Pipeline run
7a921000-a91a-4096-9f35-c51822388057
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Frontend Developer
CASE Aslug: frontend-engineer · id: 7 · source: db
The role primarily involves JavaScript and TypeScript, aligning closely with the Frontend Developer duties.
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
About the job Job Title: Frontend Engineer Job Type: Contract, Part time Location: Remote Job Summary We are seeking a Frontend Engineer who will be instrumental in crafting seamless, intuitive, and robust web applications. As an expert in frontend technologies, you will play a key role in delivering delightful user experiences and collaborating within a high-performing, remote-first environment. Key Responsibilities Architect, develop, and maintain scalable web interfaces using JavaScript and TypeScript. Collaborate closely with designers, product managers, and backend engineers to deliver high-quality solutions. Ensure cross-browser compatibility and optimize applications for maximum speed and scalability. Implement best practices in frontend engineering, code reviews, and continuous integration. Translate complex requirements into clean, efficient, and reusable code components. Communicate clearly and proactively through written and verbal channels, contributing to a strong team culture. Troubleshoot, debug, and enhance existing applications for optimal performance and user satisfaction. Required Skills And Qualifications Expert-level proficiency in JavaScript and TypeScript with hands-on experience in modern frontend frameworks. Demonstrated track record of delivering high-quality, production-ready web applications. Strong ability to write clear and maintainable code, adhering to industry standards. Exceptional written and verbal communication skills, fostering effective remote collaboration. Ability to work autonomously while staying closely aligned with the broader team goals. A keen eye for detail and a passion for delivering outstanding user experiences. Proven experience troubleshooting and resolving complex frontend issues. Preferred Qualifications Background in building accessible and responsive web applications. Experience working in distributed, remote-first engineering teams. Familiarity with agile methodologies and modern development workflows.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
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)
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: Frontend Developer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer
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 |
|
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- TypeScript (CANONICAL) primary
- TypeScript 5 (VERSION)
- TypeScript 5.x (VERSION)
- ts (VERSION)
- ts5 (VERSION)
- typescript 5 (VERSION)
- typescript 5.x (VERSION)
- typescript5 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- Microsoft
- License
- apache_2
- Year introduced
- 2012
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: TypeScript is a hiring-pipeline staple: it appears in a large share of modern web/frontend and Node.js job descriptions, and major frameworks like Angular and Next.js recommend it by default.
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: Frontend Developer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer
-
Programming Languages for XR Catalog dimension db id 97
Library dimension (catalog)
Roles linked in library: AR/VR Engineer
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 |
|
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Agile (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Agile
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 367
- 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) |
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 |
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| TypeScript | in_db |
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| TypeScript | in_db |
JavaScript and TypeScript
javascript-and-typescript
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| TypeScript | in_db |
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| TypeScript | in_db |
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Agile | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Software Products"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "remote"
}
],
"role": "Frontend Engineer",
"role_aliases": [
"Frontend Developer",
"UI Engineer",
"Web Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Job Summary",
"heading_was_present": true,
"source_marker": {
"first_5_words": "We are seeking a Frontend",
"last_5_words": "remote-first environment."
},
"text": "We are seeking a Frontend Engineer who will be instrumental in crafting seamless, intuitive, and robust web applications. As an expert in frontend technologies, you will play a key role in delivering delightful user experiences and collaborating within a high-performing, remote-first environment.",
"word_count": 43
},
{
"bullet_count": 7,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Architect, develop, and maintain",
"last_5_words": "performance and user satisfaction."
},
"text": "Architect, develop, and maintain scalable web interfaces using JavaScript and TypeScript.\nCollaborate closely with designers, product managers, and backend engineers to deliver high-quality solutions.\nEnsure cross-browser compatibility and optimize applications for maximum speed and scalability.\nImplement best practices in frontend engineering, code reviews, and continuous integration.\nTranslate complex requirements into clean, efficient, and reusable code components.\nCommunicate clearly and proactively through written and verbal channels, contributing to a strong team culture.\nTroubleshoot, debug, and enhance existing applications for optimal performance and user satisfaction.",
"word_count": 104
},
{
"bullet_count": 7,
"heading": "Required Skills And Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Expert-level proficiency in JavaScript",
"last_5_words": "complex frontend issues."
