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Pipeline run

9b48f568-efec-4c91-874b-b473e53b8f3f

Pipeline LLM cost (USD)
API 1: $0.0073 API 2: $0.0001 API 3: $0.0000 Total: $0.0074

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD role baseline loaded sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: role_baseline
Nature of work · End-to-end feature delivery
Design, build, test, debug, and deploy software features, while maintaining existing applications, fixing issues, and working with cross-functional teams across the SDLC.
""Collaborate with cross-functional teams to define, design, and ship new features""
Tech stack maturity
Modern Cloud Native
This role is primarily a full-stack product engineering role for modern web stacks and cloud-based delivery, with AI tooling optional rather than central.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
2.00 / 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 (1)
Software Development Life Cycle
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Software Development Life Cycle
Show KRA description ↓
• Design, code, test, and debug software solutions in accordance with project requirements • Collaborate with cross-functional teams to define, design, and ship new features • Maintain and improve existing software applications • Troubleshoot and resolve issues in a timely manner • Contribute to all phases of the software development life cycle • Stay up-to-date with emerging technologies and industry trends • Assist in the deployment of software solutions to production environments

Signals

Skill
Alias
KRA flutter-developer
0.59

Post-classification

Centroidupdated · n=515
Alias collision log
New-role queue
New skills captured1
New KRA captured

Captured for admin review

Software Development Life Cycle primary Fullstack Developer pending
Status: completed Created: 2026-05-27T15:42:15.413947Z Updated: 2026-06-12T16:03:02.236151Z API 3 duration: 7765 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

Fullstack Developer

domain · Software Engineering CASE DOMAIN

slug: full-stack-engineer · id: 15 · source: db

Domain=Software Engineering; The responsibilities describe general end-to-end software development across design, coding, testing, debugging, maintenance, deployment, and collaboration, which best fits a full-stack/general software engineering role.

Matched dimensions

Software Development LifecycleApplication DevelopmentDebugging and TroubleshootingCross-functional CollaborationProduction DeploymentTechnology Awareness

Matched KRAs

Design, code, test, and debug software solutionsCollaborate with cross-functional teams to define, design, and ship new featuresMaintain and improve existing software applicationsTroubleshoot and resolve issues in a timely mannerContribute to all phases of the software development life cycleAssist in the deployment of software solutions to production environments

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

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

Job description

Skills:
Software Development, python, java, ruby, programming, coding,

Company Overview

Visa Answer is a leading immigration and recruitment firm based in Sydney, Australia. Established in 2004, we have offices in Australia, Canada, and India. Our goal is to help people achieve their migration goals with ease and minimize the challenges associated with the visa application process.

Note: We are licensed recruitment consultants and do not charge candidates for recruitment services. So feel free and post your resume.

This is an opportunity in Australia.

Job Overview

We are hiring a Software Engineer to join our team at Visa Answer Overseas Education Consultants. As a Software Engineer, you will be responsible for developing high-quality software solutions that meet customer needs. This is a mid-level position requiring 4 to 6 years of experience.

Qualifications And Skills

• Bachelor's degree in Computer Science or relevant field
• 4 to 6 years of experience in software development
• Strong knowledge of at least one programming language (e.g., Java, Python, C++)
• Experience with software development methodologies and tools
• Good problem-solving and analytical skills
• Excellent communication and teamwork abilities
• Ability to adapt to changing priorities and handle multiple tasks
• Experience working in an Agile development environment is a plus


Roles And Responsibilities

• Design, code, test, and debug software solutions in accordance with project requirements
• Collaborate with cross-functional teams to define, design, and ship new features
• Maintain and improve existing software applications
• Troubleshoot and resolve issues in a timely manner
• Contribute to all phases of the software development life cycle
• Stay up-to-date with emerging technologies and industry trends
• Assist in the deployment of software solutions to production environments

