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Pipeline run

d4d2afed-372e-4084-a639-8852600f519a

Pipeline LLM cost (USD)
API 1: $0.0115 API 2: $0.0002 API 3: $0.0000 Total: $0.0117

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
Own major real-time calling UI features in Dialpad’s Call Experience, collaborating with PMs/engineers, doing code reviews and mentoring, and tuning complex client-heavy web apps for performance and end-to-end delivery.
"“Build features based on the team’s quarterly goals and improve our customers’ calling experience.”"
Tech stack maturity
Mainstream Modern
JavaScript and WebRTC are widely adopted, current frontend technologies that fit a mainstream modern stack rather than legacy or bleeding-edge tooling.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.20 / 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): AI
Evidence — skills matched in JD (8)
WebRTC Canvas WebGL WebAssembly JavaScript Client-Server Architecture Code Review Mentorship
Skill cluster (2 dimension groups, role-scoped)
JavaScript and TypeScript
JavaScript
Cross-cutting / unaligned
WebRTC Canvas WebGL WebAssembly Client-Server Architecture Code Review Mentorship
Show KRA description ↓
In your first 30 days: • Meet your manager and onboarding buddy who will assist you in getting started • Set up your development environment • Get to know a highly communicative and collaborative engineering team • Complete the engineering onboarding program, including training videos and documentation • Get introduced to starter projects that will get you comfortable working with the Dialpad codebase. In Your First 60 Days • Ramp up through educational starter projects within the Call Experience team • Receive mentorship and code reviews from your peers who love to work together, talk through projects, and actively help each other overcome roadblocks. By 90 Days • Develop a deeper comprehension of Call Experience concepts and the Call Experience codebase so you can work on more complex projects. • Build features based on the team’s quarterly goals and improve our customers’ calling experience. We are motivated by data and customer surveys to appoint which features and workflows are most important to our customers. • Learn how to do code reviews so you can contribute your knowledge with peers in the future. • Work across team boundaries contributing to our shared component library used by all product engineers As a trusted and experienced senior front end engineer on the Call Experience team, you will own significant user-facing features and tackle technical challenges and enrich the team through your engineering experience including mentorship of junior engineers. You will lead projects with multiple engineers collaborating to deliver a major feature. You will work collaboratively in a cross functional team, including working closely with Product Managers in advocating for technical initiatives for the team and the Product Engineering organization. • Experience building real-time highly interactive user experiences on the web. Applications whose very nature is asynchronous. Things that we used to think could only be done with native applications: e.g. video conferencing, calling, video editing, graphics design, document editing, collaboration, webinars, • Passion and skills building user experience with minimal input from product designers. Comfort building something complex and beautiful--including the interactive time dimension--from simple mockups. • Proven skills at performance tuning complex, client-heavy web apps. • Demonstrated comfort working across the client-server boundary as necessary to deliver the best experience. • Expertise in advanced web APIs such as WebRTC, Canvas, WebGL, and Wasm is valued • Evidence that you thrive in a nimble startup environment that emphasizes complete end-to-end ownership for things you ship. • At least 5 years of professional experience doing everything above.

Signals

Skill full-stack-engineer
0.20
Alias frontend-engineer
1.00
KRA flutter-developer
0.60

Post-classification

Centroidupdated · n=135
Alias collision log
New-role queue
New skills captured4
New KRA captured

Captured for admin review

Canvas primary Frontend Developer pending
WebGL primary Frontend Developer pending
WebAssembly primary Frontend Developer pending
Mentorship Frontend Developer pending
Status: completed Created: 2026-05-27T14:14:36.590482Z Updated: 2026-05-27T14:16:08.166904Z API 3 duration: 35734 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

React Frontend Developer

sub-role · 0.98 domain · Software Engineering CASE DOMAIN

slug: frontend-engineer · id: 7 · source: db · sub-role slug: react-frontend-developer

Domain=Software Engineering → sub-role react-frontend-developer; The JD centers on building and owning user-facing web features, shared components, interactive experiences, and performance tuning, which matches a Frontend Engineer.

