Pipeline run
731c28a3-dac7-44ac-9a69-bb2d4a21288a
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
• Python Expertise: 4–10 years of experience with clean, efficient coding and quality reviews. • Leadership: Proven ability to lead teams, mentor, and manage resources. • Automation & Collaboration: S…
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 is centered on Python development, code quality, leadership, and workflow optimization, which best aligns with a backend Python developer role rather than a frontend or full-stack specialization.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Join Turing as a Senior Python Developer – Lead the Future of AI! Turing, a Palo Alto-based leader in AGI infrastructure and generative AI solutions for Fortune 500 companies, is on a mission to shape the future of AI. Backed by $140M in funding and valued at $4B, we’re powered by a team of technologists from Meta, Google, and Stanford, among others. Why You Should Apply • Impactful Work: Collaborate with top US companies to develop cutting-edge AI solutions. • Lead & Innovate: Take charge of projects, mentor teams, and drive process improvements. • Exciting Growth: Join an award-winning company recognized by Forbes, Fast Company, and more. What We’re Looking For • Python Expertise: 4–10 years of experience with clean, efficient coding and quality reviews. • Leadership: Proven ability to lead teams, mentor, and manage resources. • Automation & Collaboration: Skilled in optimizing workflows and cross-team collaboration. • Clear Communicator: Strong in explaining technical issues and stakeholder updates. What’s in it for You? • Comprehensive Benefits: ₹5L health insurance, family coverage, telehealth, and more. • Retirement Perks: Provident Fund options. • Flexible Work: Long-term role with Join Turing and lead the charge in shaping AI’s future!
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 & DSLs Catalog dimension db id 475
Library dimension (catalog)
Roles linked in library: Engineering Manager
-
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 & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
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 & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| 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": {
"source_marker": {
"first_5_words": "Turing, a Palo Alto-based leader",
"last_5_words": "from Meta, Google, and Stanford."
},
"text": "Turing, a Palo Alto-based leader in AGI infrastructure and generative AI solutions for Fortune 500 companies, is on a mission to shape the future of AI. Backed by $140M in funding and valued at $4B, we\u2019re powered by a team of technologists from Meta, Google, and Stanford, among others.",
"word_count": 54
},
"certifications": [],
"company_name": "Turing",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Product Companies"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [],
"experience": {
"max": 10,
"min": 4,
"raw": "4\u201310 years of experience"
},
"job_locations": [],
"role": "Senior Python Developer",
"role_aliases": [
"Python Developer",
"Software Engineer",
"SWE"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 4,
"heading": "What We\u2019re Looking For",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Python Expertise: 4\u201310 years",
"last_5_words": "and stakeholder updates."
},
"text": "\u2022 Python Expertise: 4\u201310 years of experience with clean, efficient coding and quality reviews.\n\u2022 Leadership: Proven ability to lead teams, mentor, and manage resources.\n\u2022 Automation \u0026 Collaboration: Skilled in optimizing workflows and cross-team collaboration.\n\u2022 Clear Communicator: Strong in explaining technical issues and stakeholder updates.",
"word_count": 48
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Python"
}
],
"jd_role": {
"display_name": "Senior Python Developer",
"rationale": null,
"role_aliases": [
"Python Developer",
"Software Engineer",
"SWE"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Turing, a Palo Alto-based leader",
"last_5_words": "from Meta, Google, and Stanford."
},
"text": "Turing, a Palo Alto-based leader in AGI infrastructure and generative AI solutions for Fortune 500 companies, is on a mission to shape the future of AI. Backed by $140M in funding and valued at $4B, we\u2019re powered by a team of technologists from Meta, Google, and Stanford, among others.",
"word_count": 54
},
"certifications": [],
"company_name": "Turing",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Product Companies"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [],
"experience": {
"max": 10,
"min": 4,
"raw": "4\u201310 years of experience"
},
"job_locations": [],
"role": "Senior Python Developer",
"role_aliases": [
"Python Developer",
"Software Engineer",
"SWE"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 4,
"heading": "What We\u2019re Looking For",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Python Expertise: 4\u201310 years",
"last_5_words": "and stakeholder updates."
