Pipeline run
f426db49-8cc9-4468-a505-8b5f0aa901ed
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
• Analyze user requirements • Create innovative, scalable, fault-tolerant software solutions for our clients and customer base. • Work closely with project managers, other developers, systems architec…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
→Python Backend Developer
sub-role · 0.99 domain · Software Engineering CASE DOMAINslug: backend-engineer · id: 1 · source: db · sub-role slug: python-backend-developer
Domain=Software Engineering → sub-role python-backend-developer; The JD centers on Python software development, integrating third-party programs, and producing/testing scalable backend code, which best fits Backend Developer.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Designation: Sr Python Lead Developer Experience: 5 to 6 years Package: 20 to 25LPA Location: Bangalore ( ON SITE ) Key Skills: • An understanding of computer architecture, operating systems, and data structures • An understanding of the Internet, Cloud Computing & Services, and REST APIs. (Must have) • Experience working with Linux/Unix and shell scripts (must have) • A meticulous and organized approach to work • A logical, analytical, and creative approach to problem-solving • A thorough, detail-oriented work style • Experience with Flask / FastAPI / Django Rest Framework will be advantageous. (Must have) • Familiarity with the Qradar app / Splunk app and add on will be an advantage Roles & Responsibilities: • Analyze user requirements • Create innovative, scalable, fault-tolerant software solutions for our clients and customer base. • Work closely with project managers, other developers, systems architects, and sales and marketing professionals • Integrate software components and third-party programs • Produce clean, efficient code based on specifications. • Write and test code to ensure compatibility and stability: refine and rewrite as necessary.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Aliases — catalog
- Python (CANONICAL) primary
- Python 2 (VERSION)
- Python 2.x (VERSION)
- Python 3 (VERSION)
- Python 3.10 (VERSION)
- Python 3.11 (VERSION)
- Python 3.12 (VERSION)
- Python 3.x (VERSION)
- py (VERSION)
- py2 (VERSION)
- py3 (VERSION)
- python 3 (VERSION)
- python 3.x (VERSION)
- python2 (VERSION)
- python3 (VERSION)
- python3.x (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- PSF
- License
- mit
- Year introduced
- 1991
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 3
Maturity reasoning: Python appears in a very high volume of job descriptions across data, backend, automation, and ML roles, and remains a default hiring-pipeline language on major job boards and tech stacks.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 96
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cloud Security Scripting & DSL Languages Catalog dimension db id 248
Library dimension (catalog)
Roles linked in library: Cloud Security Engineer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
-
Programming Languages and Scripting Catalog dimension db id 59
Library dimension (catalog)
Roles linked in library: Cyber Security Engineer
-
Programming Languages for Data Work Catalog dimension db id 21
Library dimension (catalog)
Roles linked in library: Data Engineer
-
Programming Languages for ML Systems Catalog dimension db id 39
Library dimension (catalog)
Roles linked in library: ML Engineer, MLOps Engineer
-
Programming Languages for XR Catalog dimension db id 97
Library dimension (catalog)
Roles linked in library: AR/VR Engineer
-
Python Programming Catalog dimension db id 290
Library dimension (catalog)
Roles linked in library: Python Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cloud Security Scripting & DSL Languages
cloud-security-scripting-dsl-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages
programming-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Programming Languages and Scripting
programming-languages-and-scripting
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Python Programming
python-programming
|
✓ | — | 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 |
|---|---|---|---|---|---|---|
| Python | in_db |
Cloud Security Scripting & DSL Languages
cloud-security-scripting-dsl-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages
programming-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Python | in_db |
Programming Languages and Scripting
programming-languages-and-scripting
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Python Programming
python-programming
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": {
"currency": "INR",
"max": 25,
"min": 20,
"period": "annual",
"raw": "20 to 25LPA"
},
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [],
"experience": {
"max": 6,
"min": 5,
"raw": "5 to 6 years"
},
"job_locations": [
{
"aliases": [
"Bengaluru"
],
"city": "Bangalore",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Sr Python Lead Developer",
"role_aliases": [
"Python Lead Developer",
"Lead Python Developer",
"Senior Python Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Roles \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022\tAnalyze user requirements",
"last_5_words": "refine and rewrite as necessary."