Matched skills

Call Experiencewebcode reviewsshared component libraryreal-time highly interactive user experiencesperformance tuningclient-server boundaryproduct managers

Matched dimensions

Frontend feature developmentInteractive web application engineeringUI/UX implementation from simple mockupsWeb app performance optimizationCross-functional collaborationMentorship and technical leadershipShared component systems

Matched KRAs

Build features based on the team’s quarterly goalsImprove our customers’ calling experienceOwn significant user-facing featuresLead projects with multiple engineers collaboratingWork across team boundaries contributing to our shared component libraryMentor junior engineersWork closely with Product Managers

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

Work beautifully

Dialpad is where work comes together—one, beautiful workspace for anywhere communication & collaboration. With the industry’s most innovative business phone system, unlimited text and team messaging, one-click video meetings, and the world’s most advanced AI Contact Center—Dialpad is completely transforming how the world works together.

The team

Dialpad is committed to Working Beautifully. We believe communication with your co-workers should be delightful and engaging, and the Call Experience team spends every day trying to achieve that vision. The tools of our trade are high fidelity audio and video layered over complicated, global call scenarios, immersive user experience, and beautiful visuals. We own the calling experience in every context of the Dialpad platform, including our fast-growing Contact Center product. Everything our team does is delivered in a web browser, using modern JavaScript, HTML and CSS frameworks.

What You Will Achieve

In your first 30 days:
• Meet your manager and onboarding buddy who will assist you in getting started 
• Set up your development environment 
• Get to know a highly communicative and collaborative engineering team 
• Complete the engineering onboarding program, including training videos and documentation 
• Get introduced to starter projects that will get you comfortable working with the Dialpad codebase.

In Your First 60 Days
• Ramp up through educational starter projects within the Call Experience team 
• Receive mentorship and code reviews from your peers who love to work together, talk through projects, and actively help each other overcome roadblocks.

By 90 Days
• Develop a deeper comprehension of Call Experience concepts and the Call Experience codebase so you can work on more complex projects. 
• Build features based on the team’s quarterly goals and improve our customers’ calling experience. We are motivated by data and customer surveys to appoint which features and workflows are most important to our customers. 
• Learn how to do code reviews so you can contribute your knowledge with peers in the future. 
• Work across team boundaries contributing to our shared component library used by all product engineers

Who You Are

As a trusted and experienced senior front end engineer on the Call Experience team, you will own significant user-facing features and tackle technical challenges and enrich the team through your engineering experience including mentorship of junior engineers. You will lead projects with multiple engineers collaborating to deliver a major feature. You will work collaboratively in a cross functional team, including working closely with Product Managers in advocating for technical initiatives for the team and the Product Engineering organization.

What we're looking for
• Experience building real-time highly interactive user experiences on the web. Applications whose very nature is asynchronous. Things that we used to think could only be done with native applications: e.g. video conferencing, calling, video editing, graphics design, document editing, collaboration, webinars, 
• Passion and skills building user experience with minimal input from product designers. Comfort building something complex and beautiful--including the interactive time dimension--from simple mockups. 
• Proven skills at performance tuning complex, client-heavy web apps. 
• Demonstrated comfort working across the client-server boundary as necessary to deliver the best experience. 
• Expertise in advanced web APIs such as WebRTC, Canvas, WebGL, and Wasm is valued 
• Evidence that you thrive in a nimble startup environment that emphasizes complete end-to-end ownership for things you ship. 
• At least 5 years of professional experience doing everything above.

Dialpad Benefits And Perks

Equity, balance, and belonging

At Dialpad, we strive to ensure that Dialers are free to bring their full selves to work each day, and champion the intersectionality that exists between gender identity, ethnicity, age, disability status, and the many other aspects of our greater humanity.

Culture

We’ve been named a Top Workplace seven times, and a big part of this is because of our collaborative culture that elevates our teammates, celebrates wins, and brings together passion and talent.

Compensation And Equity

Teamwork makes the dream work, and Dialpad offers competitive salaries in addition to stock options because each and every Dialer participates in our success.

Benefits, Time-off, And Wellness

An apple a day keeps the doctor away—and it doesn’t hurt that we offer flexible time off and great options for medical, dental, and vision plans for all employees. Along with that, employees also receive a monthly stipend to help cover your cell phone bill, home internet bill, home office equipment, gym membership costs, a variety of wellness events, and more!

Continuing education

Dialpad offers a yearly stipend for continued learning and education expenses.

Don’t meet every single requirement? Studies have shown that women and marginalized groups are less likely to apply to jobs unless they meet every single qualification. At Dialpad we are dedicated to building an inclusive and authentic workplace, so if you’re excited about this role but your past experience doesn’t align perfectly with every qualification in the job description, we encourage you to apply anyways. You may be just the right candidate for this or other roles.

 Dialpad is an equal-opportunity employer. We are dedicated to creating a community of inclusion and an environment free from discrimination or harassment.

