Pipeline run

d218e9df-065b-433b-a3ba-dd377cd3e6bf

Pipeline LLM cost (USD)

API 1: $0.0101 API 2: $0.0001 API 3: $0.0000 Total: $0.0102

Client output enrichment

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

role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd

Nature of work · Responsive UI component development

Turn UI/UX designs into responsive, interactive front-end prototypes and reusable modules, then polish client-side behavior at scale through code reviews, quality checks, and metric-driven fixes.

""Turning UI/UX designs into prototypes, creating awesome interactions from designs, writing reusable content modules""

Tech stack maturity

Mainstream Modern

Frontend development with code review, metrics, and UI/UX is characteristic of widely adopted, current web engineering practices 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)

UI/UX Prototypes Code Review Client-side Metrics

Skill cluster (2 dimension groups, role-scoped)

Experiment Tracking and Evaluation

Metrics

Cross-cutting / unaligned

UI/UX Prototypes Code Review Client-side

Show KRA description ↓

Work closely with design and product management to create elegant, usable, responsive and interactive interfaces across multiple devices. Turning UI/UX designs into prototypes, creating awesome interactions from designs, writing reusable content modules and maintainability of the code. Also Writing high-quality code, participating in code reviews. Implement UI development principles to ensure that the product client-side serves at scale. Review and optimize app usage by monitoring key metrics and rectifying the issues proactively. An ability to perform well in a fast-paced environment and bring in optimal flow for rapidly changing design/ technology.

Signals

Skill ml-engineer

0.20

Alias frontend-engineer

1.00

KRA frontend-engineer

0.61

Post-classification

Centroidupdated · n=84

Alias collision log—

New-role queue—

New skills captured2

New KRA captured—

Captured for admin review

Prototypes primary ↔ Frontend Developer pending

Client-side primary ↔ Frontend Developer pending

Status: completed Created: 2026-05-27T13:54:25.676938Z Updated: 2026-05-27T13:55:56.268823Z API 3 duration: 14125 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

Frontend Developer

domain · Software Engineering CASE DOMAIN

slug: frontend-engineer · id: 7 · source: db

Domain=Software Engineering; The JD is focused on building responsive, interactive client-side interfaces, converting UI/UX designs into prototypes, and optimizing frontend performance at scale.

Matched skills

UI/UXprototypesreusable content modulescode reviewsUI development principlesclient-sidemonitoring key metrics

Matched dimensions

Frontend Interface DevelopmentResponsive Interactive UI ImplementationDesign-to-Prototype TranslationFrontend Code MaintainabilityClient-side ScalabilityPerformance Monitoring and Optimization

Matched KRAs

Create elegant, usable, responsive and interactive interfacesTurn UI/UX designs into prototypesWrite reusable content modulesWrite high-quality codeParticipate in code reviewsImplement UI development principlesEnsure the product client-side serves at scaleReview and optimize app usage by monitoring key metrics

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

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

About CredAvenue

CredAvenue is India’s first and largest institutional debt platform that provides full-stack debt infrastructure across discovery, execution and fulfillment. In March 2022 we became India’s fastest fintech and most impactful startup to join the unicorn club with a Series B fundraising round of $137 million.

CredAvenue started in 2020 with a vision of transforming and deepening the global institutional debt market through technology. Our two-sided debt marketplace helps institutional and HNI investors find the widest network of corporate borrowers and debt products on one side and helps corporates to discover investors and access debt capital efficiently on the other side. Switching between platforms is easy, which means investors can lend, invest and trade bonds - all in one place. All 5 of our platforms shake up the traditional debt ecosystem and offer new ways of digital finance.

Loans – term loans and working capital loans

Bonds – fixed income securities like bonds, commercial papers, and MLDs

Pools – structured finance products like asset-backed securitization, PTCs, and Das

Supply Chain Finance – dealer and vendor financing, factoring, and dynamic discounting

Co-Lending – co-origination platform for banks, NBFCs, and fintechs

Currently, we have onboarded over 3000+ corporates, and 350+ investors and have facilitated debt volumes of over INR 95,000 crores so far.

Backed by marquee investors like Insight Partners, B Capital Group, Dragoneer, Sequoia Capital, LightSpeed, and Light rock, we are the only-of-its-kind debt platform globally, revolutionizing the segment.

