "AWS",
          "Argo CD",
          "EKS",
          "GitHub Actions",
          "Jenkins",
          "Kubernetes",
          "RDS",
          "S3",
          "Terraform"
        ],
        "role_id": 3,
        "score": 0.2308,
        "slug": "ml-engineer",
        "total_count": 39
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 6,
        "matched_skills": [
          "AWS",
          "JWT",
          "OAuth 2.0",
          "OpenID Connect",
          "RDS",
          "S3"
        ],
        "role_id": 15,
        "score": 0.1538,
        "slug": "full-stack-engineer",
        "total_count": 39
      }
    ]
  },
  "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": 0.7917,
      "slug": "cloud-architect",
      "total_count": null
    },
    "confidence": 0.92,
    "is_new_role": false,
    "llm2_fired": true,
    "llm2_reasoning": "The role\u2019s emphasis on multi-region AWS architecture design, infrastructure-as-code standards, zero-trust enforcement, cost optimization, and leading architecture reviews aligns closely with a Cloud Architect\u2019s responsibilities rather than an AWS Cloud Engineer\u2019s.",
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "LLM2 picked cloud-architect (confidence 0.92)"
  },
  "stage5_updates": {
    "centroid_n_after": 9,
    "centroid_updated": true,
    "collision_log_id": 92,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 2204,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Auto Scaling",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2205,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Elastic Load Balancing",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2206,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Route 53",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2207,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Multi-AZ",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2208,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Service Control Policies",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2209,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "CloudWatch",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2210,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "X-Ray",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2211,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "CodePipeline",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2212,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Spinnaker",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2213,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Blue-Green Deployments",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2214,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Canary Deployments",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2215,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "EC2",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2216,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Lambda",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2217,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "AWS Well-Architected Framework",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}

API 2 — extract-details

{}

API 3 — final-role-output

{}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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