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Pipeline run

02f78c52-0b71-465f-bf0b-8a538706d0f6

Pipeline LLM cost (USD)
API 1: $0.0073 API 2: $0.0002 API 3: $0.0000 Total: $0.0075

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 · Cross-platform feature development
Works with developers, architects, product owners, and engineers to design efficient, low-debt solutions, ship high-quality test-first code, and help define best practices and cross-functional processes while guiding peers on tech trends.
""Develop solutions that add value and efficiency across systems with minimal technical debt""
Tech stack maturity
Modern Cloud Native
This role is centered on modern cross-platform mobile app development with shared codebases and current mobile tooling, rather than legacy stacks or AI-native work.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.00 / 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 (3)
Test First best practices cross-functional business processes
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Test First best practices cross-functional business processes
Show KRA description ↓
Develop solutions that add value and efficiency across systems with minimal technical debt Collaborate closely with fellow developers, architects, product owners, and other stakeholders in crafting optimal solutions to product goals. Deliver code with a Test First mentality and a heavy focus on quality at the code level. Stay informed on technology trends and product roadmaps to inform and guide your peers and more junior team members. Support the development of cross-functional business processes. Work with other Engineers to ensure best practices, cross-team collaboration, and continuity of process

Signals

Skill
Alias
KRA flutter-developer
0.57

Post-classification

Centroidupdated · n=66
Alias collision log
New-role queue
New skills captured3
New KRA capturedyes

Captured for admin review

Test First primary Hybrid Mobile Developer pending
best practices Hybrid Mobile Developer pending
cross-functional business processes Hybrid Mobile Developer pending
R&R fragment (sim 0.00) Hybrid Mobile Developer pending

Develop solutions that add value and efficiency across systems with minimal technical debt Collaborate closely with fellow developers, architects, product owners, and other stakeholders in crafting op…

Status: completed Created: 2026-05-27T16:16:32.615338Z Updated: 2026-05-27T16:17:11.136239Z API 3 duration: 1969 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

Hybrid Mobile Developer

Flutter Developer

sub-role · 0.57 CASE B

slug: hybrid-mobile-developer · id: 11 · source: db · sub-role slug: flutter-developer

KRA-led classification on flutter-developer (skill weak, KRA 0.57)

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

Education: B.E. Computer Science/IT degree (or any other engineering discipline)


Experience: 5+ years


Position Requirements:
3+ years of hands-on experience with the .NET framework, .NET Core, C#, ASP.Net 
3+ years of experience writing Restful web services
*2+ years Hands on Experience in Elastic Search*
Experience with Relational, Git and PostgreSQL
Experience with Front-end frameworks such as React, Angular, or Vue
Experience with Unit Testing  Highly proficient in object-oriented programming concepts
Familiarity with Test-Driven Development and Clean Architecture Principles
Experience working with SAAS-based solution delivery
Excellent communication skills


Role & Responsibilities:
 Develop solutions that add value and efficiency across systems with minimal technical debt
 Collaborate closely with fellow developers, architects, product owners, and other stakeholders in crafting optimal solutions to product goals.
 Deliver code with a Test First mentality and a heavy focus on quality at the code level.
 Stay informed on technology trends and product roadmaps to inform and guide your peers and more junior team members.
 Support the development of cross-functional business processes.
 Work with other Engineers to ensure best practices, cross-team collaboration, and continuity of process

