Pipeline run
10250a25-c3dd-4ea3-ae55-2bb738a2bf17
Pipeline LLM cost (USD)
API 1: $0.0027
API 2: $0.0000
API 3: $0.0000
Total: $0.0027
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
· Backend API integration
Build pixel-perfect frontend views with designers and PMs, design GraphQL APIs with backend teams, and own UI engineering end to end while refactoring or replacing legacy frontend code and improving tools/workflows.
""Conversing in GraphQL with backend teams to design APIs""
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):
embeddings
Evidence — skills matched in JD (1)
GraphQL
Skill cluster (1 dimension groups, role-scoped)
API Integration and Data Fetching
GraphQL
Show KRA description ↓
Collaborating with Designer and the Product Managers to translate beautiful designs into pixel-perfect views
Conversing in GraphQL with backend teams to design APIs
Experimenting and suggesting improvements to our frontend tools & workflows
Taking the lead to maintain, refactor and if necessary, throw away legacy frontend code
End to end engineering - design, development, testing, deployment for the UI work
Signals
Skill
full-stack-engineer
1.00
Alias
frontend-engineer
1.00
KRA
flutter-developer
0.59
Status:
completed
Created: 2026-05-27T14:34:04.857491Z
Updated: 2026-06-12T17:33:32.125353Z
API 3 duration: 18984 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 Aslug: frontend-engineer · id: 7 · source: db
Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Frontend Developer
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
Know The Team The All Things Supply Team at Swiggy works on various problem statements around-Vendor/Restaurant side of the Business, Kitchen Technology, Private Labels, Cloud Kitchen, Vendor Payouts, Trust and Safety etc. As Swiggy is venturing into new domains, we are looking for enthusiastic Engineers to join us in our mission to take India’s largest food delivery platform to new heights and be a part of a team that is building these new business lines from scratch . What to expect Be part of Culture where Customer Obsession, Ownership, Teamwork, Bias for Action and Insist on High standards are a way of life Learn and use cutting edge technology to build state of the art platforms that enhance customer experience at scale Be part of high performing teams that know how to have fun along the way Responsibility Collaborating with Designer and the Product Managers to translate beautiful designs into pixel-perfect views Conversing in GraphQL with backend teams to design APIs Experimenting and suggesting improvements to our frontend tools & workflows Taking the lead to maintain, refactor and if necessary, throw away legacy frontend code End to end engineering - design, development, testing, deployment for the UI work Job Requirements:- B.Tech with 3 - 5 years of hands-on experience developing a mobile/web app with at least 2 years using React Native Sound knowledge of JavaScript ES6 & ReactJS + React Native Sound understanding of the GraphQL specA command of native iOS and Android development Must have published more than two apps to play store/ app store which has a server-side interaction Strong understanding of mobile design principles, patterns, and best practices Strong analytical skills and the ability to review code Proven experience in both small and medium-size teams Proven ability to architect mobile application and adapt and improve the existing architecture Unit testing with automated testing suites, like Jest Good To Have Familiarity with benchmarking and optimization techniques An eye for animation and understanding of motion principles. Experience with HTML/JS/TypeScript, embedding web components in the native application to create seamless hybrid applications would be a plus Experience with Agile Development, SCRUM methodologies About Swiggy Founded in 2014, Swiggy is India’s leading on-demand delivery platform with a vision to elevate the quality of life for the urban consumer by offering unparalleled convenience — through services like Food Delivery, Swiggy Stores, Swiggy Genie, Culinary Businesses such as Access,Brandworks and Private Brands.The platform connects consumers to over 1,60,000 Restaurant Partners across 520+ Cities. Using innovative technology and deep consumer insights, Swiggy is committed to provide a hassle-free, fast and reliable delivery experience. Every order delivered by Swiggy’s fleet of 2.4 lakh + active Delivery Partners — the largest in India ensures a host of customer-centric features like lightning-fast delivery, no minimum order value, live order tracking, and 24/7 customer support, to name a few.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
GraphQL
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: GraphQL
id=12
· graphql
Aliases — catalog
- GraphQL (CANONICAL) primary
Context tags (catalog)
API Gateway
Apollo
DataLoader
Fragments
GraphQL Server
GraphQL server
GraphiQL
Hasura
Introspection
Mutations
Nexus
Queries
REST
RESTful API
Relay
Resolvers
SDL
Schema
Subscriptions
Type System
client-side
client-side caching
federation
fragments
introspection
middleware
mutation
mutations
persisted queries
queries
query
resolver
resolvers
schema
schema stitching
server-side rendering
subscription
subscriptions
type system
variables
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Query Language
- Vendor
- License
- mit
- Year introduced
- 2015
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: GraphQL appears in many modern backend/frontend JDs and is supported by major vendors (Apollo, AWS AppSync, GitHub APIs), indicating broad hiring demand rather than niche use.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 97
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
API Design and Contracts Catalog dimension db id 3
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer
-
API Integration and Data Fetching Catalog dimension db id 127
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
-
API Interface and Contract Design Catalog dimension db id 289
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
-
External System Integrations Catalog dimension db id 14
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Drupal Dev, Java Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
-
Shopify APIs and Webhooks Catalog dimension db id 427
Library dimension (catalog)
Roles linked in library: Shopify Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
API Design and Contracts
api-design-and-contracts
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
API Integration and Data Fetching
api-integration-and-data-fetching
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
External System Integrations
external-system-integrations
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Shopify APIs and Webhooks
shopify-apis-and-webhooks
|
✓ | — | 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 |
|---|---|---|---|---|---|---|
| GraphQL | in_db |
API Design and Contracts
api-design-and-contracts
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| GraphQL | in_db |
API Integration and Data Fetching
api-integration-and-data-fetching
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| GraphQL | in_db |
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| GraphQL | in_db |
External System Integrations
external-system-integrations
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| GraphQL | in_db |
Shopify APIs and Webhooks
shopify-apis-and-webhooks
|
✓ | — | 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
RoleEngineer
CompanySwiggy
Experience3 - 5 years of hands-on experience
DomainIT Services & Consulting
JD type
pass
Show raw JSON
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API 1 — extract-from-jd click to toggle
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"run_id": "10250a25-c3dd-4ea3-ae55-2bb738a2bf17",
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{
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"kra_matches": null,
"matched_count": 1,
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]
},
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"reasoning": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Frontend Developer",
"sub_role": null
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}
API 2 — extract-details
{
"alias_matches": [
{
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"alias_persisted": false,
"existing_alias_id": 107,
"existing_alias_text": "GraphQL",
"input_term": "GraphQL",
"matched_canonical": {
"category_id": 6,
"display_name": "GraphQL",
"id": 12,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "graphql",
"sub_category_id": 97,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
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"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"
},
{
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"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
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"id": 90,
"rationale": null,
"role_archetype": "Engineering",
"slug": "angular-frontend-developer",
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},
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "React Frontend Developer",
"id": 89,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-frontend-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"
},
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
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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": "Vue Frontend Developer",
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},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
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}
]
},
{
"dimension": {
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},
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"roles_from_db": [
{
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},
{
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"role_archetype": "Engineering",
