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Pipeline run

fc9f00b7-8a3c-45a1-bea8-02fe2928c0d5

Pipeline LLM cost (USD)
API 1: $0.0027 API 2: $0.0000 API 3: $0.0000 Total: $0.0027

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · DevOps / Infrastructure
Set up and run DevOps tooling and IT infrastructure, define release/test/support processes, and automate as much as possible while reviewing code, fixing bugs, and handling vulnerability and risk assessments. Also coordinate with stakeholders and track customer KPIs.
"Defining and setting development, test, release, update, and support processes for DevOps operation"
Tech stack maturity
Mainstream Modern cache hit
A DevOps Engineer role centered on DevOps practices typically aligns with mainstream modern tooling and workflows rather than legacy or bleeding-edge stacks.
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)
DevOps Automation IT Infrastructure Vulnerability Assessment Risk Management
Skill cluster (2 dimension groups, role-scoped)
Infrastructure as Code
DevOps
Cross-cutting / unaligned
Automation IT Infrastructure Vulnerability Assessment Risk Management
Show KRA description ↓
· Understanding customer requirements and project KPIs · Implementing various development, testing, automation tools, and IT infrastructure · Managing stakeholders and external interfaces · Setting up tools and required infrastructure. · Defining and setting development, test, release, update, and support processes for DevOps operation · Have the technical skill to review, verify, and validate the software code developed in the project. · Troubleshooting techniques and fixing the code bugs · Encouraging and building automated processes wherever possible · Identifying and deploying cybersecurity measures by continuously performing vulnerability assessment and risk management · Coordination and communication within the team and with customers Mentoring and guiding the team members · Monitoring and measuring customer experience and KPIs

Signals

Skill cloud-architect
0.20
Alias devops-engineer
1.00
KRA devops-engineer
0.52

Post-classification

Centroidupdated · n=20
Alias collision log—
New-role queue—
New skills captured4
New KRA captured—

Captured for admin review

Automation primary ↔ DevOps Engineer pending
IT Infrastructure primary ↔ DevOps Engineer pending
Vulnerability Assessment primary ↔ DevOps Engineer pending
Risk Management primary ↔ DevOps Engineer pending
Status: extract_from_jd_done Created: 2026-05-19T00:52:07.883554Z Updated: 2026-05-19T00:52:09.343564Z
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

DevOps Engineer

Dev-Ops Engineer
Location – Remote (Preference – Hyderabad (India)
Salary – Will discuss and negotiate according to his skill and experience
Availability – Immediate (latest by 1st week of Mar’23)
Experience Level – 2 to 4 years mainly in Dev-Ops and Java
Sound knowledge of Java/J2EE
Ability to resolve issue within stipulated time

Job Description
·       Understanding customer requirements and project KPIs
·       Implementing various development, testing, automation tools, and IT infrastructure
·       Managing stakeholders and external interfaces
·       Setting up tools and required infrastructure.
·       Defining and setting development, test, release, update, and support processes for DevOps operation
·       Have the technical skill to review, verify, and validate the software code developed in the project.
·       Troubleshooting techniques and fixing the code bugs
·       Encouraging and building automated processes wherever possible
·       Identifying and deploying cybersecurity measures by continuously performing vulnerability assessment and risk management
·       Coordination and communication within the team and with customers
Mentoring and guiding the team members 
·       Monitoring and measuring customer experience and KPIs

