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Pipeline run

bb205ff8-354a-4504-8fe4-a272809212a5

Pipeline LLM cost (USD)
API 1: $0.0035 API 2: $0.0001 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 role baseline loaded sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: role_baseline
Nature of work · Performance and production support
Build, test, deploy, and troubleshoot HTML/FoxPro applications, while providing phone/email/in-person technical support and working with other teams to improve existing software.
""Troubleshoot issues with existing software applications and resolve problems in a timely manner.""
Tech stack maturity
Modern Cloud Native
Backend development today is typically built around cloud-hosted services, containers, CI/CD, and distributed systems, but AI is usually only an optional integration rather than the core of the role.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.80 / 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 (2)
HTML FoxPro
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
HTML FoxPro
Show KRA description ↓
Design, develop, test, and deploy software applications using HTML and FoxPro. Provide technical support to customers through phone, email, or in-person visits. Troubleshoot issues with existing software applications and resolve problems in a timely manner. Collaborate with cross-functional teams to identify areas for improvement and implement changes.

Signals

Skill
Alias backend-engineer
1.00
KRA devops-engineer
0.50

Post-classification

Centroidupdated · n=72
Alias collision log#94
New-role queue
New skills captured1
New KRA captured

Captured for admin review

FoxPro primary Backend Developer pending
Status: completed Created: 2026-05-21T18:51:47.534378Z Updated: 2026-05-21T18:51:49.417617Z API 3 duration: 42 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

Software Emgineer

CASE D

slug: — · id: — · source: llm

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

Software Emgineer
Job description
Roles and Responsibilities :

Design, develop, test, and deploy software applications using HTML and FoxPro.
Provide technical support to customers through phone, email, or in-person visits.
Troubleshoot issues with existing software applications and resolve problems in a timely manner.
Collaborate with cross-functional teams to identify areas for improvement and implement changes.

3-22 years of experience in IT services & consulting industry.
Proficiency in HTML programming language.
Experience working with FoxPro database management system.

Skills from this JD

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

HTML Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: HTML id=1657 · html

Aliases — catalog

  • HTML (CANONICAL) primary

Context tags (catalog)

ARIA CSS DOM HTML5 JavaScript SEO SVG W3C W3C standards canvas forms front-end development markup validation meta tags microdata responsive design semantic markup web accessibility web components

Stored enrichment (catalog DB)

Category
Language
Sub-category
Markup Language
Vendor
W3C
License
unknown
Year introduced
1993
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: HTML appears in the vast majority of web/front-end job descriptions and remains a core browser standard; it is not sunset or replaced by a newer markup language.

Skill profile (library / DB)

Skill nature
STANDARD
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
4
Sub-category id
1250
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
FoxPro 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
Programming Languages
Sub-category
general
Skill nature
LANGUAGE
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED

