Pipeline run
0b709bbb-1e9c-468e-b605-2af9714674f1
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
• Designing / re-engineering processes • Writing technical specifications • Designing database architecture, services and user interfaces • Developing code, development, unit and integration testing •…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
domain · Software Engineering CASE DOMAINslug: backend-engineer · id: 1 · source: db
Domain=Software Engineering; The JD centers on designing services, writing technical specs, developing and testing code, data models, release management, and application support, which best matches a backend/application engineer role.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
HIR ING Job Skills Dotnet Core 2.0, Application Framework, Microsoft Description Primary Skill (C#, Net,Angular, SQL) • 10 + years of industry experience in coding, designing and building software. • Knowledge and understanding of Object-Oriented Programming • Must be proficient in C# .NET Framework • Core understanding of relational databases • Basic knowledge of PowerShell • Experience of building UI using Angular 8+/TypeScript • Fundamental programming concepts like SOLID principles, dependency injection, etc. • Should have a good understanding of Design Patterns, Git, Continuous Integration, Continuous Deployment tooling • Practical or theoretical experience with NLP and AI • BS / MS in Computer Science, Math, Engineering and/or related experience Responsibilities • Designing / re-engineering processes • Writing technical specifications • Designing database architecture, services and user interfaces • Developing code, development, unit and integration testing • Post-launch maintenance; enhancement prioritization in conjunction with the business; on-going release management • Analyzing and implementing new data models • Providing Level 2 application support • Providing support for ad-hoc data and research requests from the investment team • Providing support for overnight batch jobs
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Aliases — catalog
- Unit Testing (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Testing Methodology
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Unit testing is a standard hiring requirement across software JDs and appears in mainstream frameworks/docs; GitHub and Stack Overflow usage remain consistently high, with no successor replacing it.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 44
- 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) |
Aliases — catalog
- Integration testing (CANONICAL) primary
- integration testing (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Testing Methodology
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Integration testing is a standard QA skill in job descriptions across backend, frontend, and DevOps roles; it’s commonly paired with CI/CD and tools like Jest, Cypress, and Testcontainers.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 44
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Testing and Defect Resolution Catalog dimension db id 262
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Testing and Quality Assurance Catalog dimension db id 12
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Testing and Defect Resolution
testing-and-defect-resolution
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Testing and Quality Assurance
testing-and-quality-assurance
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- domain modeling (CANONICAL) primary
- Domain Modeling (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Domain Modeling
- Confidence
- 0.90
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Common in software JDs under DDD/business analysis; many roles ask for domain modeling or domain-driven design, and it remains a standard design skill rather than a niche tool.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 2831
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Application Architecture Patterns Catalog dimension db id 293
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Python Backend Developer
-
Service Architecture and Design Patterns Catalog dimension db id 18
Library dimension (catalog)
Roles linked in library: Backend Developer, Java Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Ruby Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Application Architecture Patterns
application-architecture-patterns
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Service Architecture and Design Patterns
service-architecture-and-design-patterns
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
All API 3 persistence rows
Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.
| Skill | Tag | Dimension | Skill↔dim | Role↔dim | Outcome | Notes |
|---|---|---|---|---|---|---|
| Unit Testing | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Integration Testing | in_db |
Testing and Defect Resolution
testing-and-defect-resolution
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Integration Testing | in_db |
Testing and Quality Assurance
testing-and-quality-assurance
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Data Modeling | new |
Application Architecture Patterns
application-architecture-patterns
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Data Modeling | new |
Service Architecture and Design Patterns
service-architecture-and-design-patterns
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Database Architecture | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Batch Processing | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| dimension_skill_link_proposed | Data Modeling ↔ Application Architecture Patterns | |
| dimension_skill_link_proposed | Data Modeling ↔ Service Architecture and Design Patterns | |
| role_dimension_link_proposed | Backend Developer ↔ Service Architecture and Design Patterns |
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": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Math / Engineering (or related)",
"raw": "BS / MS in Computer Science, Math, Engineering and/or related experience",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 10,
"raw": "10 + years of industry experience in coding, designing and building software."
