Pipeline run
293e2b6e-4e39-4648-955e-b849d71c3e74
Pipeline LLM cost (USD)
API 1: $0.0075
API 2: $0.0000
API 3: $0.0000
Total: $0.0075
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD
role baseline loaded
sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: role_baseline
Nature of work
· Responsive UI component development
Build lightweight JavaScript features for the website, own the full SDLC from planning through support, and ship reusable, high-performance code while coordinating with product, design, and engineering stakeholders.
""deliver new user-facing features on the website""
Tech stack maturity
Modern Cloud Native
This role is centered on modern browser-based application development with contemporary frameworks and tooling, but it is not inherently AI-focused.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.20 / 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):
—
Evidence — skills matched in JD (1)
JavaScript
Skill cluster (1 dimension groups, role-scoped)
JavaScript and TypeScript
JavaScript
Show KRA description ↓
Work with stakeholders of product to deliver new user-facing features on the website
Own and manage all phases of the software development lifecycle (planning, design, implementation, deployment and support)
Build reusable, high-quality code and libraries for future use which are high performant and can be used across multiple projects
Writing a lot of Javascript code and keeping the application more lightweight
Collaborate effectively with product managers, designers, engineers and stakeholders on the projects
Communicate technical ideas and set direction on projects with a focus on solving business challenges
Signals
Skill
full-stack-engineer
1.00
Alias
frontend-engineer
1.00
KRA
flutter-developer
0.67
Post-classification
Centroidupdated · n=309
Alias collision log#704
New-role queue—
New skills captured0
New KRA captured—
Status:
completed
Created: 2026-05-27T15:25:43.969926Z
Updated: 2026-06-12T16:28:05.851383Z
API 3 duration: 14796 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
CASE Dslug: frontend-engineer · id: 7 · source: db
LLM2 picked frontend-engineer (confidence 0.75)
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
About Dive: In the age of remote work, the human connection is missing. We believe that to make remote work work , we’ll have to make it human first. Our Mission Every company is a remote company. Companies will be soulless without great culture. We are building technology for remote workers to help them develop a deep personal connection and build a great culture. About the product: Dive is a fun space for remote teams where they can socialize. You can see who’s online, call a group, play games, watch movies together, or bond on common interest areas. You can talk, screen share, and do video chat with a click. Check out our website - www.letsdive.io Dive is looking for Senior Frontend Engineers to join the early stage engineering team. As one of the early members of the frontend engineering team, you work together with product managers, designers, and backend engineers to solve common goals, you will be owning the entire user-facing web tier and responsible for implementing frontend heavy components, optimizing and scaling it globally. If you are someone who's an expert in front-end engineering and want to make an impact within an entrepreneurial environment, join us! About the culture: We are a company that helps other companies build an awesome culture. That’s why culture is very important to us and we work hard to build great relationships among team members. We are: Fast paced: We move very fast. We have shipped a product in less than a month and customers are asking for a ton of features Responsibility Driven: We’ll ask you to take end to end ownership of whatever you are doing. We believe that the best comes out of you when you ship something end to end. Fun team: We're chill people to work with. We organize daily games or other fun activities to make sure you’re not always working. /dive is one of the most used command for us on slack. ???? 100% Remote: We are 100% remote but we catch up in-person once in a while. Why Join? Fun Product: Build a product that you'll user yourself and is fun to build. You'll get to build interesting features that brings your closed ones closer. You'll get to use Dive with your friends and family. Solve a massive problem The future of work is remote, but to make remote work work, we'll have to make it human first. Millions of remote workers struggle with isolation and disengagement from work. This is our chance to improve their lives phenomenally. Amazing Team Work directly with experienced founders who have built, scaled and took exit from several companies. Founders have scaled companies like Ola, Housing.com and Indiez. Responsibilities Work with stakeholders of product to deliver new user-facing features on the website Own and manage all phases of the software development lifecycle (planning, design, implementation, deployment and support) Build reusable, high-quality code and libraries for future use which are high performant and can be used across multiple projects Writing a lot of Javascript code and keeping the application more lightweight Collaborate effectively with product managers, designers, engineers and stakeholders on the projects Communicate technical ideas and set direction on projects with a focus on solving business challenges Requirements A solid grounding in Computer Science fundamentals and 5+ years of software development experience A solid understanding of semantic HTML, CSS, and core JavaScript concepts. Having built consumer-facing web applications using frameworks like ReactJS, Angular.js and know why a framework is necessary Work cross-functionally with the team to build a next-generation web application with a focus on an extraordinary client-side experience Ability to write high-performance, reusable code for UI components, including appropriate Unit and Integration testing Experience with performance and optimization problems and a demonstrated ability to identify and address performance bottlenecks You possess strong computer science fundamentals: data structures, algorithms, design patterns Ability to work in a fast-paced startup environment is a must. Open source contribution is a plus.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
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 & DSLs Catalog dimension db id 475
Library dimension (catalog)
Roles linked in library: Engineering Manager
-
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 & DSLs
programming-languages-dsls
|
✓ | — | 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) |
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 |
|---|---|---|---|---|---|---|
| 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 & DSLs
programming-languages-dsls
|
✓ | — | 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) |
Library artifacts (this run)
No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleSenior Frontend Engineer
CompanyDive
Experience5+ years of software development experience
DomainSoftware & SaaS Products
Location
—
(remote)
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "In the age of remote",
"last_5_words": "screen share, and do video"
},