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
HTML in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed FoxPro | type=Programming Languages subtype=general nature=LANGUAGE lifespan=SHORT_LIVED
canonical_skill_proposed FoxPro | type=Programming Languages subtype=general nature=LANGUAGE lifespan=SHORT_LIVED
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Emgineer
Experience3-22 years of experience in IT services & consulting industry.
DomainIT Services & Consulting
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": 22,
    "min": 3,
    "raw": "3-22 years of experience in IT services \u0026 consulting industry."
  },
  "job_locations": [],
  "role": "Software Emgineer",
  "role_aliases": [
    "Software Engineer",
    "SWE"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 4,
      "heading": "Roles and Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Design, develop, test, and deploy",
        "last_5_words": "and implement changes."
      },
      "text": "Design, develop, test, and deploy software applications using HTML and FoxPro.\nProvide technical support to customers through phone, email, or in-person visits.\nTroubleshoot issues with existing software applications and resolve problems in a timely manner.\nCollaborate with cross-functional teams to identify areas for improvement and implement changes.",
      "word_count": 52
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "HTML"
    },
    {
      "is_primary": true,
      "skill_name": "FoxPro"
    }
  ],
  "jd_role": {
    "display_name": "Software Emgineer",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "SWE"
    ],
    "role_archetype": "Engineering",
    "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": 22,
      "min": 3,
      "raw": "3-22 years of experience in IT services \u0026 consulting industry."
    },
    "job_locations": [],
    "role": "Software Emgineer",
    "role_aliases": [
      "Software Engineer",
      "SWE"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 4,
        "heading": "Roles and Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Design, develop, test, and deploy",
          "last_5_words": "and implement changes."
        },
        "text": "Design, develop, test, and deploy software applications using HTML and FoxPro.\nProvide technical support to customers through phone, email, or in-person visits.\nTroubleshoot issues with existing software applications and resolve problems in a timely manner.\nCollaborate with cross-functional teams to identify areas for improvement and implement changes.",
        "word_count": 52
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "bb205ff8-354a-4504-8fe4-a272809212a5",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 1.0,
        "slug": "backend-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "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 identify areas for improvement and implement changes.",
            "similarity": 0.6147
          },
          {
            "kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
            "sentence": "Troubleshoot issues with existing software applications and resolve problems in a timely manner.",
            "similarity": 0.474
          },
          {
            "kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
            "sentence": "Provide technical support to customers through phone, email, or in-person visits.",
            "similarity": 0.4033
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.4973,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Collaborate with cross-functional teams to identify areas for improvement and implement changes.",
            "similarity": 0.518
          },
          {
            "kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
            "sentence": "Troubleshoot issues with existing software applications and resolve problems in a timely manner.",
            "similarity": 0.4717
          },
          {
            "kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
            "sentence": "Design, develop, test, and deploy software applications using HTML and FoxPro.",
            "similarity": 0.4218
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.4705,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
            "sentence": "Troubleshoot issues with existing software applications and resolve problems in a timely manner.",
            "similarity": 0.4976
          },
          {
            "kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
            "sentence": "Collaborate with cross-functional teams to identify areas for improvement and implement changes.",
            "similarity": 0.4495
          },
          {
            "kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
            "sentence": "Provide technical support to customers through phone, email, or in-person visits.",
            "similarity": 0.4307
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 0.4593,
        "slug": "backend-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 identify areas for improvement and implement changes.",
            "similarity": 0.4996
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Design, develop, test, and deploy software applications using HTML and FoxPro.",
            "similarity": 0.4506
          },
          {
            "kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
            "sentence": "Troubleshoot issues with existing software applications and resolve problems in a timely manner.",
            "similarity": 0.3789
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.443,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Cybersecurity Engineer",
        "kra_matches": [
          {
            "kra_text": "Triages vulnerability scan findings, prioritizes remediation based on CVSS scores and exploitability, and tracks remediation to closure.",
            "sentence": "Troubleshoot issues with existing software applications and resolve problems in a timely manner.",
            "similarity": 0.4217
          },
          {
            "kra_text": "Leads security incident response investigations including forensic analysis, malware triage, containment actions, and post-incident remediation coordination.",
            "sentence": "Provide technical support to customers through phone, email, or in-person visits.",
            "similarity": 0.414
          },
          {
            "kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
            "sentence": "Collaborate with cross-functional teams to identify areas for improvement and implement changes.",
            "similarity": 0.3887
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 5,
        "score": 0.4081,
        "slug": "cybersecurity-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "D",
    "chosen_role": {
      "display_name": "Backend Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 1,
      "score": 1.0,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 0.9,
    "is_new_role": false,
    "llm2_fired": true,
    "llm2_reasoning": "The JD\u2019s emphasis on hands-on application development, troubleshooting, and customer support aligns closely with a Backend Developer\u2019s responsibilities rather than a DevOps Engineer\u2019s focus on infrastructure and automation.",
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "LLM2 picked backend-engineer (confidence 0.90)"
  },
  "stage5_updates": {
    "centroid_n_after": 72,
    "centroid_updated": true,
    "collision_log_id": 94,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 2239,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "FoxPro",
        "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": 2627,
      "existing_alias_text": "HTML",
      "input_term": "HTML",
      "matched_canonical": {
        "category_id": 4,
        "display_name": "HTML",
        "id": 1657,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "STANDARD",
        "slug": "html",
        "sub_category_id": 1250,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Software Emgineer",
    "id": null,
    "rationale": null,
    "role_archetype": "Engineering",
    "slug": "",
    "source": "llm"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "React Frontend Development",
        "id": 96,
        "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
        "slug": "d_init_01",
        "source": "db"
      },
      "input_skill": "HTML",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "HTML",
    "FoxPro"
  ],
  "input_llm_skills": [
    "HTML",
    "FoxPro"
  ],
  "new_aliases_persisted": 0,
  "run_id": "bb205ff8-354a-4504-8fe4-a272809212a5",
  "skills_detail": [
    {
      "aliases_in_db": [
        {
          "alias_text": "HTML",
          "alias_type": "CANONICAL",
          "id": 2627,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 4,
        "display_name": "HTML",
        "id": 1657,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "STANDARD",
        "slug": "html",
        "sub_category_id": 1250,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "HTML",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "HTML",
      "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": "FoxPro",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Programming Languages",
          "skill_nature": "LANGUAGE",
          "sub_category": "general",
          "typical_lifespan": "SHORT_LIVED",
          "version_strategy": "VERSIONED",
          "volatility": "FAST"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "foxpro",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "FoxPro"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Software Emgineer",
    "id": null,
    "rationale": null,
    "role_archetype": "Engineering",
    "slug": "",
    "source": "llm"
  },
  "chosen_role_resolution": "human_review_required",
  "final_input_skills": [
    {
      "skill": "HTML",
      "tag": "in_db"
    },
    {
      "skill": "FoxPro",
      "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": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "HTML",
        "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": [],
        "skill_dimension_saved": true,
        "skill_id": 1657,
        "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": "bb205ff8-354a-4504-8fe4-a272809212a5"
}

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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