Pipeline run
788def8a-6e5b-4e26-b92a-faf06258d21f
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
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Fullstack Developer
domain · Software Engineering CASE DOMAINslug: full-stack-engineer · id: 15 · source: db
Domain=Software Engineering; The responsibilities span scalable code, backend components, user-facing integration, testing/debugging, security, and cross-team technical solutions, which best fits a full-stack engineering role.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
The Entrepreneurship Network (TEN) is a community-based Edu-Tech group whose objective is to provide quality learning and expertise. This organization would enable you to accelerate your aspirations by providing an opportunity to master the most desired skill-sets in today's market If you're a passionate self-starter, TEN Company is a great company for you. Don't hesitate to apply. Roles and Responsibilities: • Write effective, scalable code • Develop back-end components to improve responsiveness and overall performance • Integrate user-facing elements into applications • Test and debug programs • Improve functionality of existing systems • Implement security and data protection Solutions • Assess and prioritize feature requests • Coordinate with internal teams to understand user requirements and provide Technical solutions
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
- Soft Skills
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Web Frameworks
- 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
- Web Frameworks
- 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
- 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
- Security Tools
- 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
- Security Tools
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Code | type=Soft Skills subtype=general nature=PRACTICE lifespan=EVERGREEN | |
| canonical_skill_proposed | Back-end development | type=Web Frameworks subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | User interface development | type=Web Frameworks subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Security | type=Security Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Data protection | type=Security Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "The Entrepreneurship Network (TEN) is",
"last_5_words": "great company for you. Don\u0027t hesitate"
},
"text": "The Entrepreneurship Network (TEN) is a community-based Edu-Tech group whose objective is to provide quality learning and expertise. This organization would enable you to accelerate your aspirations by providing an opportunity to master the most desired skill-sets in today\u0027s market If you\u0027re a passionate self-starter, TEN Company is a great company for you. Don\u0027t hesitate to apply.",
"word_count": 64
},
"certifications": [],
"company_name": "The Entrepreneurship Network",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Edu-Tech",
"EdTech"
],
"domain": "Education"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Roles and Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Write effective, scalable code",
"last_5_words": "user requirements and provide Technical solutions"
},
"text": "\u2022 Write effective, scalable code\n\u2022 Develop back-end components to improve responsiveness and overall performance\n\u2022 Integrate user-facing elements into applications\n\u2022 Test and debug programs\n\u2022 Improve functionality of existing systems\n\u2022 Implement security and data protection Solutions\n\u2022 Assess and prioritize feature requests\n\u2022 Coordinate with internal teams to understand user requirements and provide Technical solutions",
"word_count": 50
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Code"
},
{
"is_primary": true,
"skill_name": "Back-end development"
},
{
"is_primary": true,
"skill_name": "User interface development"
},
{
"is_primary": true,
"skill_name": "Testing"
},
{
"is_primary": true,
"skill_name": "Security"
},
{
"is_primary": true,
"skill_name": "Data protection"
}
],
"jd_role": null,
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "The Entrepreneurship Network (TEN) is",
"last_5_words": "great company for you. Don\u0027t hesitate"
},
"text": "The Entrepreneurship Network (TEN) is a community-based Edu-Tech group whose objective is to provide quality learning and expertise. This organization would enable you to accelerate your aspirations by providing an opportunity to master the most desired skill-sets in today\u0027s market If you\u0027re a passionate self-starter, TEN Company is a great company for you. Don\u0027t hesitate to apply.",
"word_count": 64
},
"certifications": [],
"company_name": "The Entrepreneurship Network",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Edu-Tech",
"EdTech"
],
"domain": "Education"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Roles and Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Write effective, scalable code",
"last_5_words": "user requirements and provide Technical solutions"
},
"text": "\u2022 Write effective, scalable code\n\u2022 Develop back-end components to improve responsiveness and overall performance\n\u2022 Integrate user-facing elements into applications\n\u2022 Test and debug programs\n\u2022 Improve functionality of existing systems\n\u2022 Implement security and data protection Solutions\n\u2022 Assess and prioritize feature requests\n\u2022 Coordinate with internal teams to understand user requirements and provide Technical solutions",
"word_count": 50
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "788def8a-6e5b-4e26-b92a-faf06258d21f",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "optimize responsiveness and performance",
"sentence": "Develop back-end components to improve responsiveness and overall performance",
"similarity": 0.6435
},
{
"kra_text": "Implement user-facing screens and flows",
"sentence": "Integrate user-facing elements into applications",
"similarity": 0.63
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Coordinate with internal teams to understand user requirements and provide Technical solutions",
"similarity": 0.574
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.6159,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Vue Frontend Developer",
"kra_matches": [
{
"kra_text": "improve usability and responsiveness",
"sentence": "Develop back-end components to improve responsiveness and overall performance",
"similarity": 0.6136
},
{
"kra_text": "Implement browser-based user interfaces",
"sentence": "Integrate user-facing elements into applications",
"similarity": 0.5777
},
{
"kra_text": "improve usability and responsiveness",
"sentence": "Improve functionality of existing systems",
"similarity": 0.5271
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 91,
"score": 0.5728,
"slug": "vue-frontend-developer",
"total_count": null
},
{
"display_name": "React Frontend Developer",
"kra_matches": [
{