},
"text": "\u2022 Python Expertise: 4\u201310 years of experience with clean, efficient coding and quality reviews.\n\u2022 Leadership: Proven ability to lead teams, mentor, and manage resources.\n\u2022 Automation \u0026 Collaboration: Skilled in optimizing workflows and cross-team collaboration.\n\u2022 Clear Communicator: Strong in explaining technical issues and stakeholder updates.",
"word_count": 48
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "731c28a3-dac7-44ac-9a69-bb2d4a21288a",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": null
},
{
"display_name": "Python Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 80,
"score": 1.0,
"slug": "python-backend-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Engineering Manager",
"kra_matches": [
{
"kra_text": "facilitate technical and delivery decisions",
"sentence": "Automation \u0026 Collaboration: Skilled in optimizing workflows and cross-team collaboration.",
"similarity": 0.4517
},
{
"kra_text": "facilitate technical and delivery decisions",
"sentence": "Clear Communicator: Strong in explaining technical issues and stakeholder updates.",
"similarity": 0.4225
},
{
"kra_text": "coach performance and growth",
"sentence": "Leadership: Proven ability to lead teams, mentor, and manage resources.",
"similarity": 0.4136
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 0.4293,
"slug": "engineering-manager",
"total_count": null
},
{
"display_name": ".NET Backend Developer",
"kra_matches": [
{
"kra_text": "service-level technical collaboration",
"sentence": "Automation \u0026 Collaboration: Skilled in optimizing workflows and cross-team collaboration.",
"similarity": 0.4309
},
{
"kra_text": "service-level technical collaboration",
"sentence": "Clear Communicator: Strong in explaining technical issues and stakeholder updates.",
"similarity": 0.3942
},
{
"kra_text": "backend code refactoring and maintenance",
"sentence": "Python Expertise: 4\u201310 years of experience with clean, efficient coding and quality reviews.",
"similarity": 0.3728
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 0.3993,
"slug": "dotnet-backend-developer",
"total_count": null
},
{
"display_name": "AI Engineer",
"kra_matches": [
{
"kra_text": "Designs and implements prompt engineering workflows, few-shot examples, chain-of-thought patterns, and structured output parsing for AI feature pipelines.",
"sentence": "Automation \u0026 Collaboration: Skilled in optimizing workflows and cross-team collaboration.",
"similarity": 0.4864
},
{
"kra_text": "Designs and implements prompt engineering workflows, few-shot examples, chain-of-thought patterns, and structured output parsing for AI feature pipelines.",
"sentence": "Python Expertise: 4\u201310 years of experience with clean, efficient coding and quality reviews.",
"similarity": 0.3683
},
{
"kra_text": "Documents AI feature capabilities, known limitations, failure modes, prompt versioning, and operational runbooks for engineering and product teams.",
"sentence": "Clear Communicator: Strong in explaining technical issues and stakeholder updates.",
"similarity": 0.3272
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 13,
"score": 0.394,
"slug": "ai-engineer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Automation \u0026 Collaboration: Skilled in optimizing workflows and cross-team collaboration.",
"similarity": 0.4596
},
{
"kra_text": "code review and refactoring",
"sentence": "Python Expertise: 4\u201310 years of experience with clean, efficient coding and quality reviews.",
"similarity": 0.4178
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Clear Communicator: Strong in explaining technical issues and stakeholder updates.",
"similarity": 0.3034
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.3936,
"slug": "angular-frontend-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": "Automation \u0026 Collaboration: Skilled in optimizing workflows and cross-team collaboration.",
"similarity": 0.5159
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Leadership: Proven ability to lead teams, mentor, and manage resources.",
"similarity": 0.3204
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Clear Communicator: Strong in explaining technical issues and stakeholder updates.",
"similarity": 0.3187
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.385,
"slug": "devops-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"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
},
{
"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
}
]
},
"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": 0.88,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.88,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Python Software Development",
"Engineering Leadership",
"Workflow Automation",
"Cross-team Collaboration",
"Technical Communication",
"Code Quality Review"
],
"matched_kras": [
"clean, efficient coding and quality reviews",
"lead teams, mentor, and manage resources",
"optimizing workflows and cross-team collaboration",
"explaining technical issues and stakeholder updates"
],
"matched_skills": [
"Python",
"clean, efficient coding",
"quality reviews",
"lead teams",
"mentor",
"manage resources",
"optimizing workflows",
"cross-team collaboration",
"technical issues",
"stakeholder updates"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role python-backend-developer; The JD is centered on Python development, code quality, leadership, and workflow optimization, which best aligns with a backend Python developer role rather than a frontend or full-stack specialization.",
"sub_role": {
"confidence": 0.99,
"display_name": "Python Backend Developer",
"reasoning": "The JD explicitly centers on Python expertise and the title is Senior Python Developer, so Python Backend Developer is the clear match.",
"role_id": 80,
"slug": "python-backend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 1563,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1675,
"r_and_r_preview": "\u2022 Python Expertise: 4\u201310 years of experience with clean, efficient coding and quality reviews.\n\u2022 Leadership: Proven ability to lead teams, mentor, and manage resources.\n\u2022 Automation \u0026 Collaboration: S",
"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": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"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 is centered on Python development, code quality, leadership, and workflow optimization, which best aligns with a backend Python developer role rather than a frontend or full-stack specialization.",
"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",
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"slug": "full-stack-engineer",
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},
{
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"slug": "fullstack-developer",
"source": "db"
}
]
},
{
"dimension": {
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"rationale": "Oversee and guide the selection and effective use of programming and domain\u2010specific languages in software projects.",
"slug": "programming-languages-dsls",
"source": "db"
},
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"roles_from_db": [
{
"display_name": "Engineering Manager",
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"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"
},
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"roles_from_db": [
{
"display_name": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
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"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
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"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"
},
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{
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"role_archetype": null,
"slug": "data-engineer",
"source": "db"
}
]
},
{
"dimension": {
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"display_name": "Programming Languages for ML Systems",
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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",
"source": "db"
},
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{
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"slug": "ml-engineer",
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},
{
"display_name": "MLOps Engineer",
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"role_archetype": null,
"slug": "ml-ops-engineer",
"source": "db"
}
]
},
{
"dimension": {
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"display_name": "Programming Languages for XR",
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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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"roles_from_db": [
{
"display_name": "AR/VR Engineer",
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"slug": "ar-vr-engineer",
"source": "db"
}
]
},
{
"dimension": {
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"slug": "python-programming",
"source": "db"
},
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"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": "731c28a3-dac7-44ac-9a69-bb2d4a21288a",
"skills_detail": [
{
"aliases_in_db": [
{
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"alias_type": "CANONICAL",
"id": 67,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 2",
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"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 2.x",
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"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 3",
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},
{
"alias_text": "Python 3.10",
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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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},
{
"alias_text": "python 3",
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},
{
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},
{
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},
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},
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}
],
"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",
"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"
},
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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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}
],
"unmatched_skills": []
}
API 3 — final-role-output
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"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
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"tag": "in_db"
}
],
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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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"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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],
"skill_dimension_saved": true,
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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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"roles_from_db": [
{
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],
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}
],
"new_skills_created": 0,
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"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
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}