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},
{
"display_name": "Kotlin Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
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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": "PHP Backend Developer",
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"role_archetype": "Engineering",
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},
{
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"id": 80,
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"role_archetype": "Engineering",
"slug": "python-backend-developer",
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},
{
"display_name": "Ruby Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
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},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
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}
]
},
{
"dimension": {
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"display_name": "External System Integrations",
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"rationale": "Connecting backend services to third-party APIs and internal enterprise systems. This includes client libraries, webhooks, retries, data mapping, and integration failure handling.",
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},
"input_skill": "GraphQL",
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"roles_from_db": [
{
"display_name": ".NET Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
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},
{
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"slug": "backend-engineer",
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},
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
},
{
"display_name": "Java Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
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},
{
"display_name": "Kotlin Backend Developer",
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"role_archetype": "Engineering",
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},
{
"display_name": "Node.js Backend Developer",
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"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
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"role_archetype": "Engineering",
"slug": "php-backend-developer",
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},
{
"display_name": "Python Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
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},
{
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},
{
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"role_archetype": "Engineering",
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}
]
},
{
"dimension": {
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"display_name": "Shopify APIs and Webhooks",
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"rationale": "Integration work that connects storefronts and apps to external business systems through Shopify interfaces. This cluster is central because Shopify Dev often wires store behavior to inventory, ERP, CRM, and fulfillment systems.",
"slug": "shopify-apis-and-webhooks",
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},
"input_skill": "GraphQL",
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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": [
"GraphQL"
],
"input_llm_skills": [
"GraphQL"
],
"new_aliases_persisted": 0,
"run_id": "10250a25-c3dd-4ea3-ae55-2bb738a2bf17",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": "GraphQL",
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"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
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"sub_category_id": 97,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
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"display_name": "API Design and Contracts",
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},
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{
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},
{
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}
]
},
{
"dimension": {
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},
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"roles_from_db": [
{
"display_name": "Angular Frontend Developer",
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"role_archetype": "Engineering",
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},
{
"display_name": "Frontend Developer",
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"role_archetype": null,
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},
{
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},
{
"display_name": "React Frontend Developer",
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"role_archetype": "Engineering",
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"source": "db"
},
{
"display_name": "Svelte Frontend Developer",
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"rationale": null,
"role_archetype": "Engineering",
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},
{
"display_name": "Vue Frontend Developer",
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"role_archetype": "Engineering",
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"source": "db"
},
{
"display_name": "Web Developer",
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"rationale": null,
"role_archetype": null,
"slug": "web-developer",
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}
]
},
{
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{
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"role_archetype": "Engineering",
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},
{
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"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"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"
},
{
"display_name": "Python Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
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},
{
"display_name": "Ruby Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
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}
]
},
{
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},
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"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",
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"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.",
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"source": "db"
},
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"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"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
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"slug": "shopify-apis-and-webhooks",
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},
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"roles_from_db": [
{
"display_name": "Shopify Dev",
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"role_archetype": "Engineering",
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}
]
}
],
"input_skill": "GraphQL",
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}
],
"unmatched_skills": []
}
API 3 — final-role-output
{
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"rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Frontend Developer",
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"slug": "frontend-engineer",
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},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "GraphQL",
"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": "API Design and Contracts",
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},
"dimension_id": 3,
"input_skill": "GraphQL",
"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",
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"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.",
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},
{
"display_name": "Fullstack Developer",
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"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 12,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "API Integration and Data Fetching",
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"rationale": "Client-side integration with backend endpoints and third-party services, including request shaping, response handling, and synchronization with UI state. This is central to frontend work because most screens depend on remote data.",
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"source": "db"
},
"dimension_id": 127,
"input_skill": "GraphQL",
"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",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "angular-frontend-developer",
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},
{
"display_name": "Frontend Developer",
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"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
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"role_archetype": null,
"slug": "full-stack-engineer",
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},
{
"display_name": "React Frontend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "react-frontend-developer",
"source": "db"
},
{
"display_name": "Svelte Frontend Developer",
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"rationale": null,
"role_archetype": "Engineering",
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"source": "db"
},
{
"display_name": "Vue Frontend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "vue-frontend-developer",
"source": "db"
},
{
"display_name": "Web Developer",
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"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 12,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
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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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