Pipeline run
7a48b833-fe69-4130-9194-6d77d6df7163
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
Microservices architecture, design and development Gather requirements, design, develop, test, deploy and support applications Work closely with Product Owner and Scrum teams to deliver user-centric s…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
CASE Aslug: backend-engineer · id: 1 · source: db
Exact alias hit on backend-engineer (1.0) — no other alias at this confidence; skill_top backend-engineer 0.50 does not contradict
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
About Validus Validus is a leading SME Financing Fintech platform in Southeast Asia, based in Singapore and operating in 4 markets - Singapore, Vietnam, Indonesia, and Thailand. Through the platform, Validus Group has funded more than $1billion, as well as have scaled 300% YoY basis (even during the Covid-19 pandemic situations). Validus has won multiple awards in Fintech categories - Top Fintech FI in 2020 Singapore Fintech Festival, Global Economics Award, Global Banking & Finance Award, Top Fintech platform in SME category, Top CIO50 and others. We are currently hiring for multiple roles, namely, Tech engineers, Full Stack developers, Back-end developers, UIUX, product owners, data engineers, QA automation testers and many more. Backend Developer Lead: Validus is looking for a Back-end Dev Lead in India. This role reports into Platform development lead. Back End Dev function covers: Microservices architecture and solutioningAPIs standardization (using Swagger)Integration / APIs performance optimization Roles & Responsibilities: Microservices architecture, design and developmentGather requirements, design, develop, test, deploy and support applicationsWork closely with Product Owner and Scrum teams to deliver user-centric solutions Promote adoption and rollout of Agile and modern software engineering practicesDrive innovative software engineering practices and architecture designWork with business and other technology teams to establish frameworks for delivering online capabilityEnsure risks, issues, costs and schedules are appropriately managed following agile principles.Work with technology teams to coordinate development and create a delivery pipeline across multiple streamsCollaborate and support operations teamConstantly analyse and improve the performance and quality of the product and teamAble to adapt to changes in priorities and requirements Required Skills: Degree in Computer Science or relevant fields4+ years in Microservices / APIs development experience preferredExpert in back-end programming language (Java 8, Spring boot, Nodejs, Rest)Good knowledge of Swagger, GradleIn-depth knowledge of different Python frameworks (e.g. Django, Flask)Understanding of at least one database connections (MySQL/ PostgresQL / MongoDB)Familiarity with Linux, Unix / Shell environmentsDecent understanding of FE technologies, such as JavaScript, HTML5 and CSS3Good understanding of GithubGood communication skills Very good interpersonal and collaboration skills Company Website: https://validus.sg/ Reach us out: techcareers-india@validus.sg and we look forward to build cool products together.
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
- microservices (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Architecture
- Sub-category
- Distributed System Architecture
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Microservices is a common architecture in job descriptions across backend/cloud roles, and major vendors like AWS, Google Cloud, and Kubernetes ecosystems provide first-class support and reference patterns.
Skill profile (library / DB)
- Skill nature
- PATTERN
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 1
- Sub-category id
- 1
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Microservices and Distributed Systems Catalog dimension db id 9
Library dimension (catalog)
Roles linked in library: Backend Developer, Node.js Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Microservices and Distributed Systems
microservices-and-distributed-systems
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
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 |
|---|---|---|---|---|---|---|
| Microservices | in_db |
Microservices and Distributed Systems
microservices-and-distributed-systems
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| 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": {
"source_marker": {
"first_5_words": "Validus is a leading SME",
"last_5_words": "Top CIO50 and others."
