Pipeline run
79a9599c-44be-4940-9e4a-c946d8a98f91
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
MuleSoft Developer
CASE Aslug: mulesoft-developer · id: 113 · source: db
Multi-alias tie (3 roles at 1.0) resolved by TIER_B_TITLE: MuleSoft Developer
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
MuleSoft Developer We are hiring a MuleSoft Developer to design and build new integrations on the Anypoint Platform. Responsibilities: Design and develop new APIs and integrations using Mule 4, RAML, and DataWeave. Build API-led connectivity (System, Process, Experience APIs) from scratch. Write reusable components, implement error handling, and develop unit tests (MUnit). Develop connectors to Salesforce, SAP, and databases. Implement CI/CD pipelines for Mule applications. Code reviews and follow integration best practices. Required: Strong hands-on development experience with MuleSoft Anypoint Platform and Mule 4. Expertise building APIs and DataWeave transformations. MuleSoft Certified Developer Level 1.
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
- Integration Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- API Specifications
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Data Transformation Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- MUnit (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Testing Framework
- Vendor
- MuleSoft
- License
- apache_2
- Year introduced
- 2014
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: MUnit appears in MuleSoft/Anypoint testing JDs, but JD volume is far lower than mainstream frameworks like JUnit or pytest, indicating a specialized ecosystem tool rather than broad market adoption.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 770
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
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 Quality Assurance
testing-and-quality-assurance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Salesforce (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Saas Platform
- Vendor
- Salesforce, Inc.
- License
- proprietary
- Year introduced
- 1999
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Salesforce appears in large volumes of enterprise job postings across sales, admin, and developer roles, and its AppExchange/ecosystem remains actively supported by the vendor.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 3633
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Vendor Product Families Catalog dimension db id 477
Library dimension (catalog)
Roles linked in library: Engineering Manager
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Vendor Product Families
vendor-product-families
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Enterprise Resource Planning
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- CI/CD (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Ci Cd Process
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: CI/CD appears in a large share of software engineering JDs and is a standard requirement across DevOps, platform, and backend roles; major vendors like GitHub, GitLab, and AWS all center product roadmaps on CI/CD pipelines.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 900
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
CI/CD Pipeline Platforms Catalog dimension db id 150
Library dimension (catalog)
Roles linked in library: DevOps Engineer
-
CI/CD for Machine Learning Catalog dimension db id 56
Library dimension (catalog)
Roles linked in library: ML Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
CI/CD for Machine Learning
ci-cd-for-machine-learning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Integration Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Integration Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Code Review (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- SoftSkill
- Sub-category
- Code Review
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Code review is a standard hiring-pipeline requirement in engineering JDs and is built into major platforms like GitHub/GitLab pull-request workflows, indicating broad adoption.
Skill profile (library / DB)
- Skill nature
- PRACTICE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 58
- Sub-category id
- 364
- 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 |
|---|---|---|---|---|---|---|
| MUnit | in_db |
Testing and Quality Assurance
testing-and-quality-assurance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Salesforce | in_db |
Vendor Product Families
vendor-product-families
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CI/CD | in_db |
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CI/CD | in_db |
CI/CD for Machine Learning
ci-cd-for-machine-learning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Code Review | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Mule 4 | type=Integration Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | RAML | type=API Specifications subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | DataWeave | type=Data Transformation Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | SAP | type=Enterprise Resource Planning subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | MuleSoft Anypoint Platform | type=Integration Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | API-led Connectivity | type=Integration Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Certifications
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"ai_kras": [],
"certifications": [
"MuleSoft Certified Developer Level 1"
],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [],
"role": "MuleSoft Developer",
"role_aliases": [
{
"name": "MuleSoft Developer",
"reasoning": "generalized form of the picked role",
"relation": "synonym"
},
{
"name": "Integration Developer",
"reasoning": "common industry alt for the same archetype",
"relation": "synonym"
},
{
"name": "API Developer",
"reasoning": "role focuses on API development",
"relation": "synonym"
}
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Design and develop new APIs",
"last_5_words": "integration best practices."
