Pipeline run
e0be66c2-f067-4fc5-82fc-55dfe6fcdb50
Pipeline LLM cost (USD)
API 1: $0.0069
API 2: $0.0001
API 3: $0.0000
Total: $0.0070
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
· Mobile performance and release support
Design, code, test, and maintain applications while partnering with engineering and product to ship higher-quality products. Build automated tests, enforce code/system quality standards, and tune performance.
""Develop automated tests and conduct performance tuning""
Tech stack maturity
Modern Cloud Native
This role is centered on modern cross-platform mobile app development with shared codebases and current mobile tooling, rather than legacy stacks or AI-native work.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
—
Frameworks (×2):
—
Models / concepts (×3):
—
Evidence — skills matched in JD (2)
Automated Testing
Performance Tuning
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Automated Testing
Performance Tuning
Show KRA description ↓
Design, code, test and manage various applications
Collaborate with engineering team and product team to establish best products
Follow outlined standards of quality related to code and systems
Develop automated tests and conduct performance tuning
Signals
Skill
—
—
Alias
—
—
KRA
flutter-developer
0.59
Post-classification
Centroidupdated · n=34
Alias collision log—
New-role queue—
New skills captured2
New KRA capturedyes
Captured for admin review
Automated Testing
primary
↔
Hybrid Mobile Developer
pending
Performance Tuning
primary
↔
Hybrid Mobile Developer
pending
R&R fragment (sim 0.00)
↔
Hybrid Mobile Developer
pending
Design, code, test and manage various applications Collaborate with engineering team and product team to establish best products Follow outlined standards of quality related to code and systems Develo…
Status:
completed
Created: 2026-05-27T14:35:20.674819Z
Updated: 2026-06-12T17:32:00.894034Z
API 3 duration: 3061 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
Hybrid Mobile Developer
→Flutter Developer
sub-role · 0.59 CASE Bslug: hybrid-mobile-developer · id: 11 · source: db · sub-role slug: flutter-developer
KRA-led classification on flutter-developer (skill weak, KRA 0.59)
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
1
Skipped
Job description
The ideal candidate will be familiar with the full software design life cycle. They should have experience in designing, coding, testing and consistently managing applications They should be comfortable coding in a number of languages and have an ability to test code in order to maintain high-quality code. Benefits 5 days workingyearly bonus monthly celebrations birthday celebrations Responsibilities Design, code, test and manage various applicationsCollaborate with engineering team and product team to establish best productsFollow outlined standards of quality related to code and systemsDevelop automated tests and conduct performance tuning Qualifications Bachelor's degree in Computer Science or relevant field6 years of experience working with .NET or relevant experiencesExperience developing web-based applications in C#, VBScript/ASP, or .NETExperience working with MS SQL Server and MySQL Knowledge of practices and procedures for full software design life cycleExperience working in agile development environment
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Automated Testing
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Testing Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Performance Tuning
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: query tuning
id=3553
· query-tuning
Aliases — catalog
- query tuning (CANONICAL) primary
- Query Tuning (CANONICAL)
Context tags (catalog)
SQL
SQL optimization
caching
cost estimation
cost-based optimization
data retrieval
database indexing
database optimization
database performance
database profiling
database statistics
database tuning
execution plan
execution time
indexing
join strategies
load balancing
parameter sniffing
query analysis
query complexity
query execution
query performance
query profiling
query rewriting
resource allocation
resource utilization
statistics
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Query Optimization
- Confidence
- 0.82
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Common in DB/analytics job descriptions and vendor docs; PostgreSQL, MySQL, SQL Server, and Oracle all expose EXPLAIN/ANALYZE and tuning guides, showing broad hiring-pipeline demand.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 3067
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Relational Database Design Catalog dimension db id 4
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Relational Database Design
relational-database-design
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
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 |
|---|---|---|---|---|---|---|
| Performance Tuning | new |
Relational Database Design
relational-database-design
|
— | — | 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 | Automated Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| dimension_skill_link_proposed | Performance Tuning ↔ Relational Database Design |
nano JD Parser — gpt-4.1-nano click to toggle
Experience6 years of experience working with .NET or relevant experiences
DomainOther
JD type
pass
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/BSC - Computer Science (or relevant)",
"raw": "Bachelor\u0027s degree in Computer Science or relevant field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 6,
"raw": "6 years of experience working with .NET or relevant experiences"
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 4,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Design, code, test and manage",
"last_5_words": "automated tests and conduct performance tuning"
},
"text": "Design, code, test and manage various applications\nCollaborate with engineering team and product team to establish best products\nFollow outlined standards of quality related to code and systems\nDevelop automated tests and conduct performance tuning",
"word_count": 45
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Automated Testing"
},
{
"is_primary": true,
"skill_name": "Performance Tuning"
}
],
"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/BSC - Computer Science (or relevant)",
"raw": "Bachelor\u0027s degree in Computer Science or relevant field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 6,
"raw": "6 years of experience working with .NET or relevant experiences"
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 4,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Design, code, test and manage",
"last_5_words": "automated tests and conduct performance tuning"
},
"text": "Design, code, test and manage various applications\nCollaborate with engineering team and product team to establish best products\nFollow outlined standards of quality related to code and systems\nDevelop automated tests and conduct performance tuning",
"word_count": 45
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "e0be66c2-f067-4fc5-82fc-55dfe6fcdb50",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborate with engineering team and product team to establish best products",
"similarity": 0.7103
},
{
"kra_text": "optimize responsiveness and performance",
"sentence": "Develop automated tests and conduct performance tuning",
"similarity": 0.5521
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Design, code, test and manage various applications",
"similarity": 0.519
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5938,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Follow outlined standards of quality related to code and systems",