},
"text": "Validus is a leading SME Financing Fintech platform in Southeast Asia, based in Singapore and operating in 4 markets - Singapore, Vietnam, Indonesia, and Thailand. Through the platform, Validus Group has funded more than $1billion, as well as have scaled 300% YoY basis (even during the Covid-19 pandemic situations). Validus has won multiple awards in Fintech categories - Top Fintech FI in 2020 Singapore Fintech Festival, Global Economics Award, Global Banking \u0026 Finance Award, Top Fintech platform in SME category, Top CIO50 and others.",
"word_count": 84
},
"certifications": [],
"company_name": "Validus",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"FinTech",
"SME Financing"
],
"domain": "Financial Services"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or relevant)",
"raw": "Degree in Computer Science or relevant fields",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 4,
"raw": "4+ years in Microservices / APIs development experience preferred"
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": "India",
"state": null,
"work_mode": null
}
],
"role": "Backend Developer Lead",
"role_aliases": [
"Back-end Lead",
"Back-end Developer Lead",
"Backend Lead"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 10,
"heading": "Roles \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Microservices architecture, design and",
"last_5_words": "changes in priorities and requirements"
},
"text": "Microservices architecture, design and development\nGather requirements, design, develop, test, deploy and support applications\nWork closely with Product Owner and Scrum teams to deliver user-centric solutions\nPromote adoption and rollout of Agile and modern software engineering practices\nDrive innovative software engineering practices and architecture design\nWork with business and other technology teams to establish frameworks for delivering online capability\nEnsure risks, issues, costs and schedules are appropriately managed following agile principles.\nWork with technology teams to coordinate development and create a delivery pipeline across multiple streams\nCollaborate and support operations team\nConstantly analyse and improve the performance and quality of the product and team\nAble to adapt to changes in priorities and requirements",
"word_count": 134
}
],
"urls": [
{
"type": "website",
"url": "https://validus.sg/"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Microservices"
},
{
"is_primary": true,
"skill_name": "Agile"
}
],
"jd_role": {
"display_name": "Backend Developer Lead",
"rationale": null,
"role_aliases": [
"Back-end Lead",
"Back-end Developer Lead",
"Backend Lead"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Validus is a leading SME",
"last_5_words": "Top CIO50 and others."
},
"text": "Validus is a leading SME Financing Fintech platform in Southeast Asia, based in Singapore and operating in 4 markets - Singapore, Vietnam, Indonesia, and Thailand. Through the platform, Validus Group has funded more than $1billion, as well as have scaled 300% YoY basis (even during the Covid-19 pandemic situations). Validus has won multiple awards in Fintech categories - Top Fintech FI in 2020 Singapore Fintech Festival, Global Economics Award, Global Banking \u0026 Finance Award, Top Fintech platform in SME category, Top CIO50 and others.",
"word_count": 84
},
"certifications": [],
"company_name": "Validus",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"FinTech",
"SME Financing"
],
"domain": "Financial Services"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or relevant)",
"raw": "Degree in Computer Science or relevant fields",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 4,
"raw": "4+ years in Microservices / APIs development experience preferred"
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": "India",
"state": null,
"work_mode": null
}
],
"role": "Backend Developer Lead",
"role_aliases": [
"Back-end Lead",
"Back-end Developer Lead",
"Backend Lead"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 10,
"heading": "Roles \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Microservices architecture, design and",
"last_5_words": "changes in priorities and requirements"
},
"text": "Microservices architecture, design and development\nGather requirements, design, develop, test, deploy and support applications\nWork closely with Product Owner and Scrum teams to deliver user-centric solutions\nPromote adoption and rollout of Agile and modern software engineering practices\nDrive innovative software engineering practices and architecture design\nWork with business and other technology teams to establish frameworks for delivering online capability\nEnsure risks, issues, costs and schedules are appropriately managed following agile principles.\nWork with technology teams to coordinate development and create a delivery pipeline across multiple streams\nCollaborate and support operations team\nConstantly analyse and improve the performance and quality of the product and team\nAble to adapt to changes in priorities and requirements",
"word_count": 134
}
],
"urls": [
{
"type": "website",
"url": "https://validus.sg/"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "7a48b833-fe69-4130-9194-6d77d6df7163",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"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": "Work with technology teams to coordinate development and create a delivery pipeline across multiple streams",
"similarity": 0.6175
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Promote adoption and rollout of Agile and modern software engineering practices",
"similarity": 0.5747
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Gather requirements, design, develop, test, deploy and support applications",
"similarity": 0.5017
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.5646,
"slug": "devops-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": "Work closely with Product Owner and Scrum teams to deliver user-centric solutions",
"similarity": 0.6243
},
{
"kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
"sentence": "Work with technology teams to coordinate development and create a delivery pipeline across multiple streams",
"similarity": 0.5646
},
{
"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 business and other technology teams to establish frameworks for delivering online capability",
"similarity": 0.4918
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5602,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Work with technology teams to coordinate development and create a delivery pipeline across multiple streams",