Skills from this JD

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

DevOps Primary No API 2 row (run stopped after API 1 or history missing)
Automation Primary No API 2 row (run stopped after API 1 or history missing)
IT Infrastructure Primary No API 2 row (run stopped after API 1 or history missing)
Vulnerability Assessment Primary No API 2 row (run stopped after API 1 or history missing)
Risk Management 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
RoleDevOps Engineer
Experience2 to 4 years mainly in Dev-Ops and Java
DomainIT Services & Consulting
Location Hyderabad, India (remote)
JD type pass
Show raw JSON 
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": 4,
    "min": 2,
    "raw": "2 to 4 years mainly in Dev-Ops and Java"
  },
  "job_locations": [
    {
      "aliases": [
        "Hyderabad, India"
      ],
      "city": "Hyderabad",
      "country": "India",
      "state": null,
      "work_mode": "remote"
    }
  ],
  "role": "DevOps Engineer",
  "role_archetype": "DevOps",
  "roles_and_responsibilities": [
    {
      "bullet_count": 11,
      "heading": "Job Description",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u00b7       Understanding customer requirements and",
        "last_5_words": "experience and KPIs"
      },
      "text": "\u00b7       Understanding customer requirements and project KPIs\n\u00b7       Implementing various development, testing, automation tools, and IT infrastructure\n\u00b7       Managing stakeholders and external interfaces\n\u00b7       Setting up tools and required infrastructure.\n\u00b7       Defining and setting development, test, release, update, and support processes for DevOps operation\n\u00b7       Have the technical skill to review, verify, and validate the software code developed in the project.\n\u00b7       Troubleshooting techniques and fixing the code bugs\n\u00b7       Encouraging and building automated processes wherever possible\n\u00b7       Identifying and deploying cybersecurity measures by continuously performing vulnerability assessment and risk management\n\u00b7       Coordination and communication within the team and with customers\nMentoring and guiding the team members\n\u00b7       Monitoring and measuring customer experience and KPIs",
      "word_count": 157
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle 
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "DevOps"
    },
    {
      "is_primary": true,
      "skill_name": "Automation"
    },
    {
      "is_primary": true,
      "skill_name": "IT Infrastructure"
    },
    {
      "is_primary": true,
      "skill_name": "Vulnerability Assessment"
    },
    {
      "is_primary": true,
      "skill_name": "Risk Management"
    }
  ],
  "jd_role": {
    "display_name": "DevOps Engineer",
    "rationale": null,
    "role_archetype": "DevOps",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": 4,
      "min": 2,
      "raw": "2 to 4 years mainly in Dev-Ops and Java"
    },
    "job_locations": [
      {
        "aliases": [
          "Hyderabad, India"
        ],
        "city": "Hyderabad",
        "country": "India",
        "state": null,
        "work_mode": "remote"
      }
    ],
    "role": "DevOps Engineer",
    "role_archetype": "DevOps",
    "roles_and_responsibilities": [
      {
        "bullet_count": 11,
        "heading": "Job Description",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u00b7       Understanding customer requirements and",
          "last_5_words": "experience and KPIs"
        },
        "text": "\u00b7       Understanding customer requirements and project KPIs\n\u00b7       Implementing various development, testing, automation tools, and IT infrastructure\n\u00b7       Managing stakeholders and external interfaces\n\u00b7       Setting up tools and required infrastructure.\n\u00b7       Defining and setting development, test, release, update, and support processes for DevOps operation\n\u00b7       Have the technical skill to review, verify, and validate the software code developed in the project.\n\u00b7       Troubleshooting techniques and fixing the code bugs\n\u00b7       Encouraging and building automated processes wherever possible\n\u00b7       Identifying and deploying cybersecurity measures by continuously performing vulnerability assessment and risk management\n\u00b7       Coordination and communication within the team and with customers\nMentoring and guiding the team members\n\u00b7       Monitoring and measuring customer experience and KPIs",
        "word_count": 157
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "fc9f00b7-8a3c-45a1-bea8-02fe2928c0d5",
  "stage3_signals": {
    "alias_match_roles": [
      {
        "display_name": "DevOps Engineer",
        "matched_count": null,
        "role_id": 10,
        "score": 1.0,
        "slug": "devops-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "DevOps Engineer",
        "matched_count": null,
        "role_id": 10,
        "score": 0.5217,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Cybersecurity Engineer",
        "matched_count": null,
        "role_id": 5,
        "score": 0.5095,
        "slug": "cybersecurity-engineer",
        "total_count": null
      },
      {
        "display_name": "Frontend Engineer",
        "matched_count": null,
        "role_id": 7,
        "score": 0.4316,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "matched_count": null,
        "role_id": 9,
        "score": 0.4154,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "Android Engineer",
        "matched_count": null,
        "role_id": 4,
        "score": 0.3962,
        "slug": "android-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Cloud Architect",
        "matched_count": 1,
        "role_id": 9,
        "score": 0.2,
        "slug": "cloud-architect",
        "total_count": 5
      },
      {
        "display_name": "DevOps Engineer",
        "matched_count": 1,
        "role_id": 10,
        "score": 0.2,
        "slug": "devops-engineer",
        "total_count": 5
      }
    ],
    "stage35_ran": false
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "DevOps Engineer",
      "matched_count": null,
      "role_id": 10,
      "score": 1.0,
      "slug": "devops-engineer",
      "total_count": null
    },
    "confidence": 0.5217,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "queued": false,
    "reasoning": "Stage 1 title \u0027DevOps Engineer\u0027 (name match, sim 1.00); KRA agrees (0.52)"
  },
  "stage5_updates": {
    "centroid_n_after": 20,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 834,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "Automation",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 835,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "IT Infrastructure",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 836,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "Vulnerability Assessment",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 837,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "Risk Management",
        "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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