CredAvenue is constantly growing with 500+ like-minded individuals today, who are changing the way people perceive debt. We are a fun bunch who are highly motivated and driven to create a purposeful impact. Come, join the club to be a part of our epic growth story.

Inviting applications for the role of Software Engineer

Some Perks And Benefits At CredAvenue

Apart from the unique opportunity of transforming the debt market, our benefits include:
 Ample opportunity for significant personal wealth creation by way of ESOPs.One can never stop learning so we have a dedicated budget of INR 75,000/year that you can use towards pursuing learning programs/certifications/attending conferences. Best in industry healthcare for you and your family: Life insurance (10X your Fixed annual CTC) and Critical Illness cover (7X your Fixed annual CTC)Generous health insurance for you as well as your dependents, including parents or Parents in-laws up to INR 800,000 for self and dependents.Child care reimbursement of 15k per month per child for all working parents towards nanny/creche expenses.Food is on the house. So that you can focus on what matters the most. Best in class Maternity & paternity benefitsHybrid work modules to get quality work done by managing your own time.We are committed to creating a diverse environment and are proud to be an equal opportunity employer. All qualified applicants receive consideration for employment without regard to race, colour, religion, gender, gender identity or expression, sexual orientation, national origin, genetics, disability or age.
About The Role
We are looking for a qualified Front-end developer to join our Engineering team. The UI team is responsible to develop a revolutionary finance marketplace product including the design, user experience and business logic to ensure that the product is easy-to-use, appealing and effective. Your broad knowledge with required skill set will make you a vital part of our new and growing team. As a HTML5 developer you will be motivated to combine the art of design with the art of programming.
If this is you and you are looking for a great bunch of people to partner with on your next journey, then let’s talk

Responsibilities
Work closely with design and product management to create elegant, usable, responsive and interactive interfaces across multiple devices.Turning UI/UX designs into prototypes, creating awesome interactions from designs, writing reusable content modules and maintainability of the code.Also Writing high-quality code, participating in code reviews.Implement UI development principles to ensure that the product client-side serves at scale.Review and optimize app usage by monitoring key metrics and rectifying the issues proactively.An ability to perform well in a fast-paced environment and bring in optimal flow for rapidly changing design/ technology
Requirements
Degree in Computer Science or relevant experience1-4 years of relevant hands-on software engineering experience doing software design and developmentGood command over at least one JavaScript frameworks like React.js , Vue.js or AngularSound knowledge in HTML, CSS, ES6 and Typescript concepts.A team player with good communication skills.Work in a fast-paced environment and make pragmatic engineering decisions in a short amount of time.
If you’re interested in creating a user-friendly environment by writing code and moving forward in your career, then this job is for you. We expect you to be a tech-savvy professional, who is curious about new digital technologies and aspires to combine usability with visual design.

Ultimately, you should be able to create a functional and attractive digital environment for our company, ensuring a great user experience.

Skills from this JD

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

UI/UX Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: UI/UX id=1662 · ui-ux

Aliases — catalog

UI/UX (CANONICAL)

Context tags (catalog)

A/B testing Adobe XD Figma Sketch design systems information architecture interaction design prototyping responsive design usability testing user journey user personas user research visual hierarchy wireframing

Stored enrichment (catalog DB)

Category: Domain
Sub-category: Ui Ux Design
Confidence: 0.96
Version strategy: NOT_APPLICABLE

Maturity reasoning: UI/UX appears in a large share of product/design job descriptions across industries and is a standard hiring requirement, with strong demand on major job boards and design-tool ecosystems.

Skill profile (library / DB)

Skill nature: CONCEPT
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 37
Sub-category id: 1255
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)

Prototypes 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: Concepts
Sub-category: general
Skill nature: CONCEPT
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Code Review Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Code Review id=516 · code-review

Aliases — catalog

Code Review (CANONICAL)

Context tags (catalog)

Bitbucket GitHub GitLab PR review approval workflow branch protection code quality diff inline comments linting merge request pair programming pull request review checklist static analysis

Stored enrichment (catalog DB)

Category: SoftSkill
Sub-category: Code Review
Confidence: 0.96
Version strategy: NOT_APPLICABLE

Maturity reasoning: Code review is a standard hiring-pipeline requirement in engineering JDs and is built into major platforms like GitHub/GitLab pull-request workflows, indicating broad adoption.