"text": "In the age of remote work, the human connection is missing. We believe that to make remote work work, we\u2019ll have to make it human first. Our Mission Every company is a remote company. Companies will be soulless without great culture. We are building technology for remote workers to help them develop a deep personal connection and build a great culture. About the product: Dive is a fun space for remote teams where they can socialize. You can see who\u2019s online, call a group, play games, watch movies together, or bond on common interest areas. You can talk, screen share, and do video chat with a click.",
"word_count": 84
},
"certifications": [],
"company_name": "Dive",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Product Companies"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 5,
"raw": "5+ years of software development experience"
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "remote"
}
],
"role": "Senior Frontend Engineer",
"role_aliases": [
"Frontend Engineer",
"Frontend Developer",
"UI Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Work with stakeholders of product",
"last_5_words": "solving business challenges"
},
"text": "Work with stakeholders of product to deliver new user-facing features on the website\nOwn and manage all phases of the software development lifecycle (planning, design, implementation, deployment and support)\nBuild reusable, high-quality code and libraries for future use which are high performant and can be used across multiple projects\nWriting a lot of Javascript code and keeping the application more lightweight\nCollaborate effectively with product managers, designers, engineers and stakeholders on the projects\nCommunicate technical ideas and set direction on projects with a focus on solving business challenges",
"word_count": 66
}
],
"urls": [
{
"type": "website",
"url": "http://www.letsdive.io"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "JavaScript"
}
],
"jd_role": {
"display_name": "Senior Frontend Engineer",
"rationale": null,
"role_aliases": [
"Frontend Engineer",
"Frontend Developer",
"UI Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "In the age of remote",
"last_5_words": "screen share, and do video"
},
"text": "In the age of remote work, the human connection is missing. We believe that to make remote work work, we\u2019ll have to make it human first. Our Mission Every company is a remote company. Companies will be soulless without great culture. We are building technology for remote workers to help them develop a deep personal connection and build a great culture. About the product: Dive is a fun space for remote teams where they can socialize. You can see who\u2019s online, call a group, play games, watch movies together, or bond on common interest areas. You can talk, screen share, and do video chat with a click.",
"word_count": 84
},
"certifications": [],
"company_name": "Dive",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Product Companies"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 5,
"raw": "5+ years of software development experience"
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "remote"
}
],
"role": "Senior Frontend Engineer",
"role_aliases": [
"Frontend Engineer",
"Frontend Developer",
"UI Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Work with stakeholders of product",
"last_5_words": "solving business challenges"
},
"text": "Work with stakeholders of product to deliver new user-facing features on the website\nOwn and manage all phases of the software development lifecycle (planning, design, implementation, deployment and support)\nBuild reusable, high-quality code and libraries for future use which are high performant and can be used across multiple projects\nWriting a lot of Javascript code and keeping the application more lightweight\nCollaborate effectively with product managers, designers, engineers and stakeholders on the projects\nCommunicate technical ideas and set direction on projects with a focus on solving business challenges",
"word_count": 66
}
],
"urls": [
{
"type": "website",
"url": "http://www.letsdive.io"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "293e2b6e-4e39-4648-955e-b849d71c3e74",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 1.0,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 1.0,
"slug": "web-developer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 439,
"score": 1.0,
"slug": "frontend-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborate effectively with product managers, designers, engineers and stakeholders on the projects",
"similarity": 0.7566
},
{
"kra_text": "structure reusable application code",
"sentence": "Build reusable, high-quality code and libraries for future use which are high performant and can be used across multiple projects",
"similarity": 0.6459
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Work with stakeholders of product to deliver new user-facing features on the website",
"similarity": 0.5985
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.667,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Work with stakeholders of product to deliver new user-facing features on the website",
"similarity": 0.6427
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Collaborate effectively with product managers, designers, engineers and stakeholders on the projects",
"similarity": 0.5911
},
{
"kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
"sentence": "Own and manage all phases of the software development lifecycle (planning, design, implementation, deployment and support)",
"similarity": 0.4703
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5681,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Optimizes web application performance through code splitting, lazy loading, tree shaking, bundle size reduction, and Core Web Vitals improvements.",
"sentence": "Writing a lot of Javascript code and keeping the application more lightweight",
"similarity": 0.554
},
{
"kra_text": "Maintains reusable component libraries, design system tokens, and shared UI patterns across the application to ensure visual and behavioral consistency.",
"sentence": "Build reusable, high-quality code and libraries for future use which are high performant and can be used across multiple projects",
"similarity": 0.546
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Collaborate effectively with product managers, designers, engineers and stakeholders on the projects",
"similarity": 0.5325
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.5442,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Collaborate effectively with product managers, designers, engineers and stakeholders on the projects",
"similarity": 0.5762
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Work with stakeholders of product to deliver new user-facing features on the website",
"similarity": 0.5056
},
{
"kra_text": "code review and refactoring",
"sentence": "Build reusable, high-quality code and libraries for future use which are high performant and can be used across multiple projects",
"similarity": 0.4918
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5245,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "React Frontend Developer",
"kra_matches": [
{
"kra_text": "Implement user-facing screens and interactions",
"sentence": "Work with stakeholders of product to deliver new user-facing features on the website",
"similarity": 0.518
},
{
"kra_text": "compose reusable interface components",
"sentence": "Build reusable, high-quality code and libraries for future use which are high performant and can be used across multiple projects",
"similarity": 0.4796
},
{
"kra_text": "translate product and design requirements",
"sentence": "Collaborate effectively with product managers, designers, engineers and stakeholders on the projects",
"similarity": 0.4617