},
"text": "Expert-level proficiency in JavaScript and TypeScript with hands-on experience in modern frontend frameworks.\nDemonstrated track record of delivering high-quality, production-ready web applications.\nStrong ability to write clear and maintainable code, adhering to industry standards.\nExceptional written and verbal communication skills, fostering effective remote collaboration.\nAbility to work autonomously while staying closely aligned with the broader team goals.\nA keen eye for detail and a passion for delivering outstanding user experiences.\nProven experience troubleshooting and resolving complex frontend issues.",
"word_count": 107
},
{
"bullet_count": 3,
"heading": "Preferred Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Background in building accessible",
"last_5_words": "development workflows."
},
"text": "Background in building accessible and responsive web applications.\nExperience working in distributed, remote-first engineering teams.\nFamiliarity with agile methodologies and modern development workflows.",
"word_count": 30
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "JavaScript"
},
{
"is_primary": true,
"skill_name": "TypeScript"
},
{
"is_primary": false,
"skill_name": "Agile"
}
],
"jd_role": {
"display_name": "Frontend Engineer",
"rationale": null,
"role_aliases": [
"Frontend Developer",
"UI Engineer",
"Web Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Software Products"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "remote"
}
],
"role": "Frontend Engineer",
"role_aliases": [
"Frontend Developer",
"UI Engineer",
"Web Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Job Summary",
"heading_was_present": true,
"source_marker": {
"first_5_words": "We are seeking a Frontend",
"last_5_words": "remote-first environment."
},
"text": "We are seeking a Frontend Engineer who will be instrumental in crafting seamless, intuitive, and robust web applications. As an expert in frontend technologies, you will play a key role in delivering delightful user experiences and collaborating within a high-performing, remote-first environment.",
"word_count": 43
},
{
"bullet_count": 7,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Architect, develop, and maintain",
"last_5_words": "performance and user satisfaction."
},
"text": "Architect, develop, and maintain scalable web interfaces using JavaScript and TypeScript.\nCollaborate closely with designers, product managers, and backend engineers to deliver high-quality solutions.\nEnsure cross-browser compatibility and optimize applications for maximum speed and scalability.\nImplement best practices in frontend engineering, code reviews, and continuous integration.\nTranslate complex requirements into clean, efficient, and reusable code components.\nCommunicate clearly and proactively through written and verbal channels, contributing to a strong team culture.\nTroubleshoot, debug, and enhance existing applications for optimal performance and user satisfaction.",
"word_count": 104
},
{
"bullet_count": 7,
"heading": "Required Skills And Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Expert-level proficiency in JavaScript",
"last_5_words": "complex frontend issues."
},
"text": "Expert-level proficiency in JavaScript and TypeScript with hands-on experience in modern frontend frameworks.\nDemonstrated track record of delivering high-quality, production-ready web applications.\nStrong ability to write clear and maintainable code, adhering to industry standards.\nExceptional written and verbal communication skills, fostering effective remote collaboration.\nAbility to work autonomously while staying closely aligned with the broader team goals.\nA keen eye for detail and a passion for delivering outstanding user experiences.\nProven experience troubleshooting and resolving complex frontend issues.",
"word_count": 107
},
{
"bullet_count": 3,
"heading": "Preferred Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Background in building accessible",
"last_5_words": "development workflows."