Skills from this JD

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

WebRTC Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: WebRTC id=1600 · webrtc

Aliases — catalog

  • WebRTC (CANONICAL)

Context tags (catalog)

ICE JavaScript NAT traversal SDP STUN TURN WebRTC API WebSocket audio processing browser compatibility media streaming peer-to-peer real-time data signaling server video conferencing

Stored enrichment (catalog DB)

Category
Protocol
Sub-category
Real Time Communication Protocol
Vendor
Google
License
other_open
Year introduced
2011
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: WebRTC appears in many job descriptions for real-time video/audio apps and is a standard browser API; it’s broadly adopted rather than niche or sunsetted.

Skill profile (library / DB)

Skill nature
PROTOCOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
10
Sub-category id
500
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)
Canvas 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 Technologies
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
WebGL 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 Technologies
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
WebAssembly 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 Technologies
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
JavaScript Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: JavaScript id=607 · javascript

Aliases — catalog

  • JavaScript (CANONICAL) primary
  • ES2015 (VERSION)
  • ES2016 (VERSION)
  • ES2017 (VERSION)
  • ES2018 (VERSION)
  • ES2019 (VERSION)
  • ES2020 (VERSION)
  • ES2021 (VERSION)
  • ES2022 (VERSION)
  • ES2023 (VERSION)
  • ES2024 (VERSION)
  • ES5 (VERSION)
  • ES6 (VERSION)
  • JavaScript ES2015 (VERSION)
  • JavaScript ES2020 (VERSION)
  • JavaScript ES6 (VERSION)
  • modern JavaScript (VERSION)

Context tags (catalog)

AJAX Angular Babel DOM DOM manipulation ES6 Express JSON Node.js REST RESTful React TypeScript Vue Vue.js Webpack async/await asynchronous callback callback functions closure event-driven jQuery npm promises

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Vendor
Mozilla
License
mpl
Year introduced
1995
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: JavaScript appears in a very high volume of job postings across frontend, backend, and full-stack roles, and remains a core language in major ecosystems like Node.js and React.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
96
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Cross-Platform App Languages Catalog dimension db id 167

    Library dimension (catalog)

    Roles linked in library: Hybrid Mobile Developer

  • JavaScript and TypeScript Catalog dimension db id 114

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, Ionic Developer, Node.js Backend Developer, React Frontend Developer, React Native Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

  • JavaScript for WordPress Catalog dimension db id 329

    Library dimension (catalog)

    Roles linked in library: WordPress Dev

  • Pega Programming Languages & DSLs Catalog dimension db id 267

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Programming Languages Catalog dimension db id 1

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer

  • Programming Languages & Template Languages Catalog dimension db id 359

    Library dimension (catalog)

    Roles linked in library: Drupal Dev

  • Sitecore Development Languages Catalog dimension db id 438

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

  • Storefront JavaScript and DOM Behavior Catalog dimension db id 422

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript and TypeScript
javascript-and-typescript
Existing dimension (library) · Role↔dimension saved
JavaScript for WordPress
javascript-for-wordpress
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Client-Server Architecture Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Client-Server Architecture id=1372 · client-server-architecture

Aliases — catalog

  • Client-Server Architecture (CANONICAL)

Context tags (catalog)

API design RESTful services client-side rendering data serialization database connectivity load balancing microservices middleware network protocols scalability server-side processing service-oriented architecture session management stateful vs stateless web sockets

Stored enrichment (catalog DB)

Category
Architecture
Sub-category
Client Server Architecture
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Core architecture pattern in most software JDs and system design interviews; widely used across web, mobile, and enterprise apps, with no successor replacing it.

Skill profile (library / DB)

Skill nature
PATTERN
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
1
Sub-category id
1038
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)
Code Review Secondary 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)
Mentorship 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
PRACTICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED

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
WebRTC in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
JavaScript and TypeScript
javascript-and-typescript
Existing dimension (library) · Role↔dimension saved
JavaScript in_db
JavaScript for WordPress
javascript-for-wordpress
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Client-Server Architecture 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)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Canvas | type=Web Technologies subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed WebGL | type=Web Technologies subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed WebAssembly | type=Web Technologies subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Mentorship | type=Soft Skills subtype=general nature=PRACTICE lifespan=EVERGREEN
nano JD Parser — gpt-4.1-nano click to toggle
RoleSenior Front End Engineer
CompanyDialpad
ExperienceAt least 5 years of professional experience doing everything above.
DomainSoftware & SaaS Products
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Dialpad is where work comes",
      "last_5_words": "how the world works together."
    },
    "text": "Dialpad is where work comes together\u2014one, beautiful workspace for anywhere communication \u0026 collaboration. With the industry\u2019s most innovative business phone system, unlimited text and team messaging, one-click video meetings, and the world\u2019s most advanced AI Contact Center\u2014Dialpad is completely transforming how the world works together.",
    "word_count": 48
  },
  "certifications": [],
  "company_name": "Dialpad",
  "ctc": null,
  "domain": {
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    "secondary": null
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  "education": [],
  "experience": {
    "max": null,
    "min": 5,
    "raw": "At least 5 years of professional experience doing everything above."
  },
  "job_locations": [],
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  "role_aliases": [
    "Front End Developer",
    "Frontend Engineer",
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  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
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      "bullet_count": 8,
      "heading": "What You Will Achieve",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "In your first 30 days:",
        "last_5_words": "used by all product engineers"
      },
      "text": "In your first 30 days:\n\u2022 Meet your manager and onboarding buddy who will assist you in getting started \n\u2022 Set up your development environment \n\u2022 Get to know a highly communicative and collaborative engineering team \n\u2022 Complete the engineering onboarding program, including training videos and documentation \n\u2022 Get introduced to starter projects that will get you comfortable working with the Dialpad codebase.\n\nIn Your First 60 Days\n\u2022 Ramp up through educational starter projects within the Call Experience team \n\u2022 Receive mentorship and code reviews from your peers who love to work together, talk through projects, and actively help each other overcome roadblocks.\n\nBy 90 Days\n\u2022 Develop a deeper comprehension of Call Experience concepts and the Call Experience codebase so you can work on more complex projects. \n\u2022 Build features based on the team\u2019s quarterly goals and improve our customers\u2019 calling experience. We are motivated by data and customer surveys to appoint which features and workflows are most important to our customers. \n\u2022 Learn how to do code reviews so you can contribute your knowledge with peers in the future. \n\u2022 Work across team boundaries contributing to our shared component library used by all product engineers",
      "word_count": 265
    },
    {
      "bullet_count": 0,
      "heading": "Who You Are",
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      "source_marker": {
        "first_5_words": "As a trusted and experienced",
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      "word_count": 66
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      "bullet_count": 7,
      "heading": "What we\u0027re looking for",
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      "source_marker": {
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      },
      "text": "\u2022 Experience building real-time highly interactive user experiences on the web. Applications whose very nature is asynchronous. Things that we used to think could only be done with native applications: e.g. video conferencing, calling, video editing, graphics design, document editing, collaboration, webinars, \n\u2022 Passion and skills building user experience with minimal input from product designers. Comfort building something complex and beautiful--including the interactive time dimension--from simple mockups. \n\u2022 Proven skills at performance tuning complex, client-heavy web apps. \n\u2022 Demonstrated comfort working across the client-server boundary as necessary to deliver the best experience. \n\u2022 Expertise in advanced web APIs such as WebRTC, Canvas, WebGL, and Wasm is valued \n\u2022 Evidence that you thrive in a nimble startup environment that emphasizes complete end-to-end ownership for things you ship. \n\u2022 At least 5 years of professional experience doing everything above.",
      "word_count": 155
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  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "WebRTC"
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    {
      "is_primary": true,
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      "skill_name": "Client-Server Architecture"
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      "skill_name": "Code Review"
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  "jd_role": {
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  "nano_parsed": {
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API 2 — extract-details
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          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 58,
        "display_name": "Code Review",
        "id": 516,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PRACTICE",
        "slug": "code-review",
        "sub_category_id": 364,
        "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": "Code Review",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Code Review",
      "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": "Mentorship",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Soft Skills",
          "skill_nature": "PRACTICE",
          "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": "mentorship",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Canvas",
    "WebGL",
    "WebAssembly",
    "Mentorship"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Frontend Developer",
    "id": 7,
    "rationale": "Domain=Software Engineering \u2192 sub-role react-frontend-developer; The JD centers on building and owning user-facing web features, shared components, interactive experiences, and performance tuning, which matches a Frontend Engineer.",
    "role_archetype": null,
    "slug": "frontend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "WebRTC",
      "tag": "in_db"
    },
    {
      "skill": "Canvas",
      "tag": "new"
    },
    {
      "skill": "WebGL",
      "tag": "new"
    },
    {
