← Back to history

Pipeline run

a91a88a4-8a49-472f-95b2-8040b32b8606

Pipeline LLM cost (USD)

API 1: $0.0030 API 2: $0.0000 API 3: $0.0000 Total: $0.0030

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

Nature of work

—

no_db_connection

Tech stack maturity

Mainstream Modern

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)

React JavaScript CSS HTML5 Tailwind CSS

Skill cluster (0 dimension groups, role-scoped)

No dimension groups computed for this JD.

Show KRA description ↓

Support Agent+ customers by building custom components, features, and workflows tailored to their product needs. Design and implement robust front-end solutions using our visual IDE, optimizing for performance and scalability. Work closely with UX/UI designers to translate design concepts into functional code. Contribute to the development lifecycle, including coding, testing, debugging, and deployment. Ensure high-quality graphic standards and brand consistency. Stay updated with emerging front-end technologies and methodologies, integrating them to enhance our platform's capabilities. Maintain an online presence between the hours of 9am - 4pm EST

Status: jd_deconstruction_v4_done Created: 2026-09-03T14:38:18.054154Z Updated: 2026-09-04T23:18:25.041548Z Run duration: 11062 ms

Flow v4 catalog deconstruction skill_library_v4

1 LLM mention extraction + deterministic catalog sweep

2 Six-layer resolution cascade (exact → alias → fuzzy → embedding → judge → AI-prediction lane)

3 Table-lookup layering: dim_members → role_dim_map tiers, served verbatim

Role Chosen role & resolution

React Frontend Developer

in_db alias family · frontend-developer

slug: react-frontend-developer · role_id: 45d09250-830a-52f6-aa88-446a731e7eef · catalog: skill_library_v4 (tiers served verbatim from role_dim_map)

The role is for a Front-End Developer with a focus on React Native and React for web applications, positioned within a fast-growing startup. The candidate should have expertise in JavaScript, CSS, HTML, and frameworks like React.js, as well as experience in responsive design. A key requirement is the ability to collaborate effectively with cross-functional teams and maintain high-quality standards in application development. The position involves building custom components and features for Agent+ customers, ensuring performance and scalability while working within a flexible and innovative environment.

Job description

About the job
Job Overview

We’re specifically looking for someone with strong React Native experience, as mobile is a central focus of our roadmap. Familiarity with React for web is also important, as our platform spans both environments. You’ll collaborate with a cross-functional team of engineers, designers, and product leads to deliver seamless, high-performance applications that power modern product teams.

Key Responsibilities

Support Agent+ customers by building custom components, features, and workflows tailored to their product needs. 
Design and implement robust front-end solutions using our visual IDE, optimizing for performance and scalability. 
Work closely with UX/UI designers to translate design concepts into functional code. 
Contribute to the development lifecycle, including coding, testing, debugging, and deployment. 
Ensure high-quality graphic standards and brand consistency. 
Stay updated with emerging front-end technologies and methodologies, integrating them to enhance our platform's capabilities. 
Maintain an online presence between the hours of 9am - 4pm EST

Qualifications

Bachelor’s degree in Computer Science, Engineering, or a related field, or equivalent practical experience. 
Proven experience as a Front-End Developer or similar role, preferably in tech or startup environments. 
Expertise in front-end technologies, including JavaScript, CSS, HTML, and frameworks like React.js, and tailwind. 
Experience with responsive and adaptive design principles. 
Strong problem-solving skills and attention to detail. 
Excellent communication and teamwork skills, with a knack for bridging the gap between technical and non-technical teams. 

What we offer

The opportunity to be part of an innovative, fast-growing startup. 
A collaborative, flexible, and supportive work environment where your contributions directly impact the product's success. 

Compensation Range: $40K - $60K

Skills from this JD

L0–L3 tiers come verbatim from the role's role_dim_map; violet AI GENERATED chips are AI-prediction-lane skills pending review in the queue.

L0 · Anchor 3 skill(s)

React Frontend Frameworks the finalized role is the React specialization of the Frontend family; the component framework is the role's identity, and framework choice

JavaScript Programming Languages the craft is exercised in JavaScript/TypeScript; without the language there is no frontend engineering.

HTML5 Web Platform & Browser APIs the browser is the deployment target.