Skill profile (library / DB)

Skill nature: PRACTICE
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 58
Sub-category id: 364
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)

Client-side 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: Web Development
Sub-category: Client-side Technologies
Skill nature: CONCEPT
Volatility: STABLE
Typical lifespan: EVERGREEN
Version strategy: UNVERSIONED

Metrics Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: metrics id=1625 · metrics

Aliases — catalog

metrics (CANONICAL) primary
Metrics (CANONICAL)

Context tags (catalog)

A/B testing KPI KPIs SLI SLIs SLO SLOs alerting analytics benchmarking business intelligence dashboard dashboards data analysis data collection data visualization data-driven data-driven decisions event tracking log aggregation log analysis logging measurement frameworks metric collection metrics aggregation metrics-driven culture monitoring observability performance indicators real-time real-time data real-time metrics reporting reporting tools scorecards statistical methods tracing trend analysis user engagement

Stored enrichment (catalog DB)

Category: Concept
Sub-category: Metrics
Confidence: 0.84
Version strategy: NOT_APPLICABLE

Maturity reasoning: Metrics is a standard observability requirement and appears in many JDs for monitoring/telemetry roles; vendors like Prometheus/Grafana and cloud platforms center it in their docs and product stacks.

Skill profile (library / DB)

Skill nature: CONCEPT
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 2
Sub-category id: 3506
Extractable: True
Also category: False

Dimensions (API 2 worklist)

Backend Observability, Logging, and Diagnostics Catalog dimension db id 388

Library dimension (catalog)

Roles linked in library: Kotlin Backend Developer, Scala Backend Developer
Experiment Tracking and Evaluation Catalog dimension db id 44

Library dimension (catalog)

Roles linked in library: ML Engineer, MLOps Engineer
Observability and Diagnostics Catalog dimension db id 287

Library dimension (catalog)

Roles linked in library: Go Backend Developer, Java Backend Developer, Python Backend Developer
Observability and Incident Response Catalog dimension db id 10

Library dimension (catalog)

Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer
Observability and Operations Catalog dimension db id 143

Library dimension (catalog)

Roles linked in library: Cloud Architect

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
Backend Observability, Logging, and Diagnostics backend-observability-logging-and-diagnostics	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Experiment Tracking and Evaluation experiment-tracking-and-evaluation	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Observability and Diagnostics observability-and-diagnostics	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Observability and Incident Response observability-and-incident-response	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Observability and Operations observability-and-operations	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

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
UI/UX	in_db	React Frontend Development d_init_01	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Code Review	in_db	React Frontend Development d_init_01	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Metrics	in_db	Backend Observability, Logging, and Diagnostics backend-observability-logging-and-diagnostics	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Metrics	in_db	Experiment Tracking and Evaluation experiment-tracking-and-evaluation	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Metrics	in_db	Observability and Diagnostics observability-and-diagnostics	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Metrics	in_db	Observability and Incident Response observability-and-incident-response	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Metrics	in_db	Observability and Operations observability-and-operations	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind	Detail	DB id
canonical_skill_proposed	Prototypes \| type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed	Client-side \| type=Web Development subtype=Client-side Technologies nature=CONCEPT lifespan=EVERGREEN

