Pipeline run
a865fbaf-4c93-4cf7-a42b-62e1d9b51aaf
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
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 a…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
.NET Backend Developer
→Flutter Developer
sub-role · 0.60 CASE Bslug: dotnet-backend-developer · id: 83 · source: db · sub-role slug: flutter-developer
.NET Backend Developer directly aligns with primary skills in C# .NET and MySQL.
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
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. 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 field1 year of experience working with C# .NET on windows applicationExperience working with MySQLKnowledge of practices and procedures for full software design life cycle Job Location - Pune, Maharashtra Work from Office Only Notice Period - Immediate Joiner preferred
history_view bundle (older API). Showing raw API payloads below.
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 |
|---|---|---|---|---|---|---|
| C# .NET | new |
C# and .NET Languages
c-and-net-languages
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| C# .NET | new |
Cross-Platform App Languages
cross-platform-app-languages
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| C# .NET | new |
Programming Languages
programming-languages
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| C# .NET | new |
Programming Languages for ML Systems
programming-languages-for-ml-systems
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| C# .NET | new |
Programming Languages for XR
programming-languages-for-xr
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| C# .NET | new |
React Frontend Development
d_init_01
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| C# .NET | new |
Sitecore Development Languages
sitecore-development-languages
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| C# .NET | new |
Video Codec Languages and DSLs
video-codec-languages-and-dsls
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| MySQL | in_db |
Relational Data Modeling
relational-data-modeling
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| MySQL | in_db |
Relational Database Design
relational-database-design
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| MySQL | in_db |
Relational Database Usage
relational-database-usage
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| dimension_skill_link_proposed | C# .NET ↔ C# and .NET Languages | |
| role_dimension_link_proposed | .NET Backend Developer ↔ C# and .NET Languages | |
| dimension_skill_link_proposed | C# .NET ↔ Cross-Platform App Languages | |
| dimension_skill_link_proposed | C# .NET ↔ Programming Languages | |
| dimension_skill_link_proposed | C# .NET ↔ Programming Languages for ML Systems | |
| dimension_skill_link_proposed | C# .NET ↔ Programming Languages for XR | |
| dimension_skill_link_proposed | C# .NET ↔ React Frontend Development | |
| dimension_skill_link_proposed | C# .NET ↔ Sitecore Development Languages | |
| dimension_skill_link_proposed | C# .NET ↔ Video Codec Languages and DSLs | |
| dimension_skill_link_proposed | C# .NET ↔ C# and .NET Languages | |
| role_dimension_link_proposed | .NET Backend Developer ↔ C# and .NET Languages | |
| dimension_skill_link_proposed | C# .NET ↔ Cross-Platform App Languages | |
| dimension_skill_link_proposed | C# .NET ↔ Programming Languages | |
| dimension_skill_link_proposed | C# .NET ↔ Programming Languages for ML Systems | |
| dimension_skill_link_proposed | C# .NET ↔ Programming Languages for XR | |
| dimension_skill_link_proposed | C# .NET ↔ React Frontend Development | |
| dimension_skill_link_proposed | C# .NET ↔ Sitecore Development Languages | |
| dimension_skill_link_proposed | C# .NET ↔ Video Codec Languages and DSLs |
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/BSC - Computer Science (or relevant)",
"raw": "Bachelor\u0027s degree in Computer Science or relevant field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 1,
"raw": "1 year of experience working with C# .NET on windows application"
},
"job_locations": [
{
"aliases": [],
"city": "Pune",
"country": "India",
"state": "Maharashtra",
"work_mode": "onsite"
}
],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Design, code, test and manage",
"last_5_words": "conduct performance tuning"
},
"text": "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",
"word_count": 37
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [],
"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": 1,
"raw": "1 year of experience working with C# .NET on windows application"
},
"job_locations": [
{
"aliases": [],
"city": "Pune",
"country": "India",
"state": "Maharashtra",
"work_mode": "onsite"
}
],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Design, code, test and manage",
"last_5_words": "conduct performance tuning"
},
"text": "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",
"word_count": 37
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "a865fbaf-4c93-4cf7-a42b-62e1d9b51aaf",
"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": "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",
"similarity": 0.6031
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.6031,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"kra_matches": [
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "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",
"similarity": 0.5816
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.5816,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "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",
"similarity": 0.5518
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5518,
"slug": "angular-frontend-developer",
"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": "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",
"similarity": 0.5388
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5388,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "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",
"similarity": 0.5093
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5093,
"slug": "react-native-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": 0.6031,
"slug": "hybrid-mobile-developer",
"total_count": null
},
"confidence": 0.6031,
"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 0.60)",
"sub_role": {
"confidence": 0.6031,
"display_name": "Flutter Developer",
"reasoning": "hoisted from chosen leaf (case=B)",
"role_id": 74,
"slug": "flutter-developer"
}
},
"stage5_updates": {
"centroid_n_after": 40,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 727,
"r_and_r_preview": "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 a",
"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"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": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
"alias_persisted": false,
"existing_alias_id": 52,
"existing_alias_text": "C#",
"input_term": "C# .NET",
"matched_canonical": {
"category_id": 6,
"display_name": "C#",
"id": 4,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "c",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "embedding_alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 134,
"existing_alias_text": "MySQL",
"input_term": "MySQL",
"matched_canonical": {
"category_id": 3,
"display_name": "MySQL",
"id": 17,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "TOOL",
"slug": "mysql",
"sub_category_id": 29,
"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": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-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": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "ML Engineer",