L1 · Primary 2 skill(s)

CSS UI Styling & Component Systems daily output is styled UI; the charter owns the design-system-in-code layer (owns_3), making styling architecture primary craft rather than

Tailwind CSS UI Styling & Component Systems daily output is styled UI; the charter owns the design-system-in-code layer (owns_3), making styling architecture primary craft rather than

Secondary nice-to-have · not a drop-order layer

React Native out_of_role_scope

This skill is in Secondary as the JD says "someone with strong React Native experience" - it's a recognized skill, but it sits outside the React Frontend Developer role's core dimensions.

Consider adding canon exemplars the JD missed

Vue.js — Frontend Frameworks (L0)

TypeScript — Programming Languages (L0)

Service Workers — Web Platform & Browser APIs (L0)

Bundle Analysis — Build & Dependency Tools (L1)

Server-Side Rendering — Meta-Frameworks & Rendering (L1)

Zustand — State Management & Client Data (L1)

Library artifacts (this run)

No artifact rows for this run.

nano JD Parser — gpt-4.1-nano click to toggle

RoleFront-End Developer

CTC{'max': 60, 'min': 40, 'raw': '$40K - $60K', 'period': 'annual', 'currency': 'USD'}

DomainSoftware & SaaS Products

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": null,
  "ai_kras": [],
  "certifications": [],
  "company_name": null,
  "ctc": {
    "currency": "USD",
    "max": 60,
    "min": 40,
    "period": "annual",
    "raw": "$40K - $60K"
  },
  "domain": {
    "primary": {
      "aliases": [
        "SaaS",
        "Product Companies"
      ],
      "domain": "Software \u0026 SaaS Products"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science (or related)",
      "raw": "Bachelor\u2019s degree in Computer Science, Engineering, or a related field, or equivalent practical experience.",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": null,
    "raw": null
  },
  "job_locations": [],
  "role": "Front-End Developer",
  "role_aliases": [
    {
      "name": "Front-End Developer",
      "reasoning": "generalized form of the picked role",
      "relation": "synonym"
    },
    {
      "name": "React Developer",
      "reasoning": "role emphasizes React and front-end development",
      "relation": "synonym"
    },
    {
      "name": "Web Developer",
      "reasoning": "role involves web technologies and development",
      "relation": "synonym"
    }
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Support Agent+ customers by building",
        "last_5_words": "between the hours of 9am"
      },
      "text": "Support Agent+ customers by building custom components, features, and workflows tailored to their product needs.\nDesign and implement robust front-end solutions using our visual IDE, optimizing for performance and scalability.\nWork closely with UX/UI designers to translate design concepts into functional code.\nContribute to the development lifecycle, including coding, testing, debugging, and deployment.\nEnsure high-quality graphic standards and brand consistency.\nStay updated with emerging front-end technologies and methodologies, integrating them to enhance our platform\u0027s capabilities.\nMaintain an online presence between the hours of 9am - 4pm EST",
      "word_count": 104
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "catalog": "v4",
  "consider_adding": [
    {
      "dimension": "Frontend Frameworks",
      "reason": "In the role canon\u0027s Frontend Frameworks - adding it narrows the candidate pool.",
      "skill": "Vue.js",
      "tier": "L0"
    },
    {
      "dimension": "Programming Languages",
      "reason": "In the role canon\u0027s Programming Languages - adding it narrows the candidate pool.",
      "skill": "TypeScript",
      "tier": "L0"
    },
    {
      "dimension": "Web Platform \u0026 Browser APIs",
      "reason": "In the role canon\u0027s Web Platform \u0026 Browser APIs - adding it narrows the candidate pool.",
      "skill": "Service Workers",
      "tier": "L0"
    },
    {
      "dimension": "Build \u0026 Dependency Tools",
      "reason": "In the role canon\u0027s Build \u0026 Dependency Tools - adding it narrows the candidate pool.",
      "skill": "Bundle Analysis",
      "tier": "L1"
    },
    {
      "dimension": "Meta-Frameworks \u0026 Rendering",
      "reason": "In the role canon\u0027s Meta-Frameworks \u0026 Rendering - adding it narrows the candidate pool.",
      "skill": "Server-Side Rendering",
      "tier": "L1"
    },
    {
      "dimension": "State Management \u0026 Client Data",
      "reason": "In the role canon\u0027s State Management \u0026 Client Data - adding it narrows the candidate pool.",