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

RoleSoftware Engineer

CompanyCredAvenue

Experience1-4 years of relevant hands-on software engineering experience

DomainFinancial Services

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "CredAvenue is India\u2019s first and",
      "last_5_words": "new ways of digital finance."
    },
    "text": "CredAvenue is India\u2019s first and largest institutional debt platform that provides full-stack debt infrastructure across discovery, execution and fulfillment. In March 2022 we became India\u2019s fastest fintech and most impactful startup to join the unicorn club with a Series B fundraising round of $137 million.\n\nCredAvenue started in 2020 with a vision of transforming and deepening the global institutional debt market through technology. Our two-sided debt marketplace helps institutional and HNI investors find the widest network of corporate borrowers and debt products on one side and helps corporates to discover investors and access debt capital efficiently on the other side. Switching between platforms is easy, which means investors can lend, invest and trade bonds - all in one place. All 5 of our platforms shake up the traditional debt ecosystem and offer new ways of digital finance.",
    "word_count": 130
  },
  "certifications": [],
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  "ctc": null,
  "domain": {
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      "aliases": [
        "FinTech",
        "Debt Market"
      ],
      "domain": "Financial Services"
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    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science (or relevant)",
      "raw": "Degree in Computer Science or relevant experience",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": 4,
    "min": 1,
    "raw": "1-4 years of relevant hands-on software engineering experience"
  },
  "job_locations": [],
  "role": "Software Engineer",
  "role_aliases": [
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  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
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      "heading_was_present": true,
      "source_marker": {
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      },
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      "word_count": 83
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "UI/UX"
    },
    {
      "is_primary": true,
      "skill_name": "Prototypes"
    },
    {
      "is_primary": true,
      "skill_name": "Code Review"
    },
    {
      "is_primary": true,
      "skill_name": "Client-side"
    },
    {
      "is_primary": true,
      "skill_name": "Metrics"
    }
  ],
  "jd_role": {
    "display_name": "Software Engineer",
    "rationale": null,
    "role_aliases": [
      "Front-end Developer",
      "UI Developer",
      "Frontend Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "CredAvenue is India\u2019s first and",
        "last_5_words": "new ways of digital finance."
      },
      "text": "CredAvenue is India\u2019s first and largest institutional debt platform that provides full-stack debt infrastructure across discovery, execution and fulfillment. In March 2022 we became India\u2019s fastest fintech and most impactful startup to join the unicorn club with a Series B fundraising round of $137 million.\n\nCredAvenue started in 2020 with a vision of transforming and deepening the global institutional debt market through technology. Our two-sided debt marketplace helps institutional and HNI investors find the widest network of corporate borrowers and debt products on one side and helps corporates to discover investors and access debt capital efficiently on the other side. Switching between platforms is easy, which means investors can lend, invest and trade bonds - all in one place. All 5 of our platforms shake up the traditional debt ecosystem and offer new ways of digital finance.",
      "word_count": 130
    },
    "certifications": [],
    "company_name": "CredAvenue",
    "ctc": null,
    "domain": {
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          "FinTech",
          "Debt Market"
        ],
        "domain": "Financial Services"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science (or relevant)",
        "raw": "Degree in Computer Science or relevant experience",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": 4,
      "min": 1,
      "raw": "1-4 years of relevant hands-on software engineering experience"
    },
    "job_locations": [],
    "role": "Software Engineer",
    "role_aliases": [
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    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
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        "word_count": 83
      }
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    "urls": []
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  "rejected": false,
  "rejection_reason": null,
  "run_id": "d218e9df-065b-433b-a3ba-dd377cd3e6bf",
  "stage3_signals": {
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    "alias_match_roles": [
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        "matched_skills": null,
        "role_id": 7,
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      }
    ],
    "kra_match_roles": [
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        "display_name": "Frontend Developer",
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        "matched_count": null,
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        "role_id": 24,
        "score": 0.5767,
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      },
      {
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        "kra_matches": [
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          },
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      },
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            "sentence": "Turning UI/UX designs into prototypes, creating awesome interactions from designs, writing reusable content modules and maintainability of the code.",
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          },
          {
            "kra_text": "Implement user-facing screens and interactions",
            "sentence": "Work closely with design and product management to create elegant, usable, responsive and interactive interfaces across multiple devices.",
            "similarity": 0.5378
          },
          {
            "kra_text": "manage client-side state and flows",
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            "similarity": 0.4829
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 89,
        "score": 0.5375,
        "slug": "react-frontend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "ML Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "metrics"
        ],
        "role_id": 3,
        "score": 0.2,
        "slug": "ml-engineer",
        "total_count": 5
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "metrics"
        ],
        "role_id": 9,
        "score": 0.2,
        "slug": "cloud-architect",
        "total_count": 5
      },
      {
        "display_name": "MLOps Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "metrics"
        ],
        "role_id": 16,
        "score": 0.2,
        "slug": "ml-ops-engineer",
        "total_count": 5
      },
      {
        "display_name": "Java Backend Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "metrics"
        ],
        "role_id": 79,
        "score": 0.2,
        "slug": "java-backend-developer",
        "total_count": 5
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "metrics"
        ],
        "role_id": 1,
        "score": 0.2,
        "slug": "backend-engineer",
        "total_count": 5
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Frontend Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 7,
      "score": 0.98,
      "slug": "frontend-engineer",
      "total_count": null
    },
    "confidence": 0.98,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Frontend Interface Development",
      "Responsive Interactive UI Implementation",
      "Design-to-Prototype Translation",
      "Frontend Code Maintainability",
      "Client-side Scalability",
      "Performance Monitoring and Optimization"
    ],
    "matched_kras": [
      "Create elegant, usable, responsive and interactive interfaces",
      "Turn UI/UX designs into prototypes",
      "Write reusable content modules",
      "Write high-quality code",
      "Participate in code reviews",
      "Implement UI development principles",
      "Ensure the product client-side serves at scale",
      "Review and optimize app usage by monitoring key metrics"
    ],
    "matched_skills": [
      "UI/UX",
      "prototypes",
      "reusable content modules",
      "code reviews",
      "UI development principles",
      "client-side",
      "monitoring key metrics"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The JD is focused on building responsive, interactive client-side interfaces, converting UI/UX designs into prototypes, and optimizing frontend performance at scale.",
    "sub_role": null
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  "stage5_updates": {
    "centroid_n_after": 84,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 5544,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "Prototypes",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 5545,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "Client-side",
        "status": "pending"
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    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}