},
"text": "Background in building accessible and responsive web applications.\nExperience working in distributed, remote-first engineering teams.\nFamiliarity with agile methodologies and modern development workflows.",
"word_count": 30
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "7a921000-a91a-4096-9f35-c51822388057",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": null,
"role_id": 7,
"score": 1.0,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": null,
"role_id": 25,
"score": 1.0,
"slug": "web-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "Architect, develop, and maintain scalable web interfaces using JavaScript and TypeScript.",
"similarity": 0.7045
},
{
"kra_text": "Optimizes web application performance through code splitting, lazy loading, tree shaking, bundle size reduction, and Core Web Vitals improvements.",
"sentence": "Ensure cross-browser compatibility and optimize applications for maximum speed and scalability.",
"similarity": 0.6205
},
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "Expert-level proficiency in JavaScript and TypeScript with hands-on experience in modern frontend frameworks.",
"similarity": 0.6118
}
],
"matched_count": null,
"role_id": 7,
"score": 0.6456,
"slug": "frontend-engineer",
"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": "Collaborate closely with designers, product managers, and backend engineers to deliver high-quality solutions.",
"similarity": 0.6276
},
{
"kra_text": "Implements complete product features end-to-end from database schema design through backend API to frontend UI using JavaScript, TypeScript, Python, or Ruby on Rails.",
"sentence": "Architect, develop, and maintain scalable web interfaces using JavaScript and TypeScript.",
"similarity": 0.5809
},
{
"kra_text": "Optimizes application performance from database query efficiency through API response latency to frontend rendering speed and bundle size.",
"sentence": "Ensure cross-browser compatibility and optimize applications for maximum speed and scalability.",
"similarity": 0.5718
}
],
"matched_count": null,
"role_id": 15,
"score": 0.5934,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"kra_matches": [
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Implement best practices in frontend engineering, code reviews, and continuous integration.",
"similarity": 0.5574
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Collaborate closely with designers, product managers, and backend engineers to deliver high-quality solutions.",
"similarity": 0.5108
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Familiarity with agile methodologies and modern development workflows.",
"similarity": 0.5088
}
],
"matched_count": null,
"role_id": 10,
"score": 0.5257,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Backend Developer",
"kra_matches": [
{
"kra_text": "Designs and maintains RESTful and GraphQL API interfaces with proper authentication, versioning, rate limiting, and documentation for frontend and third-party consumers.",
"sentence": "Architect, develop, and maintain scalable web interfaces using JavaScript and TypeScript.",
"similarity": 0.535
},
{
"kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
"sentence": "Troubleshoot, debug, and enhance existing applications for optimal performance and user satisfaction.",
"similarity": 0.5005
},
{
"kra_text": "Designs and maintains RESTful and GraphQL API interfaces with proper authentication, versioning, rate limiting, and documentation for frontend and third-party consumers.",
"sentence": "Collaborate closely with designers, product managers, and backend engineers to deliver high-quality solutions.",
"similarity": 0.4583
}
],
"matched_count": null,
"role_id": 1,
"score": 0.4979,
"slug": "backend-engineer",
"total_count": null
},
{
"display_name": "Cloud Architect",
"kra_matches": [
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Implement best practices in frontend engineering, code reviews, and continuous integration.",
"similarity": 0.4872
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Architect, develop, and maintain scalable web interfaces using JavaScript and TypeScript.",
"similarity": 0.4636
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Collaborate closely with designers, product managers, and backend engineers to deliver high-quality solutions.",
"similarity": 0.4551
}
],
"matched_count": null,
"role_id": 9,
"score": 0.4686,
"slug": "cloud-architect",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 2,
"role_id": 1,
"score": 0.6667,
"slug": "backend-engineer",
"total_count": 3
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": 2,
"role_id": 7,
"score": 0.6667,
"slug": "frontend-engineer",
"total_count": 3
},
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 2,
"role_id": 11,
"score": 0.6667,
"slug": "hybrid-mobile-developer",
"total_count": 3
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 2,
"role_id": 15,
"score": 0.6667,
"slug": "full-stack-engineer",
"total_count": 3
},
{
"display_name": "AR/VR Engineer",
"kra_matches": null,
"matched_count": 1,
"role_id": 8,
"score": 0.3333,
"slug": "ar-vr-engineer",
"total_count": 3
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "A",
"chosen_role": {
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": null,
"role_id": 7,
"score": 1.0,
"slug": "frontend-engineer",
"total_count": null
},
"confidence": 0.6456,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Stage 1 title \u0027Frontend Developer\u0027 (alias match, sim 1.00); KRA agrees (0.65)"
},
"stage5_updates": {
"centroid_n_after": 28,
"centroid_updated": true,
"collision_log_id": null,
"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,
"skill_nature": "LANGUAGE",
"slug": "javascript",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 914,
"existing_alias_text": "TypeScript",
"input_term": "TypeScript",
"matched_canonical": {
"category_id": 6,
"display_name": "TypeScript",
"id": 524,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "typescript",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 868,
"existing_alias_text": "Agile",
"input_term": "Agile",
"matched_canonical": {
"category_id": 8,
"display_name": "Agile",
"id": 520,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "agile",
"sub_category_id": 367,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
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}
API 3 — final-role-output
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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.