"kra_text": "Implement user-facing screens and interactions",
"sentence": "Integrate user-facing elements into applications",
"similarity": 0.6806
},
{
"kra_text": "connect UI to backend data and actions",
"sentence": "Develop back-end components to improve responsiveness and overall performance",
"similarity": 0.518
},
{
"kra_text": "translate product and design requirements",
"sentence": "Coordinate with internal teams to understand user requirements and provide Technical solutions",
"similarity": 0.5164
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 89,
"score": 0.5717,
"slug": "react-frontend-developer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Optimizes application performance from database query efficiency through API response latency to frontend rendering speed and bundle size.",
"sentence": "Develop back-end components to improve responsiveness and overall performance",
"similarity": 0.5939
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Coordinate with internal teams to understand user requirements and provide Technical solutions",
"similarity": 0.5592
},
{
"kra_text": "Implements complete product features end-to-end from database schema design through backend API to frontend UI using JavaScript, TypeScript, Python, or Ruby on Rails.",
"sentence": "Integrate user-facing elements into applications",
"similarity": 0.509
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5541,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Python Backend Developer",
"kra_matches": [
{
"kra_text": "Design backend endpoints and request handling",
"sentence": "Develop back-end components to improve responsiveness and overall performance",
"similarity": 0.6286
},
{
"kra_text": "Build service and external integrations",
"sentence": "Integrate user-facing elements into applications",
"similarity": 0.5117
},
{
"kra_text": "Refactor existing Python backend code",
"sentence": "Improve functionality of existing systems",
"similarity": 0.4739
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 80,
"score": 0.538,
"slug": "python-backend-developer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.85,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 0.85,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Full-Stack Application Development",
"Backend Performance Improvement",
"Application Integration",
"Software Testing and Debugging",
"Security Implementation",
"Cross-Functional Technical Collaboration"
],
"matched_kras": [
"Write effective, scalable code",
"Develop back-end components to improve responsiveness and performance",
"Integrate user-facing elements into applications",
"Test and debug programs",
"Improve functionality of existing systems",
"Implement security and data protection Solutions",
"Assess and prioritize feature requests",
"Coordinate with internal teams to understand user requirements"
],
"matched_skills": [
"effective, scalable code",
"back-end components",
"user-facing elements",
"Test and debug programs",
"security and data protection Solutions"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The responsibilities span scalable code, backend components, user-facing integration, testing/debugging, security, and cross-team technical solutions, which best fits a full-stack engineering role.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 398,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 13281,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Code",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13282,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Back-end development",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13283,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "User interface development",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13284,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Testing",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13285,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Security",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13286,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Data protection",
"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": "Fullstack Developer",
"id": 15,
"rationale": "Domain=Software Engineering; The responsibilities span scalable code, backend components, user-facing integration, testing/debugging, security, and cross-team technical solutions, which best fits a full-stack engineering role.",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"dimensions": [],
"input_final_skills": [
"Code",
"Back-end development",
"User interface development",
"Testing",
"Security",
"Data protection"
],
"input_llm_skills": [
"Code",
"Back-end development",
"User interface development",
"Testing",
"Security",
"Data protection"
],
"new_aliases_persisted": 0,
"run_id": "788def8a-6e5b-4e26-b92a-faf06258d21f",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Code",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Soft Skills",
"skill_nature": "PRACTICE",
"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": "code",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Back-end development",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Web Frameworks",
"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": "back-end-development",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "User interface development",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Web Frameworks",
"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": "user-interface-development",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "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": "testing",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Security",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Security Tools",
"skill_nature": "CONCEPT",
"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": "security",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Data protection",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Security Tools",
"skill_nature": "CONCEPT",
"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": "data-protection",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Code",
"Back-end development",
"User interface development",
"Testing",
"Security",
"Data protection"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Fullstack Developer",
"id": 15,
"rationale": "Domain=Software Engineering; The responsibilities span scalable code, backend components, user-facing integration, testing/debugging, security, and cross-team technical solutions, which best fits a full-stack engineering role.",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Code",
"tag": "new"
},
{
"skill": "Back-end development",
"tag": "new"
},
{
"skill": "User interface development",
"tag": "new"
},
{
"skill": "Testing",
"tag": "new"
},
{
"skill": "Security",
"tag": "new"
},
{
"skill": "Data protection",
"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": "788def8a-6e5b-4e26-b92a-faf06258d21f"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.