Skills from this JD

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

Software Development Life Cycle 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
Development Methodologies
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Software Development Life Cycle | type=Development Methodologies subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Engineer
CompanyVisa Answer
Experience4 to 6 years of experience
DomainOther
Location Sydney, Australia (null)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Visa Answer is a leading",
      "last_5_words": "associated with the visa application"
    },
    "text": "Visa Answer is a leading immigration and recruitment firm based in Sydney, Australia. Established in 2004, we have offices in Australia, Canada, and India. Our goal is to help people achieve their migration goals with ease and minimize the challenges associated with the visa application process.",
    "word_count": 47
  },
  "certifications": [],
  "company_name": "Visa Answer",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science (or relevant)",
      "raw": "Bachelor\u0027s degree in Computer Science or relevant field",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": 6,
    "min": 4,
    "raw": "4 to 6 years of experience"
  },
  "job_locations": [
    {
      "aliases": [
        "Sydney, NSW"
      ],
      "city": "Sydney",
      "country": "Australia",
      "state": "New South Wales",
      "work_mode": "null"
    }
  ],
  "role": "Software Engineer",
  "role_aliases": [
    "Software Developer",
    "SWE",
    "Programmer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 7,
      "heading": "Roles And Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Design, code, test, and",
        "last_5_words": "deployment of software solutions to"
      },
      "text": "\u2022 Design, code, test, and debug software solutions in accordance with project requirements\n\u2022 Collaborate with cross-functional teams to define, design, and ship new features\n\u2022 Maintain and improve existing software applications\n\u2022 Troubleshoot and resolve issues in a timely manner\n\u2022 Contribute to all phases of the software development life cycle\n\u2022 Stay up-to-date with emerging technologies and industry trends\n\u2022 Assist in the deployment of software solutions to production environments",
      "word_count": 56
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Software Development Life Cycle"
    }
  ],
  "jd_role": {
    "display_name": "Software Engineer",
    "rationale": null,
    "role_aliases": [
      "Software Developer",
      "SWE",
      "Programmer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Visa Answer is a leading",
        "last_5_words": "associated with the visa application"
      },
      "text": "Visa Answer is a leading immigration and recruitment firm based in Sydney, Australia. Established in 2004, we have offices in Australia, Canada, and India. Our goal is to help people achieve their migration goals with ease and minimize the challenges associated with the visa application process.",
      "word_count": 47
    },
    "certifications": [],
    "company_name": "Visa Answer",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Other"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science (or relevant)",
        "raw": "Bachelor\u0027s degree in Computer Science or relevant field",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": 6,
      "min": 4,
      "raw": "4 to 6 years of experience"
    },
    "job_locations": [
      {
        "aliases": [
          "Sydney, NSW"
        ],
        "city": "Sydney",
        "country": "Australia",
        "state": "New South Wales",
        "work_mode": "null"
      }
    ],
    "role": "Software Engineer",
    "role_aliases": [
      "Software Developer",
      "SWE",
      "Programmer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 7,
        "heading": "Roles And Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Design, code, test, and",
          "last_5_words": "deployment of software solutions to"
        },
        "text": "\u2022 Design, code, test, and debug software solutions in accordance with project requirements\n\u2022 Collaborate with cross-functional teams to define, design, and ship new features\n\u2022 Maintain and improve existing software applications\n\u2022 Troubleshoot and resolve issues in a timely manner\n\u2022 Contribute to all phases of the software development life cycle\n\u2022 Stay up-to-date with emerging technologies and industry trends\n\u2022 Assist in the deployment of software solutions to production environments",
        "word_count": 56
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "9b48f568-efec-4c91-874b-b473e53b8f3f",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate with cross-functional teams to define, design, and ship new features",
            "similarity": 0.7428
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Design, code, test, and debug software solutions in accordance with project requirements",
            "similarity": 0.5507
          },
          {
            "kra_text": "support release readiness",
            "sentence": "Assist in the deployment of software solutions to production environments",
            "similarity": 0.4857
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5931,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "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 define, design, and ship new features",
            "similarity": 0.576
          },
          {
            "kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
            "sentence": "Assist in the deployment of software solutions to production environments",
            "similarity": 0.5645
          },
          {
            "kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
            "sentence": "Troubleshoot and resolve issues in a timely manner",
            "similarity": 0.5092
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.5499,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Collaborate with cross-functional teams to define, design, and ship new features",
            "similarity": 0.6155
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Design, code, test, and debug software solutions in accordance with project requirements",
            "similarity": 0.545
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Contribute to all phases of the software development life cycle",
            "similarity": 0.4813
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5473,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate with cross-functional teams to define, design, and ship new features",
            "similarity": 0.5936
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Design, code, test, and debug software solutions in accordance with project requirements",
            "similarity": 0.5446
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Contribute to all phases of the software development life cycle",
            "similarity": 0.4448
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5277,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Drupal Dev",
        "kra_matches": [
          {
            "kra_text": "update and patch application",
            "sentence": "Maintain and improve existing software applications",
            "similarity": 0.5719
          },
          {
            "kra_text": "site troubleshooting and defect fixes",
            "sentence": "Troubleshoot and resolve issues in a timely manner",
            "similarity": 0.5506
          },
          {
            "kra_text": "site troubleshooting and defect fixes",
            "sentence": "Design, code, test, and debug software solutions in accordance with project requirements",
            "similarity": 0.4432
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 228,
        "score": 0.5219,
        "slug": "drupal-dev",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Fullstack Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 15,
      "score": 0.82,
      "slug": "full-stack-engineer",
      "total_count": null
    },
    "confidence": 0.82,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Software Development Lifecycle",
      "Application Development",
      "Debugging and Troubleshooting",
      "Cross-functional Collaboration",
      "Production Deployment",
      "Technology Awareness"
    ],
    "matched_kras": [
      "Design, code, test, and debug software solutions",
      "Collaborate with cross-functional teams to define, design, and ship new features",
      "Maintain and improve existing software applications",
      "Troubleshoot and resolve issues in a timely manner",
      "Contribute to all phases of the software development life cycle",
      "Assist in the deployment of software solutions to production environments"
    ],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The responsibilities describe general end-to-end software development across design, coding, testing, debugging, maintenance, deployment, and collaboration, which best fits a full-stack/general software engineering role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 515,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 15851,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Software Development Life Cycle",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
  "alias_matches": [],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Domain=Software Engineering; The responsibilities describe general end-to-end software development across design, coding, testing, debugging, maintenance, deployment, and collaboration, which best fits a full-stack/general software engineering role.",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
    "Software Development Life Cycle"
  ],
  "input_llm_skills": [
    "Software Development Life Cycle"
  ],
  "new_aliases_persisted": 0,
  "run_id": "9b48f568-efec-4c91-874b-b473e53b8f3f",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Software Development Life Cycle",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Development Methodologies",
          "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": "software-development-life-cycle",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Software Development Life Cycle"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Domain=Software Engineering; The responsibilities describe general end-to-end software development across design, coding, testing, debugging, maintenance, deployment, and collaboration, which best fits a full-stack/general software engineering role.",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Software Development Life Cycle",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "9b48f568-efec-4c91-874b-b473e53b8f3f"
}

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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