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 9,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Designing / re-engineering processes",
"last_5_words": "support for overnight batch jobs"
},
"text": "\u2022 Designing / re-engineering processes\n\u2022 Writing technical specifications\n\u2022 Designing database architecture, services and user interfaces\n\u2022 Developing code, development, unit and integration testing\n\u2022 Post-launch maintenance; enhancement prioritization in conjunction with the business; on-going release management\n\u2022 Analyzing and implementing new data models\n\u2022 Providing Level 2 application support\n\u2022 Providing support for ad-hoc data and research requests from the investment team\n\u2022 Providing support for overnight batch jobs",
"word_count": 81
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Database Architecture"
},
{
"is_primary": true,
"skill_name": "Unit Testing"
},
{
"is_primary": true,
"skill_name": "Integration Testing"
},
{
"is_primary": true,
"skill_name": "Data Modeling"
},
{
"is_primary": true,
"skill_name": "Batch Processing"
}
],
"jd_role": null,
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Math / Engineering (or related)",
"raw": "BS / MS in Computer Science, Math, Engineering and/or related experience",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 10,
"raw": "10 + years of industry experience in coding, designing and building software."
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 9,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Designing / re-engineering processes",
"last_5_words": "support for overnight batch jobs"
},
"text": "\u2022 Designing / re-engineering processes\n\u2022 Writing technical specifications\n\u2022 Designing database architecture, services and user interfaces\n\u2022 Developing code, development, unit and integration testing\n\u2022 Post-launch maintenance; enhancement prioritization in conjunction with the business; on-going release management\n\u2022 Analyzing and implementing new data models\n\u2022 Providing Level 2 application support\n\u2022 Providing support for ad-hoc data and research requests from the investment team\n\u2022 Providing support for overnight batch jobs",
"word_count": 81
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "0b709bbb-1e9c-468e-b605-2af9714674f1",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Go Backend Developer",
"kra_matches": [
{
"kra_text": "code review and testing support",
"sentence": "Developing code, development, unit and integration testing",
"similarity": 0.6049
},
{
"kra_text": "service interface design",
"sentence": "Designing database architecture, services and user interfaces",
"similarity": 0.5918
},
{
"kra_text": "background job processing",
"sentence": "Providing support for overnight batch jobs",
"similarity": 0.518
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 81,
"score": 0.5715,
"slug": "go-backend-developer",
"total_count": null
},
{
"display_name": "Java Backend Developer",
"kra_matches": [
{
"kra_text": "persistence and data modeling",
"sentence": "Analyzing and implementing new data models",
"similarity": 0.5899
},
{
"kra_text": "code refactoring and defect fixes",
"sentence": "Developing code, development, unit and integration testing",
"similarity": 0.5411
},
{
"kra_text": "asynchronous job processing",
"sentence": "Providing support for overnight batch jobs",
"similarity": 0.5124
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 79,
"score": 0.5478,
"slug": "java-backend-developer",
"total_count": null
},
{
"display_name": ".NET Backend Developer",
"kra_matches": [
{
"kra_text": "service interface design and implementation",
"sentence": "Designing database architecture, services and user interfaces",
"similarity": 0.6289
},
{
"kra_text": "backend code refactoring and maintenance",
"sentence": "Developing code, development, unit and integration testing",
"similarity": 0.5461
},
{
"kra_text": "backend code refactoring and maintenance",
"sentence": "Post-launch maintenance; enhancement prioritization in conjunction with the business; on-going release management",
"similarity": 0.4588
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 0.5446,
"slug": "dotnet-backend-developer",
"total_count": null
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Developing code, development, unit and integration testing",
"similarity": 0.5284
},
{
"kra_text": "data modeling and persistence access",
"sentence": "Analyzing and implementing new data models",
"similarity": 0.5217
},
{
"kra_text": "asynchronous job processing",
"sentence": "Providing support for overnight batch jobs",
"similarity": 0.5124
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 82,
"score": 0.5208,
"slug": "node-backend-developer",
"total_count": null
},
{
"display_name": "Python Backend Developer",
"kra_matches": [
{
"kra_text": "Support background jobs and async workflows",
"sentence": "Providing support for overnight batch jobs",
"similarity": 0.5557
},
{
"kra_text": "Design backend endpoints and request handling",
"sentence": "Designing database architecture, services and user interfaces",
"similarity": 0.5161
},
{
"kra_text": "Build service and external integrations",
"sentence": "Developing code, development, unit and integration testing",
"similarity": 0.4847
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 80,
"score": 0.5188,
"slug": "python-backend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Integration testing"
],
"role_id": 1,
"score": 0.2,
"slug": "backend-engineer",
"total_count": 5
},
{
"display_name": "Pega Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Integration testing"
],
"role_id": 24,
"score": 0.2,
"slug": "pega-developer",
"total_count": 5
},
{
"display_name": "Python Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Integration testing"
],
"role_id": 80,
"score": 0.2,
"slug": "python-backend-developer",