"similarity": 0.6515
},
{
"kra_text": "maintain code quality",
"sentence": "Develop automated tests and conduct performance tuning",
"similarity": 0.4854
},
{
"kra_text": "maintain code quality",
"sentence": "Design, code, test and manage various applications",
"similarity": 0.4416
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5262,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Go Backend Developer",
"kra_matches": [
{
"kra_text": "performance tuning and resource efficiency",
"sentence": "Develop automated tests and conduct performance tuning",
"similarity": 0.5794
},
{
"kra_text": "code review and testing support",
"sentence": "Follow outlined standards of quality related to code and systems",
"similarity": 0.4965
},
{
"kra_text": "code review and testing support",
"sentence": "Design, code, test and manage various applications",
"similarity": 0.4962
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 81,
"score": 0.524,
"slug": "go-backend-developer",
"total_count": null
},
{
"display_name": "Java Backend Developer",
"kra_matches": [
{
"kra_text": "backend performance tuning",
"sentence": "Develop automated tests and conduct performance tuning",
"similarity": 0.6442
},
{
"kra_text": "code refactoring and defect fixes",
"sentence": "Follow outlined standards of quality related to code and systems",
"similarity": 0.4781
},
{
"kra_text": "service contract collaboration",
"sentence": "Collaborate with engineering team and product team to establish best products",
"similarity": 0.4335
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 79,
"score": 0.5186,
"slug": "java-backend-developer",
"total_count": null
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": [
{
"kra_text": "defect diagnosis and performance tuning",
"sentence": "Develop automated tests and conduct performance tuning",
"similarity": 0.6033
},
{
"kra_text": "code review and refactoring",
"sentence": "Follow outlined standards of quality related to code and systems",
"similarity": 0.4852
},
{
"kra_text": "code review and refactoring",
"sentence": "Design, code, test and manage various applications",
"similarity": 0.4445
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 82,
"score": 0.511,
"slug": "node-backend-developer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "B",
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 0.5938,
"slug": "hybrid-mobile-developer",
"total_count": null
},
"confidence": 0.5938,
"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": "KRA-led classification on flutter-developer (skill weak, KRA 0.59)",
"sub_role": {
"confidence": 0.5938,
"display_name": "Flutter Developer",
"reasoning": "hoisted from chosen leaf (case=B)",
"role_id": 74,
"slug": "flutter-developer"
}
},
"stage5_updates": {
"centroid_n_after": 34,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 633,
"r_and_r_preview": "Design, code, test and manage various applications\nCollaborate with engineering team and product team to establish best products\nFollow outlined standards of quality related to code and systems\nDevelo",
"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 9881,
"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"skill_name": "Automated Testing",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 9882,
"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"skill_name": "Performance Tuning",
"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": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
"alias_persisted": false,
"existing_alias_id": 5584,
"existing_alias_text": "Query Tuning",
"input_term": "Performance Tuning",
"matched_canonical": {
"category_id": 2,
"display_name": "query tuning",
"id": 3553,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "query-tuning",
"sub_category_id": 3067,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "embedding_alias"
}
],
"candidate_roles": [
{
"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": "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": "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",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": "KRA-led classification on flutter-developer (skill weak, KRA 0.59)",
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Relational Database Design",
"id": 4,
"rationale": "Modeling and operating relational persistence for backend services. Includes schema design, normalization, indexing, transactions, and query tuning for operational data stores.",
"slug": "relational-database-design",
"source": "db"
},
"input_skill": "Performance Tuning",
"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",
"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": "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": "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",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
}
],
"input_final_skills": [
"Automated Testing",
"Performance Tuning"
],
"input_llm_skills": [
"Automated Testing",
"Performance Tuning"
],
"new_aliases_persisted": 0,
"run_id": "e0be66c2-f067-4fc5-82fc-55dfe6fcdb50",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Automated Testing",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Testing Tools",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "automated-testing",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "query tuning",
"alias_type": "CANONICAL",
"id": 5119,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Query Tuning",
"alias_type": "CANONICAL",
"id": 5584,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 2,
"display_name": "query tuning",
"id": 3553,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "query-tuning",
"sub_category_id": 3067,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Relational Database Design",
"id": 4,
"rationale": "Modeling and operating relational persistence for backend services. Includes schema design, normalization, indexing, transactions, and query tuning for operational data stores.",
"slug": "relational-database-design",
"source": "db"
},
"input_skill": "Performance Tuning",
"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",
"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": "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": "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",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
}
],
"input_skill": "Performance Tuning",
"matched_via": "embedding_alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Automated Testing"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": "KRA-led classification on flutter-developer (skill weak, KRA 0.59)",
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Automated Testing",
"tag": "new"
},
{
"skill": "Performance Tuning",
"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": 11,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Relational Database Design",
"id": 4,
"rationale": "Modeling and operating relational persistence for backend services. Includes schema design, normalization, indexing, transactions, and query tuning for operational data stores.",
"slug": "relational-database-design",
"source": "db"
},
"dimension_id": 4,
"input_skill": "Performance Tuning",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
"role_dimension_saved": false,
"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",
"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": "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": "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",
"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": 1
},
"planner_output": null,
"run_id": "e0be66c2-f067-4fc5-82fc-55dfe6fcdb50"
}
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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