Skills from this JD

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

Test First 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
Testing Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
best practices Secondary 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
Soft Skills
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
cross-functional business processes Secondary 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
Soft Skills
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Test First | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed best practices | type=Soft Skills subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed cross-functional business processes | type=Soft Skills subtype=general nature=CONCEPT lifespan=EVERGREEN
nano JD Parser — gpt-4.1-nano click to toggle
Experience5+ years
DomainOther
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science/IT (or any other engineering discipline)",
      "raw": "B.E. Computer Science/IT degree (or any other engineering discipline)",
      "requirement": "required"
    }
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  "experience": {
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  "roles_and_responsibilities": [
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      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Develop solutions that add value",
        "last_5_words": "continuity of cross-team collaboration."
      },
      "text": "Develop solutions that add value and efficiency across systems with minimal technical debt\nCollaborate closely with fellow developers, architects, product owners, and other stakeholders in crafting optimal solutions to product goals.\nDeliver code with a Test First mentality and a heavy focus on quality at the code level.\nStay informed on technology trends and product roadmaps to inform and guide your peers and more junior team members.\nSupport the development of cross-functional business processes.\nWork with other Engineers to ensure best practices, cross-team collaboration, and continuity of process",
      "word_count": 66
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Test First"
    },
    {
      "is_primary": false,
      "skill_name": "best practices"
    },
    {
      "is_primary": false,
      "skill_name": "cross-functional business processes"
    }
  ],
  "jd_role": null,
  "nano_parsed": {
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    "certifications": [],
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    "domain": {
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      },
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    },
    "education": [
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        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 5,
      "raw": "5+ years"
    },
    "job_locations": [],
    "role": null,
    "role_aliases": [],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
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        "bullet_count": 6,
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        "heading_was_present": true,
        "source_marker": {
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          "last_5_words": "continuity of cross-team collaboration."
        },
        "text": "Develop solutions that add value and efficiency across systems with minimal technical debt\nCollaborate closely with fellow developers, architects, product owners, and other stakeholders in crafting optimal solutions to product goals.\nDeliver code with a Test First mentality and a heavy focus on quality at the code level.\nStay informed on technology trends and product roadmaps to inform and guide your peers and more junior team members.\nSupport the development of cross-functional business processes.\nWork with other Engineers to ensure best practices, cross-team collaboration, and continuity of process",
        "word_count": 66
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "02f78c52-0b71-465f-bf0b-8a538706d0f6",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
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            "sentence": "Collaborate closely with fellow developers, architects, product owners, and other stakeholders in crafting optimal solutions to product goals.",
            "similarity": 0.6934
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Work with other Engineers to ensure best practices, cross-team collaboration, and continuity of process",
            "similarity": 0.5755
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Develop solutions that add value and efficiency across systems with minimal technical debt",
            "similarity": 0.4553
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5747,
        "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 closely with fellow developers, architects, product owners, and other stakeholders in crafting optimal solutions to product goals.",
            "similarity": 0.5872
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Work with other Engineers to ensure best practices, cross-team collaboration, and continuity of process",
            "similarity": 0.577
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Develop solutions that add value and efficiency across systems with minimal technical debt",
            "similarity": 0.4962
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.5535,
        "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 closely with fellow developers, architects, product owners, and other stakeholders in crafting optimal solutions to product goals.",
            "similarity": 0.6222
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Work with other Engineers to ensure best practices, cross-team collaboration, and continuity of process",
            "similarity": 0.4919
          },
          {
            "kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
            "sentence": "Deliver code with a Test First mentality and a heavy focus on quality at the code level.",
            "similarity": 0.4861
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5334,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate closely with fellow developers, architects, product owners, and other stakeholders in crafting optimal solutions to product goals.",
            "similarity": 0.541
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Work with other Engineers to ensure best practices, cross-team collaboration, and continuity of process",
            "similarity": 0.5006
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Deliver code with a Test First mentality and a heavy focus on quality at the code level.",
            "similarity": 0.4667
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5028,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "maintain code quality",
            "sentence": "Deliver code with a Test First mentality and a heavy focus on quality at the code level.",
            "similarity": 0.6335
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Develop solutions that add value and efficiency across systems with minimal technical debt",
            "similarity": 0.4397
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Work with other Engineers to ensure best practices, cross-team collaboration, and continuity of process",
            "similarity": 0.4161
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.4964,
        "slug": "react-native-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "B",
    "chosen_role": {
      "display_name": "Hybrid Mobile Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 11,
      "score": 0.5747,
      "slug": "hybrid-mobile-developer",
      "total_count": null
    },
    "confidence": 0.5747,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "KRA-led classification on flutter-developer (skill weak, KRA 0.57)",
    "sub_role": {
      "confidence": 0.5747,
      "display_name": "Flutter Developer",
      "reasoning": "hoisted from chosen leaf (case=B)",
      "role_id": 74,
      "slug": "flutter-developer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 66,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1417,
      "r_and_r_preview": "Develop solutions that add value and efficiency across systems with minimal technical debt\nCollaborate closely with fellow developers, architects, product owners, and other stakeholders in crafting op",
      "role_display_name": "Hybrid Mobile Developer",
      "role_slug": "hybrid-mobile-developer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 19233,
        "role_display_name": "Hybrid Mobile Developer",
        "role_slug": "hybrid-mobile-developer",
        "skill_name": "Test First",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 19234,
        "role_display_name": "Hybrid Mobile Developer",
        "role_slug": "hybrid-mobile-developer",
        "skill_name": "best practices",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 19235,
        "role_display_name": "Hybrid Mobile Developer",
        "role_slug": "hybrid-mobile-developer",
        "skill_name": "cross-functional business processes",
        "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": "Hybrid Mobile Developer",
    "id": 11,
    "rationale": "KRA-led classification on flutter-developer (skill weak, KRA 0.57)",
    "role_archetype": null,
    "slug": "hybrid-mobile-developer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
    "Test First",
    "best practices",
    "cross-functional business processes"
  ],
  "input_llm_skills": [
    "Test First",
    "best practices",
    "cross-functional business processes"
  ],
  "new_aliases_persisted": 0,
  "run_id": "02f78c52-0b71-465f-bf0b-8a538706d0f6",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Test First",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Testing Tools",
          "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": "test-first",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "best practices",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Soft Skills",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "best-practices",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "cross-functional business processes",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Soft Skills",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "cross-functional-business-processes",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Test First",
    "best practices",
    "cross-functional business processes"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Hybrid Mobile Developer",
    "id": 11,
    "rationale": "KRA-led classification on flutter-developer (skill weak, KRA 0.57)",
    "role_archetype": null,
    "slug": "hybrid-mobile-developer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Test First",
      "tag": "new"
    },
    {
      "skill": "best practices",
      "tag": "new"
    },
    {
      "skill": "cross-functional business processes",
      "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": "02f78c52-0b71-465f-bf0b-8a538706d0f6"
}