      "skill": "WebAssembly",
      "tag": "new"
    },
    {
      "skill": "JavaScript",
      "tag": "in_db"
    },
    {
      "skill": "Client-Server Architecture",
      "tag": "in_db"
    },
    {
      "skill": "Code Review",
      "tag": "in_db"
    },
    {
      "skill": "Mentorship",
      "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": 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": "WebRTC",
        "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": 1600,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Cross-Platform App Languages",
          "id": 167,
          "rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
          "slug": "cross-platform-app-languages",
          "source": "db"
        },
        "dimension_id": 167,
        "input_skill": "JavaScript",
        "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": "Hybrid Mobile Developer",
            "id": 11,
            "rationale": null,
            "role_archetype": null,
            "slug": "hybrid-mobile-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 607,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "JavaScript and TypeScript",
          "id": 114,
          "rationale": "Primary implementation languages for browser client code, UI logic, and shared frontend utilities. These languages are the main coding surface for building interactive web experiences in this role.",
          "slug": "javascript-and-typescript",
          "source": "db"
        },
        "dimension_id": 114,
        "input_skill": "JavaScript",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Angular Frontend Developer",
            "id": 90,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "angular-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Frontend Developer",
            "id": 7,
            "rationale": null,
            "role_archetype": null,
            "slug": "frontend-engineer",
            "source": "db"
          },
          {
            "display_name": "Ionic Developer",
            "id": 434,
            "rationale": null,
            "role_archetype": null,
            "slug": "ionic-developer",
            "source": "db"
          },
          {
            "display_name": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "React Frontend Developer",
            "id": 89,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "React Native Developer",
            "id": 73,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-native-developer",
            "source": "db"
          },
          {
            "display_name": "Svelte Frontend Developer",
            "id": 92,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "svelte-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Vue Frontend Developer",
            "id": 91,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "vue-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Web Developer",
            "id": 25,
            "rationale": null,
            "role_archetype": null,
            "slug": "web-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 607,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "JavaScript for WordPress",
          "id": 329,
          "rationale": "Client-side scripting used to enhance WordPress themes, blocks, and admin/editor interactions. This includes modern JavaScript patterns as they apply to WordPress-specific behavior rather than standalone frontend applications.",
          "slug": "javascript-for-wordpress",
          "source": "db"
        },
        "dimension_id": 329,
        "input_skill": "JavaScript",
        "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": "WordPress Dev",
            "id": 227,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "wordpress-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 607,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Pega Programming Languages \u0026 DSLs",
          "id": 267,
          "rationale": "Programming languages and domain-specific languages used in Pega development.",
          "slug": "pega-programming-languages-dsls",
          "source": "db"
        },
        "dimension_id": 267,
        "input_skill": "JavaScript",
        "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": "Pega Developer",
            "id": 24,
            "rationale": null,
            "role_archetype": null,
            "slug": "pega-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 607,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages",
          "id": 1,
          "rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
          "slug": "programming-languages",
          "source": "db"
        },
        "dimension_id": 1,
        "input_skill": "JavaScript",
        "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": "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": "Fullstack Developer",
            "id": 435,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "fullstack-developer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 15,
            "rationale": null,
            "role_archetype": null,
            "slug": "full-stack-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 607,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages \u0026 Template Languages",
          "id": 359,
          "rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
          "slug": "programming-languages-template-languages",
          "source": "db"
        },
        "dimension_id": 359,
        "input_skill": "JavaScript",
        "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": "Drupal Dev",
            "id": 228,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "drupal-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 607,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Sitecore Development Languages",
          "id": 438,
          "rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
          "slug": "sitecore-development-languages",
          "source": "db"
        },
        "dimension_id": 438,
        "input_skill": "JavaScript",
        "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": "Sitecore Dev",
            "id": 233,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "sitecore-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 607,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Storefront JavaScript and DOM Behavior",
          "id": 422,
          "rationale": "Client-side behavior used to enhance Shopify storefront interactions beyond static theme rendering. This includes interactive UI logic, event handling, and progressive enhancement within theme constraints.",
          "slug": "storefront-javascript-and-dom-behavior",
          "source": "db"
        },
        "dimension_id": 422,
        "input_skill": "JavaScript",
        "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": "Shopify Dev",
            "id": 230,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "shopify-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 607,
        "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": "Client-Server Architecture",
        "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": 1372,
        "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
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "d4d2afed-372e-4084-a639-8852600f519a"
}

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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