},
"text": "Design and develop new APIs and integrations using Mule 4, RAML, and DataWeave.\nBuild API-led connectivity (System, Process, Experience APIs) from scratch.\nWrite reusable components, implement error handling, and develop unit tests (MUnit).\nDevelop connectors to Salesforce, SAP, and databases.\nImplement CI/CD pipelines for Mule applications.\nCode reviews and follow integration best practices.",
"word_count": 56
},
{
"bullet_count": 2,
"heading": "Required",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Strong hands-on development experience",
"last_5_words": "APIs and DataWeave transformations."
},
"text": "Strong hands-on development experience with MuleSoft Anypoint Platform and Mule 4.\nExpertise building APIs and DataWeave transformations.",
"word_count": 22
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Mule 4"
},
{
"is_primary": true,
"skill_name": "RAML"
},
{
"is_primary": true,
"skill_name": "DataWeave"
},
{
"is_primary": true,
"skill_name": "MUnit"
},
{
"is_primary": true,
"skill_name": "Salesforce"
},
{
"is_primary": true,
"skill_name": "SAP"
},
{
"is_primary": true,
"skill_name": "CI/CD"
},
{
"is_primary": true,
"skill_name": "MuleSoft Anypoint Platform"
},
{
"is_primary": true,
"skill_name": "API-led Connectivity"
},
{
"is_primary": false,
"skill_name": "Code Review"
}
],
"jd_role": {
"display_name": "MuleSoft Developer",
"rationale": null,
"role_aliases": [
"MuleSoft Developer",
"Integration Developer",
"API Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"ai_kras": [],
"certifications": [
"MuleSoft Certified Developer Level 1"
],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [],
"role": "MuleSoft Developer",
"role_aliases": [
{
"name": "MuleSoft Developer",
"reasoning": "generalized form of the picked role",
"relation": "synonym"
},
{
"name": "Integration Developer",
"reasoning": "common industry alt for the same archetype",
"relation": "synonym"
},
{
"name": "API Developer",
"reasoning": "role focuses on API development",
"relation": "synonym"
}
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Design and develop new APIs",
"last_5_words": "integration best practices."
},
"text": "Design and develop new APIs and integrations using Mule 4, RAML, and DataWeave.\nBuild API-led connectivity (System, Process, Experience APIs) from scratch.\nWrite reusable components, implement error handling, and develop unit tests (MUnit).\nDevelop connectors to Salesforce, SAP, and databases.\nImplement CI/CD pipelines for Mule applications.\nCode reviews and follow integration best practices.",
"word_count": 56
},
{
"bullet_count": 2,
"heading": "Required",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Strong hands-on development experience",
"last_5_words": "APIs and DataWeave transformations."
},
"text": "Strong hands-on development experience with MuleSoft Anypoint Platform and Mule 4.\nExpertise building APIs and DataWeave transformations.",
"word_count": 22
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "79a9599c-44be-4940-9e4a-c946d8a98f91",
"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
},
{
"display_name": "MuleSoft Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 113,
"score": 1.0,
"slug": "mulesoft-developer",
"total_count": null
},
{
"display_name": "Integration / Middleware Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 210,
"score": 1.0,
"slug": "integration-middleware-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Code reviews and follow integration best practices.",
"similarity": 0.6368
},
{
"kra_text": "integrate backend APIs",
"sentence": "Build API-led connectivity (System, Process, Experience APIs) from scratch.",
"similarity": 0.5641
},
{
"kra_text": "maintain code quality",
"sentence": "Write reusable components, implement error handling, and develop unit tests (MUnit).",
"similarity": 0.5044
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5684,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Code reviews and follow integration best practices.",
"similarity": 0.6751
},
{
"kra_text": "Angular component development",
"sentence": "Write reusable components, implement error handling, and develop unit tests (MUnit).",
"similarity": 0.5093
},
{
"kra_text": "backend endpoint integration",
"sentence": "Build API-led connectivity (System, Process, Experience APIs) from scratch.",
"similarity": 0.4958
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5601,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": [
{
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},
{
"kra_text": "code review and refactoring",
"sentence": "Write reusable components, implement error handling, and develop unit tests (MUnit).",
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},
{
"kra_text": "external system integration",
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],
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"matched_skills": null,
"role_id": 82,
"score": 0.5285,
"slug": "node-backend-developer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
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"sentence": "Write reusable components, implement error handling, and develop unit tests (MUnit).",
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},
{
"kra_text": "integrate external APIs and data sources",
"sentence": "Design and develop new APIs and integrations using Mule 4, RAML, and DataWeave.",
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},
{
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],
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"role_id": 74,