API 2 — extract-details

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        "is_also_category": false,
        "is_extractable": true,
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      "matched_via": "alias"
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      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 864,
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PRACTICE",
        "slug": "code-review",
        "sub_category_id": 364,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
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      "matched_via": "alias"
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    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 3684,
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      "matched_canonical": {
        "category_id": 2,
        "display_name": "metrics",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
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        "sub_category_id": 3506,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
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      "display_name": "Scala Backend Developer",
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      "display_name": ".NET Backend Developer",
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      "slug": "backend-engineer",
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      "display_name": "Node.js Backend Developer",
      "id": 82,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "node-backend-developer",
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    },
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      "display_name": "PHP Backend Developer",
      "id": 86,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "php-backend-developer",
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      "slug": "cloud-architect",
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  "chosen_role": {
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      "input_skill": "UI/UX",
      "llm_role": null,
      "roles_from_db": []
    },
    {
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      "roles_from_db": []
    },
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    },
    {
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    },
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        "slug": "observability-and-operations",
        "source": "db"
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  "new_aliases_persisted": 0,
  "run_id": "d218e9df-065b-433b-a3ba-dd377cd3e6bf",
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      ],
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      "source_tag": "llm",
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        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Observability and Diagnostics",
            "id": 287,
            "rationale": "Instrumentation and troubleshooting practices used to understand Java service behavior in production and lower environments. This cluster covers logs, metrics, traces, correlation IDs, and root-cause analysis from service telemetry.",
            "slug": "observability-and-diagnostics",
            "source": "db"
          },
          "input_skill": "Metrics",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Go Backend Developer",
              "id": 81,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "go-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Java Backend Developer",
              "id": 79,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "java-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Python Backend Developer",
              "id": 80,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "python-backend-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Observability and Incident Response",
            "id": 10,
            "rationale": "Instrumentation and production troubleshooting practices used to keep backend services reliable. Includes logs, metrics, traces, alerting, dashboards, and incident diagnosis.",
            "slug": "observability-and-incident-response",
            "source": "db"
          },
          "input_skill": "Metrics",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": ".NET Backend Developer",
              "id": 83,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "dotnet-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Backend Developer",
              "id": 1,
              "rationale": null,
              "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
              "slug": "backend-engineer",
              "source": "db"
            },
            {
              "display_name": "Node.js Backend Developer",
              "id": 82,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "node-backend-developer",
              "source": "db"
            },
            {
              "display_name": "PHP Backend Developer",
              "id": 86,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "php-backend-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Observability and Operations",
            "id": 143,
            "rationale": "Monitoring, logging, tracing, and operational readiness patterns used to keep cloud platforms supportable. Cloud Architects use this to define what telemetry and operational controls workloads must expose.",
            "slug": "observability-and-operations",
            "source": "db"
          },
          "input_skill": "Metrics",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cloud Architect",
              "id": 9,
              "rationale": null,
              "role_archetype": null,
              "slug": "cloud-architect",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Metrics",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Prototypes",
    "Client-side"
  ]
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Frontend Developer",
    "id": 7,
    "rationale": "Domain=Software Engineering; The JD is focused on building responsive, interactive client-side interfaces, converting UI/UX designs into prototypes, and optimizing frontend performance at scale.",
    "role_archetype": null,
