Pipeline run
02f78c52-0b71-465f-bf0b-8a538706d0f6
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
Develop solutions that add value and efficiency across systems with minimal technical debt Collaborate closely with fellow developers, architects, product owners, and other stakeholders in crafting op…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Hybrid Mobile Developer
→Flutter Developer
sub-role · 0.57 CASE Bslug: hybrid-mobile-developer · id: 11 · source: db · sub-role slug: flutter-developer
KRA-led classification on flutter-developer (skill weak, KRA 0.57)
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Education: B.E. Computer Science/IT degree (or any other engineering discipline) Experience: 5+ years Position Requirements: 3+ years of hands-on experience with the .NET framework, .NET Core, C#, ASP.Net 3+ years of experience writing Restful web services *2+ years Hands on Experience in Elastic Search* Experience with Relational, Git and PostgreSQL Experience with Front-end frameworks such as React, Angular, or Vue Experience with Unit Testing Highly proficient in object-oriented programming concepts Familiarity with Test-Driven Development and Clean Architecture Principles Experience working with SAAS-based solution delivery Excellent communication skills Role & Responsibilities: Develop solutions that add value and efficiency across systems with minimal technical debt Collaborate closely with fellow developers, architects, product owners, and other stakeholders in crafting optimal solutions to product goals. Deliver code with a Test First mentality and a heavy focus on quality at the code level. Stay informed on technology trends and product roadmaps to inform and guide your peers and more junior team members. Support the development of cross-functional business processes. Work with other Engineers to ensure best practices, cross-team collaboration, and continuity of process
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
- Testing Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- 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
- Soft Skills
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Soft Skills
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Test First | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | best practices | type=Soft Skills subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | cross-functional business processes | type=Soft Skills subtype=general nature=CONCEPT lifespan=EVERGREEN |
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/IT (or any other engineering discipline)",
"raw": "B.E. Computer Science/IT degree (or any other engineering discipline)",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 5,
"raw": "5+ years"
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Role \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Develop solutions that add value",
"last_5_words": "continuity of cross-team collaboration."
},
"text": "Develop solutions that add value and efficiency across systems with minimal technical debt\nCollaborate closely with fellow developers, architects, product owners, and other stakeholders in crafting optimal solutions to product goals.\nDeliver code with a Test First mentality and a heavy focus on quality at the code level.\nStay informed on technology trends and product roadmaps to inform and guide your peers and more junior team members.\nSupport the development of cross-functional business processes.\nWork with other Engineers to ensure best practices, cross-team collaboration, and continuity of process",
"word_count": 66
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Test First"
},
{
"is_primary": false,
"skill_name": "best practices"
},
{
"is_primary": false,
"skill_name": "cross-functional business processes"
}
],
"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/IT (or any other engineering discipline)",
"raw": "B.E. Computer Science/IT degree (or any other engineering discipline)",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 5,
"raw": "5+ years"
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Role \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Develop solutions that add value",
"last_5_words": "continuity of cross-team collaboration."
},
"text": "Develop solutions that add value and efficiency across systems with minimal technical debt\nCollaborate closely with fellow developers, architects, product owners, and other stakeholders in crafting optimal solutions to product goals.\nDeliver code with a Test First mentality and a heavy focus on quality at the code level.\nStay informed on technology trends and product roadmaps to inform and guide your peers and more junior team members.\nSupport the development of cross-functional business processes.\nWork with other Engineers to ensure best practices, cross-team collaboration, and continuity of process",
"word_count": 66
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "02f78c52-0b71-465f-bf0b-8a538706d0f6",
"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 closely with fellow developers, architects, product owners, and other stakeholders in crafting optimal solutions to product goals.",
"similarity": 0.6934
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Work with other Engineers to ensure best practices, cross-team collaboration, and continuity of process",
"similarity": 0.5755
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Develop solutions that add value and efficiency across systems with minimal technical debt",
"similarity": 0.4553
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5747,
"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": "Collaborate closely with fellow developers, architects, product owners, and other stakeholders in crafting optimal solutions to product goals.",
"similarity": 0.5872
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Work with other Engineers to ensure best practices, cross-team collaboration, and continuity of process",
"similarity": 0.577
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Develop solutions that add value and efficiency across systems with minimal technical debt",
"similarity": 0.4962
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.5535,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Collaborate closely with fellow developers, architects, product owners, and other stakeholders in crafting optimal solutions to product goals.",
"similarity": 0.6222
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Work with other Engineers to ensure best practices, cross-team collaboration, and continuity of process",
"similarity": 0.4919
},
{
"kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
"sentence": "Deliver code with a Test First mentality and a heavy focus on quality at the code level.",
"similarity": 0.4861
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5334,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Collaborate closely with fellow developers, architects, product owners, and other stakeholders in crafting optimal solutions to product goals.",
"similarity": 0.541
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Work with other Engineers to ensure best practices, cross-team collaboration, and continuity of process",
"similarity": 0.5006
},
{
"kra_text": "code review and refactoring",
"sentence": "Deliver code with a Test First mentality and a heavy focus on quality at the code level.",
"similarity": 0.4667
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5028,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Deliver code with a Test First mentality and a heavy focus on quality at the code level.",
"similarity": 0.6335
},
{
"kra_text": "maintain code quality",
"sentence": "Develop solutions that add value and efficiency across systems with minimal technical debt",
"similarity": 0.4397
},
{
"kra_text": "maintain code quality",
"sentence": "Work with other Engineers to ensure best practices, cross-team collaboration, and continuity of process",
"similarity": 0.4161
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.4964,
"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": 0.5747,
"slug": "hybrid-mobile-developer",
"total_count": null
},
"confidence": 0.5747,
"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 0.57)",
"sub_role": {
"confidence": 0.5747,
"display_name": "Flutter Developer",
"reasoning": "hoisted from chosen leaf (case=B)",
"role_id": 74,
"slug": "flutter-developer"
}
},
"stage5_updates": {
"centroid_n_after": 66,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1417,
"r_and_r_preview": "Develop solutions that add value and efficiency across systems with minimal technical debt\nCollaborate closely with fellow developers, architects, product owners, and other stakeholders in crafting op",
"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 19233,
"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"skill_name": "Test First",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 19234,
"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"skill_name": "best practices",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 19235,
"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"skill_name": "cross-functional business processes",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [],
"candidate_roles": [],
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": "KRA-led classification on flutter-developer (skill weak, KRA 0.57)",
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
"dimensions": [],
"input_final_skills": [
"Test First",
"best practices",
"cross-functional business processes"
],
"input_llm_skills": [
"Test First",
"best practices",
"cross-functional business processes"
],
"new_aliases_persisted": 0,
"run_id": "02f78c52-0b71-465f-bf0b-8a538706d0f6",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Test First",
"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": "test-first",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "best practices",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Soft Skills",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "EVERGREEN",
"version_strategy": "UNVERSIONED",
"volatility": "STABLE"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "best-practices",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "cross-functional business processes",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Soft Skills",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "EVERGREEN",
"version_strategy": "UNVERSIONED",
"volatility": "STABLE"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "cross-functional-business-processes",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Test First",
"best practices",
"cross-functional business processes"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": "KRA-led classification on flutter-developer (skill weak, KRA 0.57)",
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Test First",
"tag": "new"
},
{
"skill": "best practices",
"tag": "new"
},
{
"skill": "cross-functional business processes",
"tag": "new"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "02f78c52-0b71-465f-bf0b-8a538706d0f6"
}