},
"text": "\u2022\tAnalyze user requirements\n\u2022\tCreate innovative, scalable, fault-tolerant software solutions for our clients and customer base.\n\u2022\tWork closely with project managers, other developers, systems architects, and sales and marketing professionals\n\u2022\tIntegrate software components and third-party programs\n\u2022\tProduce clean, efficient code based on specifications.\n\u2022\tWrite and test code to ensure compatibility and stability: refine and rewrite as necessary.",
"word_count": 56
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Python"
}
],
"jd_role": {
"display_name": "Sr Python Lead Developer",
"rationale": null,
"role_aliases": [
"Python Lead Developer",
"Lead Python Developer",
"Senior Python Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": {
"currency": "INR",
"max": 25,
"min": 20,
"period": "annual",
"raw": "20 to 25LPA"
},
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [],
"experience": {
"max": 6,
"min": 5,
"raw": "5 to 6 years"
},
"job_locations": [
{
"aliases": [
"Bengaluru"
],
"city": "Bangalore",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Sr Python Lead Developer",
"role_aliases": [
"Python Lead Developer",
"Lead Python Developer",
"Senior Python Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Roles \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022\tAnalyze user requirements",
"last_5_words": "refine and rewrite as necessary."
},
"text": "\u2022\tAnalyze user requirements\n\u2022\tCreate innovative, scalable, fault-tolerant software solutions for our clients and customer base.\n\u2022\tWork closely with project managers, other developers, systems architects, and sales and marketing professionals\n\u2022\tIntegrate software components and third-party programs\n\u2022\tProduce clean, efficient code based on specifications.\n\u2022\tWrite and test code to ensure compatibility and stability: refine and rewrite as necessary.",
"word_count": 56
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "f426db49-8cc9-4468-a505-8b5f0aa901ed",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Produce clean, efficient code based on specifications.",
"similarity": 0.6197
},
{
"kra_text": "integrate backend APIs",
"sentence": "Integrate software components and third-party programs",
"similarity": 0.5968
},
{
"kra_text": "maintain code quality",
"sentence": "Write and test code to ensure compatibility and stability: refine and rewrite as necessary.",
"similarity": 0.566
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5942,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "integrate external APIs and data sources",
"sentence": "Integrate software components and third-party programs",
"similarity": 0.6535
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Work closely with project managers, other developers, systems architects, and sales and marketing professionals",
"similarity": 0.6189
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Create innovative, scalable, fault-tolerant software solutions for our clients and customer base.",
"similarity": 0.4737
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5821,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": [
{
"kra_text": "external system integration",
"sentence": "Integrate software components and third-party programs",
"similarity": 0.5836
},
{
"kra_text": "code review and refactoring",
"sentence": "Write and test code to ensure compatibility and stability: refine and rewrite as necessary.",
"similarity": 0.5678
},
{
"kra_text": "code review and refactoring",
"sentence": "Produce clean, efficient code based on specifications.",
"similarity": 0.5118
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 82,
"score": 0.5544,
"slug": "node-backend-developer",
"total_count": null
},
{
"display_name": ".NET Backend Developer",
"kra_matches": [
{
"kra_text": "internal and third-party system integration",
"sentence": "Integrate software components and third-party programs",
"similarity": 0.6388
},
{
"kra_text": "backend code refactoring and maintenance",
"sentence": "Write and test code to ensure compatibility and stability: refine and rewrite as necessary.",
"similarity": 0.5403
},
{
"kra_text": "backend code refactoring and maintenance",
"sentence": "Produce clean, efficient code based on specifications.",
"similarity": 0.4616
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 0.5469,
"slug": "dotnet-backend-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Write and test code to ensure compatibility and stability: refine and rewrite as necessary.",
"similarity": 0.5678
},
{
"kra_text": "code review and refactoring",
"sentence": "Produce clean, efficient code based on specifications.",
"similarity": 0.5117
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Work closely with project managers, other developers, systems architects, and sales and marketing professionals",
"similarity": 0.5109
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5301,
"slug": "angular-frontend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": 1
},
{
"display_name": "Data Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 2,
"score": 1.0,
"slug": "data-engineer",
"total_count": 1
},
{
"display_name": "ML Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 3,
"score": 1.0,
"slug": "ml-engineer",
"total_count": 1
},
{
"display_name": "Cyber Security Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 5,
"score": 1.0,
"slug": "cybersecurity-engineer",
"total_count": 1
},
{
"display_name": "AR/VR Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 8,
"score": 1.0,
"slug": "ar-vr-engineer",
"total_count": 1
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.98,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.98,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Backend Software Development",
"System Integration",
"Scalable and Fault-tolerant Architecture",
"Code Quality and Testing",
"Cross-functional Collaboration"
],
"matched_kras": [
"Analyze user requirements",
"Create innovative, scalable, fault-tolerant software solutions",
"Work closely with project managers and other developers",
"Integrate software components and third-party programs",
"Produce clean, efficient code based on specifications",
"Write and test code to ensure compatibility and stability"
],
"matched_skills": [
"Python",
"software solutions",
"third-party programs",
"code",
"test code"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role python-backend-developer; The JD centers on Python software development, integrating third-party programs, and producing/testing scalable backend code, which best fits Backend Developer.",
"sub_role": {
"confidence": 0.99,
"display_name": "Python Backend Developer",
"reasoning": "The title explicitly says Sr Python Lead Developer, and the responsibilities are standard backend software development without conflicting language signals.",
"role_id": 80,
"slug": "python-backend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 311,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 353,
"r_and_r_preview": "\u2022\tAnalyze user requirements\n\u2022\tCreate innovative, scalable, fault-tolerant software solutions for our clients and customer base.\n\u2022\tWork closely with project managers, other developers, systems architec",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"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": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 67,
"existing_alias_text": "Python",
"input_term": "Python",
"matched_canonical": {
"category_id": 6,
"display_name": "Python",