    "slug": "frontend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "UI/UX",
      "tag": "in_db"
    },
    {
      "skill": "Prototypes",
      "tag": "new"
    },
    {
      "skill": "Code Review",
      "tag": "in_db"
    },
    {
      "skill": "Client-side",
      "tag": "new"
    },
    {
      "skill": "Metrics",
      "tag": "in_db"
    }
  ],
  "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": 7,
        "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": "UI/UX",
        "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": 1662,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "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": "Code Review",
        "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": 516,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Backend Observability, Logging, and Diagnostics",
          "id": 388,
          "rationale": "Instrumentation and troubleshooting practices used to understand and improve backend service behavior in production and lower environments. This includes logs, metrics, traces, alerting, dashboards, structured logging, distributed tracing, health checks, and root-cause analysis using ecosystem-specific tools such as SLF4J, Logback, Micrometer, OpenTelemetry, Prometheus, Grafana, ILogger, Serilog, and Application Insights.",
          "slug": "backend-observability-logging-and-diagnostics",
          "source": "db"
        },
        "dimension_id": 388,
        "input_skill": "Metrics",
        "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": [
          {
            "display_name": "Kotlin Backend Developer",
            "id": 84,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "kotlin-server-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Scala Backend Developer",
            "id": 87,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "scala-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1625,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Experiment Tracking and Evaluation",
          "id": 44,
          "rationale": "Tools and practices for recording experiments, comparing runs, and assessing model quality before release. This dimension focuses on reproducibility, metrics, artifacts, and offline evaluation workflows.",
          "slug": "experiment-tracking-and-evaluation",
          "source": "db"
        },
        "dimension_id": 44,
        "input_skill": "Metrics",
        "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": [
          {
            "display_name": "ML Engineer",
            "id": 3,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-engineer",
            "source": "db"
          },
          {
            "display_name": "MLOps Engineer",
            "id": 16,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-ops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1625,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Observability and Diagnostics",
          "id": 287,
          "rationale": "Instrumentation and troubleshooting practices used to understand Java service behavior in production and lower environments. This cluster covers logs, metrics, traces, correlation IDs, and root-cause analysis from service telemetry.",
          "slug": "observability-and-diagnostics",
          "source": "db"
        },
        "dimension_id": 287,
        "input_skill": "Metrics",
        "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": [
          {
            "display_name": "Go Backend Developer",
            "id": 81,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "go-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Java Backend Developer",
            "id": 79,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "java-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Python Backend Developer",
            "id": 80,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "python-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1625,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Observability and Incident Response",
          "id": 10,
          "rationale": "Instrumentation and production troubleshooting practices used to keep backend services reliable. Includes logs, metrics, traces, alerting, dashboards, and incident diagnosis.",
          "slug": "observability-and-incident-response",
          "source": "db"
        },
        "dimension_id": 10,
        "input_skill": "Metrics",
        "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": [
          {
            "display_name": ".NET Backend Developer",
            "id": 83,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "dotnet-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Backend Developer",
            "id": 1,
            "rationale": null,
            "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
            "slug": "backend-engineer",
            "source": "db"
          },
          {
            "display_name": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "PHP Backend Developer",
            "id": 86,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "php-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1625,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Observability and Operations",
          "id": 143,
          "rationale": "Monitoring, logging, tracing, and operational readiness patterns used to keep cloud platforms supportable. Cloud Architects use this to define what telemetry and operational controls workloads must expose.",
          "slug": "observability-and-operations",
          "source": "db"
        },
        "dimension_id": 143,
        "input_skill": "Metrics",
        "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": [
          {
            "display_name": "Cloud Architect",
            "id": 9,
            "rationale": null,
            "role_archetype": null,
            "slug": "cloud-architect",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1625,
        "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": "d218e9df-065b-433b-a3ba-dd377cd3e6bf"
}

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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