"id": 3,
"rationale": null,
"role_archetype": null,
"slug": "ml-engineer",
"source": "db"
},
{
"display_name": "MLOps Engineer",
"id": 16,
"rationale": null,
"role_archetype": null,
"slug": "ml-ops-engineer",
"source": "db"
},
{
"display_name": "AR/VR Engineer",
"id": 8,
"rationale": null,
"role_archetype": null,
"slug": "ar-vr-engineer",
"source": "db"
},
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
},
{
"display_name": "Video Codec Engineer",
"id": 22,
"rationale": null,
"role_archetype": null,
"slug": "video-codec-engineer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-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": "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"
},
{
"display_name": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
}
],
"chosen_role": {
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": ".NET Backend Developer directly aligns with primary skills in C# .NET and MySQL.",
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "C# and .NET Languages",
"id": 362,
"rationale": "Primary implementation languages and runtime features used to build backend service logic in the .NET ecosystem. This is the core coding surface for request handling, domain logic, and service internals.",
"slug": "c-and-net-languages",
"source": "db"
},
"input_skill": "C# .NET",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cross-Platform App Languages",
"id": 167,
"rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
"slug": "cross-platform-app-languages",
"source": "db"
},
"input_skill": "C# .NET",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages",
"id": 1,
"rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
"slug": "programming-languages",
"source": "db"
},
"input_skill": "C# .NET",
"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": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for ML Systems",
"id": 39,
"rationale": "Languages used to build training code, inference services, evaluation jobs, and ML glue code. This is the primary implementation surface for ML engineers across experimentation and productionization.",
"slug": "programming-languages-for-ml-systems",
"source": "db"
},
"input_skill": "C# .NET",
"llm_role": null,
"roles_from_db": [
{
"display_name": "ML Engineer",
"id": 3,
"rationale": null,
"role_archetype": null,
"slug": "ml-engineer",
"source": "db"
},
{
"display_name": "MLOps Engineer",
"id": 16,
"rationale": null,
"role_archetype": null,
"slug": "ml-ops-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for XR",
"id": 97,
"rationale": "Primary implementation languages used to build immersive client features, interaction logic, and device-specific runtime behavior. This is the core coding surface for AR/VR experiences.",
"slug": "programming-languages-for-xr",
"source": "db"
},
"input_skill": "C# .NET",
"llm_role": null,
"roles_from_db": [
{
"display_name": "AR/VR Engineer",
"id": 8,
"rationale": null,
"role_archetype": null,
"slug": "ar-vr-engineer",
"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": "C# .NET",
"llm_role": null,
"roles_from_db": []
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Sitecore Development Languages",
"id": 438,
"rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
"slug": "sitecore-development-languages",
"source": "db"
},
"input_skill": "C# .NET",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Video Codec Languages and DSLs",
"id": 225,
"rationale": "Implementation languages and codec-specific description languages used to build compression, decoding, and transform logic. This is the primary coding surface for codec behavior and bitstream manipulation.",
"slug": "video-codec-languages-and-dsls",
"source": "db"
},
"input_skill": "C# .NET",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Video Codec Engineer",
"id": 22,
"rationale": null,
"role_archetype": null,
"slug": "video-codec-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Relational Data Modeling",
"id": 216,
"rationale": "Modeling and tuning relational persistence for backend features. PHP backend developers need this to shape schemas, indexes, transactions, and query-aware data structures that support application behavior.",
"slug": "relational-data-modeling",
"source": "db"
},
"input_skill": "MySQL",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
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]
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]
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}
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}
],
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"run_id": "a865fbaf-4c93-4cf7-a42b-62e1d9b51aaf",
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},
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},
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},
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},
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"is_primary": false,
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},
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"alias_text": "C++26",
"alias_type": "VERSION",
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C++98",
"alias_type": "VERSION",
"id": 427,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "c sharp",
"alias_type": "VERSION",
"id": 4765,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "c#",
"alias_type": "VERSION",
"id": 4763,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
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"alias_type": "VERSION",
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "cpp11",
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "cpp14",
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"id": 881,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "cpp17",
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"id": 882,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "cpp20",
"alias_type": "VERSION",
"id": 883,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "cpp23",
"alias_type": "VERSION",
"id": 884,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
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"alias_text": "cpp26",
"alias_type": "VERSION",
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"match_strategy": "CASE_INSENSITIVE"
},
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
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"alias_type": "VERSION",
"id": 4764,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
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"alias_text": "modern C++",
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
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"is_extractable": true,
"skill_nature": "LANGUAGE",
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"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
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"dimension": {
"difficulty_hint": "well_known",
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"rationale": "Primary implementation languages and runtime features used to build backend service logic in the .NET ecosystem. This is the core coding surface for request handling, domain logic, and service internals.",
"slug": "c-and-net-languages",
"source": "db"
},
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"role_archetype": "Engineering",
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}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cross-Platform App Languages",
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"rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
"slug": "cross-platform-app-languages",
"source": "db"