      "skill": "Zustand",
      "tier": "L1"
    }
  ],
  "final_skills": [
    {
      "dimension": {
        "display_name": "Frontend Frameworks",
        "slug": "frontend-frameworks"
      },
      "is_primary": true,
      "layer": "L0",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "the finalized role is the React specialization of the Frontend family; the component framework is the role\u0027s identity, and framework choice ",
      "skill_id": "6fd37974-9083-5b70-a17d-e362ddcadf0d",
      "skill_name": "React"
    },
    {
      "dimension": {
        "display_name": "Programming Languages",
        "slug": "programming-languages"
      },
      "is_primary": true,
      "layer": "L0",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "the craft is exercised in JavaScript/TypeScript; without the language there is no frontend engineering.",
      "skill_id": "7f5a5b42-c9d8-5642-a8e6-84fd41f1f783",
      "skill_name": "JavaScript"
    },
    {
      "dimension": {
        "display_name": "UI Styling \u0026 Component Systems",
        "slug": "ui-styling-component-systems"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "daily output is styled UI; the charter owns the design-system-in-code layer (owns_3), making styling architecture primary craft rather than ",
      "skill_id": "742cb052-4050-5651-8154-1d82a218fa8a",
      "skill_name": "CSS"
    },
    {
      "dimension": {
        "display_name": "Web Platform \u0026 Browser APIs",
        "slug": "web-platform-browser-apis"
      },
      "is_primary": true,
      "layer": "L0",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "the browser is the deployment target.",
      "skill_id": "2c0f9138-b987-5c02-9bc4-308aa791df16",
      "skill_name": "HTML5"
    },
    {
      "dimension": {
        "display_name": "UI Styling \u0026 Component Systems",
        "slug": "ui-styling-component-systems"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "daily output is styled UI; the charter owns the design-system-in-code layer (owns_3), making styling architecture primary craft rather than ",
      "skill_id": "f522fdb4-327a-59fd-ae62-714ed43e60f7",
      "skill_name": "Tailwind CSS"
    }
  ],
  "history_run_id": null,
  "jd_parameters": {
    "certifications": [],
    "clientDetails": null,
    "company": null,
    "companySize": null,
    "ctc": {
      "currency": "USD",
      "max": 60,
      "min": 40,
      "period": "annual",
      "raw": "$40K - $60K"
    },
    "educationRequirements": [
      "BTECH/BE - Computer Science (or related)"
    ],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "industryDomain": "Software \u0026 SaaS Products",
    "knockouts": {
      "certifications": [],
      "ctc": {
        "currency": "USD",
        "max": 60,
        "min": 40
      },
      "educationRequirements": [
        "BTECH/BE - Computer Science (or related)"
      ],
      "experience": {
        "max": null,
        "min": null
      },
      "location": [],
      "noticePeriod": null
    },
    "locations": [],
    "noticePeriod": null,
    "openToRelocate": false,
    "role": "Front-End Developer",
    "roleSynonyms": [
      "Front-End Developer",
      "React Developer",
      "Web Developer"
    ]
  },
  "jd_summary": "The role is for a Front-End Developer with a focus on React Native and React for web applications, positioned within a fast-growing startup. The candidate should have expertise in JavaScript, CSS, HTML, and frameworks like React.js, as well as experience in responsive design. A key requirement is the ability to collaborate effectively with cross-functional teams and maintain high-quality standards in application development. The position involves building custom components and features for Agent+ customers, ensuring performance and scalability while working within a flexible and innovative environment.",
  "layer_conflicts": [],
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "ai_kras": [],
    "certifications": [],
    "company_name": null,
    "ctc": {
      "currency": "USD",
      "max": 60,
      "min": 40,
      "period": "annual",
      "raw": "$40K - $60K"
    },
    "domain": {
      "primary": {
        "aliases": [
          "SaaS",
          "Product Companies"
        ],
        "domain": "Software \u0026 SaaS Products"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science (or related)",
        "raw": "Bachelor\u2019s degree in Computer Science, Engineering, or a related field, or equivalent practical experience.",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [],
    "role": "Front-End Developer",
    "role_aliases": [
      {
        "name": "Front-End Developer",