"similarity": 0.5765
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Work closely with Product Owner and Scrum teams to deliver user-centric solutions",
"similarity": 0.562
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Work with business and other technology teams to establish frameworks for delivering online capability",
"similarity": 0.4887
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5424,
"slug": "flutter-developer",
"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": "Drive innovative software engineering practices and architecture design",
"similarity": 0.5104
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Gather requirements, design, develop, test, deploy and support applications",
"similarity": 0.4789
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Work with technology teams to coordinate development and create a delivery pipeline across multiple streams",
"similarity": 0.4734
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.4876,
"slug": "cloud-architect",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Work with technology teams to coordinate development and create a delivery pipeline across multiple streams",
"similarity": 0.4814
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Work closely with Product Owner and Scrum teams to deliver user-centric solutions",
"similarity": 0.4773
},
{
"kra_text": "Angular component development",
"sentence": "Microservices architecture, design and development",
"similarity": 0.4718
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.4768,
"slug": "angular-frontend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"microservices"
],
"role_id": 1,
"score": 0.5,
"slug": "backend-engineer",
"total_count": 2
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"microservices"
],
"role_id": 82,
"score": 0.5,
"slug": "node-backend-developer",
"total_count": 2
},
{
"display_name": "Scala Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"microservices"
],
"role_id": 87,
"score": 0.5,
"slug": "scala-backend-developer",
"total_count": 2
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "A",
"chosen_role": {
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 1.0,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top backend-engineer 0.50 does not contradict",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 721,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 774,
"r_and_r_preview": "Microservices architecture, design and development\nGather requirements, design, develop, test, deploy and support applications\nWork closely with Product Owner and Scrum teams to deliver user-centric s",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"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": 178,
"existing_alias_text": "microservices",
"input_term": "Microservices",
"matched_canonical": {
"category_id": 1,
"display_name": "microservices",
"id": 41,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PATTERN",
"slug": "microservices",
"sub_category_id": 1,
"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": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top backend-engineer 0.50 does not contradict",
"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"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Microservices and Distributed Systems",
"id": 9,
"rationale": "Architectural patterns for decomposed backend systems and the operational concerns they introduce. Covers service boundaries, consistency tradeoffs, retries, circuit breakers, and distributed coordination.",
"slug": "microservices-and-distributed-systems",
"source": "db"
},
"input_skill": "Microservices",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"input_skill": "Agile",
"llm_role": null,
"roles_from_db": []
}
],
"input_final_skills": [
"Microservices",
"Agile"
],
"input_llm_skills": [
"Microservices",
"Agile"
],
"new_aliases_persisted": 0,
"run_id": "7a48b833-fe69-4130-9194-6d77d6df7163",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": "microservices",
"alias_type": "CANONICAL",
"id": 178,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 1,
"display_name": "microservices",
"id": 41,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PATTERN",
"slug": "microservices",
"sub_category_id": 1,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Microservices and Distributed Systems",
"id": 9,
"rationale": "Architectural patterns for decomposed backend systems and the operational concerns they introduce. Covers service boundaries, consistency tradeoffs, retries, circuit breakers, and distributed coordination.",
"slug": "microservices-and-distributed-systems",
"source": "db"
},
"input_skill": "Microservices",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
}
],
"input_skill": "Microservices",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "Agile",
"alias_type": "CANONICAL",
"id": 868,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"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"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"input_skill": "Agile",
"llm_role": null,
"roles_from_db": []
}
],
"input_skill": "Agile",
"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": "Backend Developer",
"id": 1,
"rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top backend-engineer 0.50 does not contradict",
"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"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Microservices",
"tag": "in_db"
},
{
"skill": "Agile",
"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": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Microservices and Distributed Systems",
"id": 9,
"rationale": "Architectural patterns for decomposed backend systems and the operational concerns they introduce. Covers service boundaries, consistency tradeoffs, retries, circuit breakers, and distributed coordination.",
"slug": "microservices-and-distributed-systems",
"source": "db"
},
"dimension_id": 9,
"input_skill": "Microservices",
"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": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 41,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"dimension_id": 96,
"input_skill": "Agile",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [],
"skill_dimension_saved": true,
"skill_id": 520,
"skill_tag": "in_db",
"skipped_reason": null
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "7a48b833-fe69-4130-9194-6d77d6df7163"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.