},
"input_skill": "C# .NET",
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"roles_from_db": [
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"display_name": "Hybrid Mobile Developer",
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"role_archetype": null,
"slug": "hybrid-mobile-developer",
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}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
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"rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
"slug": "programming-languages",
"source": "db"
},
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"source": "db"
},
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"role_archetype": "Engineering",
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"display_name": "Fullstack Developer",
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"slug": "full-stack-engineer",
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}
]
},
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"rationale": "Languages used to build training code, inference services, evaluation jobs, and ML glue code. This is the primary implementation surface for ML engineers across experimentation and productionization.",
"slug": "programming-languages-for-ml-systems",
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},
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},
{
"display_name": "MLOps Engineer",
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"role_archetype": null,
"slug": "ml-ops-engineer",
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}
]
},
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"rationale": "Primary implementation languages used to build immersive client features, interaction logic, and device-specific runtime behavior. This is the core coding surface for AR/VR experiences.",
"slug": "programming-languages-for-xr",
"source": "db"
},
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{
"display_name": "AR/VR Engineer",
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"slug": "ar-vr-engineer",
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}
]
},
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"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.",
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"source": "db"
},
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"roles_from_db": []
},
{
"dimension": {
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"display_name": "Sitecore Development Languages",
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"rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
"slug": "sitecore-development-languages",
"source": "db"
},
"input_skill": "C# .NET",
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{
"display_name": "Sitecore Dev",
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"rationale": null,
"role_archetype": "Engineering",
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"source": "db"
}
]
},
{
"dimension": {
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"display_name": "Video Codec Languages and DSLs",
"id": 225,
"rationale": "Implementation languages and codec-specific description languages used to build compression, decoding, and transform logic. This is the primary coding surface for codec behavior and bitstream manipulation.",
"slug": "video-codec-languages-and-dsls",
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},
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}
]
}
],
"input_skill": "C# .NET",
"matched_via": "embedding_alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
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{
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"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "TOOL",
"slug": "mysql",
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
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"rationale": "Modeling and tuning relational persistence for backend features. PHP backend developers need this to shape schemas, indexes, transactions, and query-aware data structures that support application behavior.",
"slug": "relational-data-modeling",
"source": "db"
},
"input_skill": "MySQL",
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{
"display_name": "Fullstack Developer",
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"source": "db"
},
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"display_name": "Fullstack Developer",
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"role_archetype": null,
"slug": "full-stack-engineer",
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},
{
"display_name": "PHP Backend Developer",
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"role_archetype": "Engineering",
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}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
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"rationale": "Modeling and operating relational persistence for backend services. Includes schema design, normalization, indexing, transactions, and query tuning for operational data stores.",
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"source": "db"
},
"input_skill": "MySQL",
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"roles_from_db": [
{
"display_name": ".NET Backend Developer",
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"role_archetype": "Engineering",
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},
{
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"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"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Relational Database Usage",
"id": 371,
"rationale": "Working effectively with operational relational databases from Go backend services. This includes schema-aware querying, indexing awareness, transactions, and understanding how service code interacts with PostgreSQL or similar systems.",
"slug": "relational-database-usage",
"source": "db"
},
"input_skill": "MySQL",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
}
]
}
],
"input_skill": "MySQL",
"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": ".NET Backend Developer",
"id": 83,
"rationale": ".NET Backend Developer directly aligns with primary skills in C# .NET and MySQL.",
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "C# .NET",
"tag": "in_db"
},
{
"skill": "MySQL",
"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": 83,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "C# and .NET Languages",
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"rationale": "Primary implementation languages and runtime features used to build backend service logic in the .NET ecosystem. This is the core coding surface for request handling, domain logic, and service internals.",
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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": "Primary implementation languages used to build immersive client features, interaction logic, and device-specific runtime behavior. This is the core coding surface for AR/VR experiences.",
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{
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],
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{
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{
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},
"dimension_id": 438,
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"roles_from_db": [
{
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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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}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.