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Pipeline run

92e57c7c-7a1f-4b97-836c-1f1fa4d0255d

Pipeline LLM cost (USD)
API 1: $0.0037 API 2: $0.0000 API 3: $0.0000 Total: $0.0037

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Cloud Architecture
Design and review AWS architectures using EC2, S3, RDS, VPC, IAM, CloudFormation, and serverless/container services like Lambda, ECS/Fargate, and EKS, applying Well-Architected best practices.
"Hands-on with EC2, S3, RDS, VPC, IAM, CloudFormation"
Tech stack maturity
Modern Cloud Native
The skill set centers on AWS-managed cloud services and infrastructure-as-code/container platforms such as CloudFormation, ECS, EKS, IAM, RDS, S3, and VPC, which is characteristic of a modern cloud-native stack.
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 (12)
AWS EC2 S3 RDS VPC IAM CloudFormation Lambda ECS Fargate EKS Well-Architected Framework
Skill cluster (3 dimension groups, role-scoped)
Cloud Platforms
S3
Cloud Provider Platforms
AWS
Cross-cutting / unaligned
EC2 RDS VPC IAM CloudFormation Lambda ECS Fargate EKS Well-Architected Framework
Show KRA description ↓
- AWS Solutions Architect Professional certification - Hands-on with EC2, S3, RDS, VPC, IAM, CloudFormation - Lambda, ECS/Fargate, EKS - Well-Architected Framework

Signals

Skill devops-engineer
0.50
Alias cloud-architect
1.00
KRA cloud-security-engineer
0.54

Post-classification

Centroidupdated · n=1
Alias collision log#79
New-role queue—
New skills captured4
New KRA capturedyes

Captured for admin review

EC2 primary ↔ AWS Cloud Engineer pending
Lambda primary ↔ AWS Cloud Engineer pending
Fargate primary ↔ AWS Cloud Engineer pending
Well-Architected Framework primary ↔ AWS Cloud Engineer pending
R&R fragment (sim 0.00) ↔ AWS Cloud Engineer pending

- AWS Solutions Architect Professional certification - Hands-on with EC2, S3, RDS, VPC, IAM, CloudFormation - Lambda, ECS/Fargate, EKS - Well-Architected Framework

Status: extract_from_jd_done Created: 2026-05-21T14:37:05.224238Z Updated: 2026-05-21T14:37:06.093894Z
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

Role: AWS Solutions Architect

5+ years designing AWS architectures. Required:
- AWS Solutions Architect Professional certification
- Hands-on with EC2, S3, RDS, VPC, IAM, CloudFormation
- Lambda, ECS/Fargate, EKS
- Well-Architected Framework

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)
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)
VPC 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)
CloudFormation 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)
Fargate 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)
Well-Architected Framework 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 Solutions Architect
Experience5+ years designing AWS architectures.
DomainOther
JD type pass