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},
{
"display_name": "Go Backend Developer",
"kra_matches": [
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{
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"sentence": "Write reusable components, implement error handling, and develop unit tests (MUnit).",
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},
{
"kra_text": "backend refactoring and modularization",
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}
],
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}
],
"skill_match_roles": [
{
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"matched_count": 1,
"matched_skills": [
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],
"role_id": 1,
"score": 0.1111,
"slug": "backend-engineer",
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},
{
"display_name": "ML Engineer",
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"matched_count": 1,
"matched_skills": [
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],
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},
{
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"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"CI/CD"
],
"role_id": 10,
"score": 0.1111,
"slug": "devops-engineer",
"total_count": 9
},
{
"display_name": "Python Backend Developer",
"kra_matches": null,
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"matched_skills": [
"MUnit"
],
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"score": 0.1111,
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},
{
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"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"MUnit"
],
"role_id": 82,
"score": 0.1111,
"slug": "node-backend-developer",
"total_count": 9
}
]
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "A",
"chosen_role": {
"display_name": "MuleSoft Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 113,
"score": 1.0,
"slug": "mulesoft-developer",
"total_count": null
},
"confidence": 0.95,
"consensus_evidence": {},
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_domain": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Multi-alias tie (3 roles at 1.0) resolved by TIER_B_TITLE: MuleSoft Developer",
"role_aliases": [],
"sub_role": null
},
"stage5_updates": 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": 6335,
"existing_alias_text": "MUnit",
"input_term": "MUnit",
"matched_canonical": {
"category_id": 5,
"display_name": "MUnit",
"id": 4493,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "munit",
"sub_category_id": 770,
"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": 6567,
"existing_alias_text": "Salesforce",
"input_term": "Salesforce",
"matched_canonical": {
"category_id": 9,
"display_name": "Salesforce",
"id": 4632,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
"slug": "salesforce",
"sub_category_id": 3633,
"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": 1826,
"existing_alias_text": "CI/CD",
"input_term": "CI/CD",
"matched_canonical": {
"category_id": 8,
"display_name": "CI/CD",
"id": 1190,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "ci-cd",
"sub_category_id": 900,
"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": 864,
"existing_alias_text": "Code Review",
"input_term": "Code Review",
"matched_canonical": {
"category_id": 58,
"display_name": "Code Review",
"id": 516,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PRACTICE",
"slug": "code-review",
"sub_category_id": 364,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "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",
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"run_id": "79a9599c-44be-4940-9e4a-c946d8a98f91",
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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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{
"skill": "CI/CD",
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},
{
"skill": "MuleSoft Anypoint Platform",
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},
{
"skill": "API-led Connectivity",
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},
{
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"persistence": {
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"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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},
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"display_name": "CI/CD Pipeline Platforms",
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"rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
"slug": "ci-cd-pipeline-platforms",
"source": "db"
},
"dimension_id": 150,
"input_skill": "CI/CD",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1190,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 113,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "CI/CD for Machine Learning",
"id": 56,
"rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
"slug": "ci-cd-for-machine-learning",
"source": "db"
},
"dimension_id": 56,
"input_skill": "CI/CD",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "ML Engineer",
"id": 3,
"rationale": null,
"role_archetype": null,
"slug": "ml-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1190,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 113,
"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": "Code Review",
"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": 516,
"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": "79a9599c-44be-4940-9e4a-c946d8a98f91"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.