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 89,
"score": 0.4864,
"slug": "react-frontend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"JavaScript"
],
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": 1
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"JavaScript"
],
"role_id": 7,
"score": 1.0,
"slug": "frontend-engineer",
"total_count": 1
},
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"JavaScript"
],
"role_id": 11,
"score": 1.0,
"slug": "hybrid-mobile-developer",
"total_count": 1
},
{
"display_name": "Pega Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"JavaScript"
],
"role_id": 24,
"score": 1.0,
"slug": "pega-developer",
"total_count": 1
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"JavaScript"
],
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": 1
}
]
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "D",
"chosen_role": {
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 1.0,
"slug": "frontend-engineer",
"total_count": null
},
"confidence": 0.75,
"is_new_role": false,
"llm2_fired": true,
"llm2_reasoning": "The JD centers on delivering user\u2010facing JavaScript features, building reusable front\u2010end code, and collaborating across the full SDLC, which best aligns with the Frontend Engineer\u2019s KRAs and JS framework focus.",
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "LLM2 picked frontend-engineer (confidence 0.75)",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 309,
"centroid_updated": true,
"collision_log_id": 704,
"new_kra_attached": null,
"new_skills_attached": [],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 1028,
"existing_alias_text": "JavaScript",
"input_term": "JavaScript",
"matched_canonical": {
"category_id": 6,
"display_name": "JavaScript",
"id": 607,
"is_also_category": false,
"is_extractable": true,
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],
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{
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{
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{
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{
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{
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},
{
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},
{
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},
{
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},
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},
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},
{
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},
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},
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},
{
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},
{
"display_name": "Shopify Dev",
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}
],
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"dimensions": [
{
"dimension": {
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},
{
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},
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{
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{
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{
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},
{
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},
{
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},
{
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},
{
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},
{
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"role_archetype": "Engineering",
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},
{
"display_name": "Web Developer",
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}
]
},
{
"dimension": {
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"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"
},
"input_skill": "JavaScript",
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"roles_from_db": [
{
"display_name": "WordPress Dev",
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"slug": "wordpress-dev",
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}
]
},
{
"dimension": {
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"display_name": "Pega Programming Languages \u0026 DSLs",
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"rationale": "Programming languages and domain-specific languages used in Pega development.",
"slug": "pega-programming-languages-dsls",
"source": "db"
},
"input_skill": "JavaScript",
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"roles_from_db": [
{
"display_name": "Pega Developer",
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"role_archetype": null,
"slug": "pega-developer",
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}
]
},
{
"dimension": {
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"display_name": "Programming Languages",
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"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",
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},
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"roles_from_db": [
{
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},
{
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},
{
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}
]
},
{
"dimension": {
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"slug": "programming-languages-dsls",
"source": "db"
},
"input_skill": "JavaScript",
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"roles_from_db": [
{
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}
]
},
{
"dimension": {
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"display_name": "Programming Languages \u0026 Template Languages",
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"rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
"slug": "programming-languages-template-languages",
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},
"input_skill": "JavaScript",
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"roles_from_db": [
{
"display_name": "Drupal Dev",
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"role_archetype": "Engineering",
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}
]
},
{
"dimension": {
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"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"
},
"input_skill": "JavaScript",
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"roles_from_db": [
{
"display_name": "Sitecore Dev",
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}
]
},
{
"dimension": {
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"display_name": "Storefront JavaScript and DOM Behavior",
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"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"
},
"input_skill": "JavaScript",
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"roles_from_db": [
{
"display_name": "Shopify Dev",
"id": 230,
"rationale": null,
"role_archetype": "Engineering",
"slug": "shopify-dev",
"source": "db"
}
]
}
],
"input_final_skills": [
"JavaScript"
],
"input_llm_skills": [
"JavaScript"
],
"new_aliases_persisted": 0,
"run_id": "293e2b6e-4e39-4648-955e-b849d71c3e74",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": "JavaScript",
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"id": 1028,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ES2015",
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"id": 1031,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ES2016",
"alias_type": "VERSION",
"id": 1032,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ES2017",