        "reasoning": "generalized form of the picked role",
        "relation": "synonym"
      },
      {
        "name": "React Developer",
        "reasoning": "role emphasizes React and front-end development",
        "relation": "synonym"
      },
      {
        "name": "Web Developer",
        "reasoning": "role involves web technologies and development",
        "relation": "synonym"
      }
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 6,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Support Agent+ customers by building",
          "last_5_words": "between the hours of 9am"
        },
        "text": "Support Agent+ customers by building custom components, features, and workflows tailored to their product needs.\nDesign and implement robust front-end solutions using our visual IDE, optimizing for performance and scalability.\nWork closely with UX/UI designers to translate design concepts into functional code.\nContribute to the development lifecycle, including coding, testing, debugging, and deployment.\nEnsure high-quality graphic standards and brand consistency.\nStay updated with emerging front-end technologies and methodologies, integrating them to enhance our platform\u0027s capabilities.\nMaintain an online presence between the hours of 9am - 4pm EST",
        "word_count": 104
      }
    ],
    "urls": []
  },
  "pipeline": "v4",
  "rejected": false,
  "rejection_code": null,
  "rejection_reason": null,
  "role": {
    "canonical_name": "React Frontend Developer",
    "family": "frontend-developer",
    "match_method": "alias",
    "resolution": "in_db",
    "role_id": "45d09250-830a-52f6-aa88-446a731e7eef",
    "similarity": null,
    "slug": "react-frontend-developer"
  },
  "role_coverage": [
    {
      "is_jd_role": true,
      "name": "React Frontend Developer",
      "pct": 0.5,
      "role": "react-frontend-developer",
      "share": 83.9
    },
    {
      "is_jd_role": false,
      "name": "React Native Developer",
      "pct": 0.36,
      "role": "react-native-developer",
      "share": 16.1
    }
  ],
  "run_id": "jdv4-5611eec2620b",
  "secondary_meta": [
    {
      "audit_reasoning": "This skill is in Secondary as the JD says \"someone with strong React Native experience\" - it\u0027s a recognized skill, but it sits outside the React Frontend Developer role\u0027s core dimensions.",
      "jd_quote": "someone with strong React Native experience",
      "provenance": "verb-backed",
      "reason_code": "out_of_role_scope",
      "skill": "React Native"
    }
  ],
  "secondary_skills": [
    "React Native"
  ],
  "skill_layers": [
    {
      "label": "Anchor",
      "layer": "L0",
      "skills": [
        {
          "dimension": {
            "display_name": "Frontend Frameworks",
            "slug": "frontend-frameworks"
          },
          "name": "React",
          "origin": "catalog",
          "rationale": "the finalized role is the React specialization of the Frontend family; the component framework is the role\u0027s identity, and framework choice "
        },
        {
          "dimension": {
            "display_name": "Programming Languages",
            "slug": "programming-languages"
          },
          "name": "JavaScript",
          "origin": "catalog",
          "rationale": "the craft is exercised in JavaScript/TypeScript; without the language there is no frontend engineering."
        },
        {
          "dimension": {
            "display_name": "Web Platform \u0026 Browser APIs",
            "slug": "web-platform-browser-apis"
          },
          "name": "HTML5",
          "origin": "catalog",
          "rationale": "the browser is the deployment target."
        }
      ]
    },
    {
      "label": "Primary",
      "layer": "L1",
      "skills": [
        {
          "dimension": {
            "display_name": "UI Styling \u0026 Component Systems",
            "slug": "ui-styling-component-systems"
          },
          "name": "CSS",
          "origin": "catalog",
          "rationale": "daily output is styled UI; the charter owns the design-system-in-code layer (owns_3), making styling architecture primary craft rather than "
        },
        {
          "dimension": {
            "display_name": "UI Styling \u0026 Component Systems",
            "slug": "ui-styling-component-systems"
          },
          "name": "Tailwind CSS",
          "origin": "catalog",
          "rationale": "daily output is styled UI; the charter owns the design-system-in-code layer (owns_3), making styling architecture primary craft rather than "
        }
      ]
    }
  ],
  "unmapped_skills": []
}

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.

Loading…