Certifications

AWS Solutions Architect Professional certification
Show raw JSON 
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [
    "AWS Solutions Architect Professional certification"
  ],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": 5,
    "raw": "5+ years designing AWS architectures."
  },
  "job_locations": [],
  "role": "AWS Solutions Architect",
  "role_aliases": [
    "Solutions Architect",
    "Cloud Architect",
    "AWS Architect"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 4,
      "heading": "Required",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "AWS Solutions Architect Professional certification",
        "last_5_words": "Well-Architected Framework"
      },
      "text": "- AWS Solutions Architect Professional certification\n- Hands-on with EC2, S3, RDS, VPC, IAM, CloudFormation\n- Lambda, ECS/Fargate, EKS\n- Well-Architected Framework",
      "word_count": 32
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle 
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "AWS"
    },
    {
      "is_primary": true,
      "skill_name": "EC2"
    },
    {
      "is_primary": true,
      "skill_name": "S3"
    },
    {
      "is_primary": true,
      "skill_name": "RDS"
    },
    {
      "is_primary": true,
      "skill_name": "VPC"
    },
    {
      "is_primary": true,
      "skill_name": "IAM"
    },
    {
      "is_primary": true,
      "skill_name": "CloudFormation"
    },
    {
      "is_primary": true,
      "skill_name": "Lambda"
    },
    {
      "is_primary": true,
      "skill_name": "ECS"
    },
    {
      "is_primary": true,
      "skill_name": "Fargate"
    },
    {
      "is_primary": true,
      "skill_name": "EKS"
    },
    {
      "is_primary": true,
      "skill_name": "Well-Architected Framework"
    }
  ],
  "jd_role": {
    "display_name": "AWS Solutions Architect",
    "rationale": null,
    "role_aliases": [
      "Solutions Architect",
      "Cloud Architect",
      "AWS Architect"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [
      "AWS Solutions Architect Professional certification"
    ],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Other"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": 5,
      "raw": "5+ years designing AWS architectures."
    },
    "job_locations": [],
    "role": "AWS Solutions Architect",
    "role_aliases": [
      "Solutions Architect",
      "Cloud Architect",
      "AWS Architect"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 4,
        "heading": "Required",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "AWS Solutions Architect Professional certification",
          "last_5_words": "Well-Architected Framework"
        },
        "text": "- AWS Solutions Architect Professional certification\n- Hands-on with EC2, S3, RDS, VPC, IAM, CloudFormation\n- Lambda, ECS/Fargate, EKS\n- Well-Architected Framework",
        "word_count": 32
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "92e57c7c-7a1f-4b97-836c-1f1fa4d0255d",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Cloud Architect",
        "matched_count": null,
        "role_id": 9,
        "score": 1.0,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "AWS Cloud Engineer",
        "matched_count": null,
        "role_id": 34,
        "score": 1.0,
        "slug": "aws-cloud-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Cloud Security Engineer",
        "matched_count": null,
        "role_id": 23,
        "score": 0.5433,
        "slug": "cloud-security-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "matched_count": null,
        "role_id": 9,
        "score": 0.5057,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "matched_count": null,
        "role_id": 10,
        "score": 0.5042,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "ML Ops Engineer",
        "matched_count": null,
        "role_id": 16,
        "score": 0.375,
        "slug": "ml-ops-engineer",
        "total_count": null
      },
      {
        "display_name": "Cybersecurity Engineer",
        "matched_count": null,
        "role_id": 5,
        "score": 0.3719,
        "slug": "cybersecurity-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "DevOps Engineer",
        "matched_count": 6,
        "role_id": 10,
        "score": 0.5,
        "slug": "devops-engineer",
        "total_count": 12
      },
      {
        "display_name": "ML Ops Engineer",
        "matched_count": 4,
        "role_id": 16,
        "score": 0.3333,
        "slug": "ml-ops-engineer",
        "total_count": 12
      },
      {
        "display_name": "ML Engineer",
        "matched_count": 4,
        "role_id": 3,
        "score": 0.3333,
        "slug": "ml-engineer",
        "total_count": 12
      },
      {
        "display_name": "Cloud Architect",
        "matched_count": 3,
        "role_id": 9,
        "score": 0.25,
        "slug": "cloud-architect",
        "total_count": 12
      },
      {
        "display_name": "Fullstack Developer",
        "matched_count": 3,
        "role_id": 15,
        "score": 0.25,
        "slug": "full-stack-engineer",
        "total_count": 12
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "D",
    "chosen_role": {
      "display_name": "AWS Cloud Engineer",
      "matched_count": null,
      "role_id": 34,
      "score": 1.0,
      "slug": "aws-cloud-engineer",
      "total_count": null
    },
    "confidence": 0.92,
    "is_new_role": false,
    "llm2_fired": true,
    "llm2_reasoning": "The JD\u2019s focus on AWS architecture, core services, serverless/container orchestration, and Well-Architected Framework aligns closely with an AWS Cloud Engineer role rather than a security-focused position.",
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "LLM2 picked aws-cloud-engineer (confidence 0.92)"
  },
  "stage5_updates": {
    "centroid_n_after": 1,
    "centroid_updated": true,
    "collision_log_id": 79,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 69,
      "r_and_r_preview": "- AWS Solutions Architect Professional certification\n- Hands-on with EC2, S3, RDS, VPC, IAM, CloudFormation\n- Lambda, ECS/Fargate, EKS\n- Well-Architected Framework",
      "role_display_name": "AWS Cloud Engineer",
      "role_slug": "aws-cloud-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 1862,
        "role_display_name": "AWS Cloud Engineer",
        "role_slug": "aws-cloud-engineer",
        "skill_name": "EC2",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1863,
        "role_display_name": "AWS Cloud Engineer",
        "role_slug": "aws-cloud-engineer",
        "skill_name": "Lambda",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1864,
        "role_display_name": "AWS Cloud Engineer",
        "role_slug": "aws-cloud-engineer",
        "skill_name": "Fargate",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1865,
        "role_display_name": "AWS Cloud Engineer",
        "role_slug": "aws-cloud-engineer",
        "skill_name": "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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