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"id": 1033,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ES2018",
"alias_type": "VERSION",
"id": 1034,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ES2019",
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"is_primary": false,
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},
{
"alias_text": "ES2020",
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"is_primary": false,
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},
{
"alias_text": "ES2021",
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},
{
"alias_text": "ES2022",
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"id": 1038,
"is_primary": false,
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},
{
"alias_text": "ES2023",
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},
{
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},
{
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},
{
"alias_text": "ES6",
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"is_primary": false,
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},
{
"alias_text": "JavaScript ES2015",
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},
{
"alias_text": "JavaScript ES2020",
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},
{
"alias_text": "JavaScript ES6",
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"is_primary": false,
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},
{
"alias_text": "modern JavaScript",
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
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"is_extractable": true,
"skill_nature": "LANGUAGE",
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"volatility": "STABLE"
},
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{
"dimension": {
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},
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]
},
{
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},
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{
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},
{
"display_name": "Frontend Developer",
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"slug": "frontend-engineer",
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},
{
"display_name": "Ionic Developer",
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"role_archetype": null,
"slug": "ionic-developer",
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},
{
"display_name": "Node.js Backend Developer",
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"role_archetype": "Engineering",
"slug": "node-backend-developer",
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},
{
"display_name": "React Frontend Developer",
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"role_archetype": "Engineering",
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},
{
"display_name": "React Native Developer",
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"rationale": null,
"role_archetype": "Engineering",
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},
{
"display_name": "Svelte Frontend Developer",
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"role_archetype": "Engineering",
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},
{
"display_name": "Vue Frontend Developer",
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"rationale": null,
"role_archetype": "Engineering",
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},
{
"display_name": "Web Developer",
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"role_archetype": null,
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}
]
},
{
"dimension": {
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"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"
},
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{
"display_name": "WordPress Dev",
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"role_archetype": "Engineering",
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}
]
},
{
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"rationale": "Programming languages and domain-specific languages used in Pega development.",
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},
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{
"display_name": "Pega Developer",
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"role_archetype": null,
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}
]
},
{
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"source": "db"
},
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{
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},
{
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"role_archetype": "Engineering",
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},
{
"display_name": "Fullstack Developer",
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"role_archetype": null,
"slug": "full-stack-engineer",
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}
]
},
{
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"source": "db"
},
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"roles_from_db": [
{
"display_name": "Engineering Manager",
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"role_archetype": null,
"slug": "engineering-manager",
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}
]
},
{
"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"
},
"input_skill": "JavaScript",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Drupal Dev",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
}
]
},
{
"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"
},
"input_skill": "JavaScript",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Storefront JavaScript and DOM Behavior",
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"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"
},
"input_skill": "JavaScript",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Shopify Dev",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "shopify-dev",
"source": "db"
}
]
}
],
"input_skill": "JavaScript",
"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": []
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Frontend Developer",
"id": 7,
"rationale": "LLM2 picked frontend-engineer (confidence 0.75)",
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},
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{
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{
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{
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{
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},
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{
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],
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{
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},
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{
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{
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{
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{
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{
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{
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{
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],
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{
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{
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],
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],
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}
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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