"id": 5,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "python",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "Cloud Security Engineer",
"id": 23,
"rationale": null,
"role_archetype": null,
"slug": "cloud-security-engineer",
"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": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
},
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-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": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Domain=Software Engineering \u2192 sub-role python-backend-developer; The JD centers on Python software development, integrating third-party programs, and producing/testing scalable backend code, which best fits Backend Developer.",
"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"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cloud Security Scripting \u0026 DSL Languages",
"id": 248,
"rationale": "Proficiency in programming and domain-specific languages used to automate and script cloud security controls.",
"slug": "cloud-security-scripting-dsl-languages",
"source": "db"
},
"input_skill": "Python",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cloud Security Engineer",
"id": 23,
"rationale": null,
"role_archetype": null,
"slug": "cloud-security-engineer",
"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": "Python",
"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 and Scripting",
"id": 59,
"rationale": "Languages used to write security automation, analysis scripts, detection logic, and remediation helpers. This is the primary implementation surface for a cybersecurity engineer across tooling and response workflows.",
"slug": "programming-languages-and-scripting",
"source": "db"
},
"input_skill": "Python",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for Data Work",
"id": 21,
"rationale": "Languages used to implement data pipelines, transformations, and operational glue. This is the primary coding surface for building ingestion, enrichment, and automation logic in data engineering.",
"slug": "programming-languages-for-data-work",
"source": "db"
},
"input_skill": "Python",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-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": "Python",
"llm_role": null,
"roles_from_db": [
{
"display_name": "ML Engineer",
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},
{
"display_name": "MLOps Engineer",
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"slug": "ml-ops-engineer",
"source": "db"
}
]
},
{
"dimension": {
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"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": "Python",
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"roles_from_db": [
{
"display_name": "AR/VR Engineer",
"id": 8,
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"role_archetype": null,
"slug": "ar-vr-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Python Programming",
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"rationale": "Core Python language skills used to implement backend business logic, request handlers, integrations, and service internals. This is the primary coding surface for the role.",
"slug": "python-programming",
"source": "db"
},
"input_skill": "Python",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
]
}
],
"input_final_skills": [
"Python"
],
"input_llm_skills": [
"Python"
],
"new_aliases_persisted": 0,
"run_id": "f426db49-8cc9-4468-a505-8b5f0aa901ed",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": "Python",
"alias_type": "CANONICAL",
"id": 67,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 2",
"alias_type": "VERSION",
"id": 72,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 2.x",
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"id": 74,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 3",
"alias_type": "VERSION",
"id": 73,
"is_primary": false,
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},
{
"alias_text": "Python 3.10",
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},
{
"alias_text": "Python 3.11",
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},
{
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},
{
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"alias_type": "VERSION",
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},
{
"alias_text": "py",
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},
{
"alias_text": "py2",
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},
{
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},
{
"alias_text": "python 3",
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},
{
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"alias_type": "VERSION",
"id": 2849,
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},
{
"alias_text": "python2",
"alias_type": "VERSION",
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},
{
"alias_text": "python3",
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},
{
"alias_text": "python3.x",
"alias_type": "VERSION",
"id": 2848,
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"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "python",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cloud Security Scripting \u0026 DSL Languages",
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"rationale": "Proficiency in programming and domain-specific languages used to automate and script cloud security controls.",
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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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}
]
},
{
"dimension": {
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"slug": "programming-languages-for-data-work",
"source": "db"
},
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"roles_from_db": [
{
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"role_archetype": null,
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}
]
},
{
"dimension": {
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},
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{
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},
{
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]
},
{
"dimension": {
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},
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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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"source_tag": "db",
"was_in_llm_skills": true
}
],
"unmatched_skills": []
}
API 3 — final-role-output
{
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},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
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],
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"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
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},
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"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
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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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},
{
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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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},
{
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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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"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "f426db49-8cc9-4468-a505-8b5f0aa901ed"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.