"total_count": 5
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Integration testing"
],
"role_id": 82,
"score": 0.2,
"slug": "node-backend-developer",
"total_count": 5
},
{
"display_name": ".NET Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Integration testing"
],
"role_id": 83,
"score": 0.2,
"slug": "dotnet-backend-developer",
"total_count": 5
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.9,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.9,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Process re-engineering",
"Application and service design",
"Database architecture and data modeling",
"Software development and testing",
"Production support and maintenance",
"Batch job support"
],
"matched_kras": [
"Designing / re-engineering processes",
"Writing technical specifications",
"Designing database architecture, services and user interfaces",
"Developing code, development, unit and integration testing",
"Post-launch maintenance; enhancement prioritization",
"Analyzing and implementing new data models",
"Providing Level 2 application support",
"Providing support for ad-hoc data and research requests",
"Providing support for overnight batch jobs"
],
"matched_skills": [
"technical specifications",
"database architecture",
"services",
"user interfaces",
"development",
"unit and integration testing",
"release management",
"data models",
"Level 2 application support",
"overnight batch jobs"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The JD centers on designing services, writing technical specs, developing and testing code, data models, release management, and application support, which best matches a backend/application engineer role.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 1101,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1156,
"r_and_r_preview": "\u2022 Designing / re-engineering processes\n\u2022 Writing technical specifications\n\u2022 Designing database architecture, services and user interfaces\n\u2022 Developing code, development, unit and integration testing\n\u2022",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 16257,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Database Architecture",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 16258,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Data Modeling",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 16259,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Batch Processing",
"status": "pending"
}
],
"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": 865,
"existing_alias_text": "Unit Testing",
"input_term": "Unit Testing",
"matched_canonical": {
"category_id": 8,
"display_name": "Unit Testing",
"id": 517,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "unit-testing",
"sub_category_id": 44,
"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": 193,
"existing_alias_text": "integration testing",
"input_term": "Integration Testing",
"matched_canonical": {
"category_id": 8,
"display_name": "Integration testing",
"id": 56,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "integration-testing",
"sub_category_id": 44,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
"alias_persisted": false,
"existing_alias_id": 5644,
"existing_alias_text": "Domain Modeling",
"input_term": "Data Modeling",
"matched_canonical": {
"category_id": 8,
"display_name": "domain modeling",
"id": 2379,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "domain-modeling",
"sub_category_id": 2831,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "embedding_alias"
}
],
"candidate_roles": [
{
"display_name": "Pega Developer",
"id": 24,
"rationale": null,
"role_archetype": null,
"slug": "pega-developer",
"source": "db"
},
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "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": "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": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"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",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Domain=Software Engineering; The JD centers on designing services, writing technical specs, developing and testing code, data models, release management, and application support, which best matches a backend/application engineer role.",
"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": "React Frontend Development",
"id": 96,
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]
},
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},
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{
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{
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}
]
}
],
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"Unit Testing",
"Integration Testing",
"Data Modeling",
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],
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"run_id": "0b709bbb-1e9c-468e-b605-2af9714674f1",
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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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}
API 3 — final-role-output
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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_cost_total_usd": null,
"persistence": {
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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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"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"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": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-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": false,
"skill_id": null,
"skill_tag": "new",
"skipped_reason": "skill_not_in_db_v3_proposed"
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 2
},
"planner_output": null,
"run_id": "0b709bbb-1e9c-468e-b605-2af9714674f1"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.