Pipeline run
16848aab-1213-4325-be97-a4575f89bb88
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
• You’ll build the team. • You'll roll up your sleeves and dive into the technical trenches alongside your team. • Your deep understanding of data platforms and tech stack will guide strategic decisio…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Engineering Manager
domain · Tech-Adjacent CASE DOMAINslug: engineering-manager · id: 121 · source: db
Domain=Tech-Adjacent; The JD is centered on building and leading an engineering team while owning data infrastructure and technical decision-making, which best matches an Engineering Manager.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
This role requires a candidate with a strong technical background in data engineering (with a focus on data infrastructure and management), software development, and a proactive approach to improving data workflows and quality. Look for candidates with a blend of technical expertise and the ability to collaborate effectively within a team environment. As an Engineering Manager, you will mainly focus on two main functions; Tech Savvy, hands-on Leader: • You’ll build the team. • You'll roll up your sleeves and dive into the technical trenches alongside your team. • Your deep understanding of data platforms and tech stack will guide strategic decision-making. • You'll champion innovation and stay ahead of the curve with emerging technologies. Team Architect: • You'll build, motivate, and empower a team of talented engineers. • You'll foster a collaborative and inclusive environment where individuals can flourish. • You'll champion career development and create a space for continuous learning. Key Responsibilities: • Lead the design, development, and deployment of critical data infrastructure components. • Partner with stakeholders across the organization to understand and translate business needs into technical solutions. • Manage resource allocation, prioritize tasks, and ensure project deadlines are met. • Recruit, onboard, and develop talented engineers, shaping a high-performing team. • Foster a culture of open communication, collaboration, and continuous improvement. • Stay abreast of industry trends and proactively identify and implement new technologies. What We’re Looking For: • 8+ years of experience in software engineering, ideally with a focus on data platforms and infrastructure. • The seniority of this role can be flexible based on the experience of the candidate. • Proven track record of leading and motivating successful engineering teams. • Strong understanding of software development methodologies (Agile, DevOps, etc.). • Excellent communication and presentation skills, able to articulate complex technical concepts to both technical and non-technical audiences. • Passion for building and mentoring, dedicated to fostering individual and team growth. • A strategic thinker with a proactive approach to problem-solving and innovation. For this role, candidates need to work in the PST time zone (04:30 PM - 01:30 AM) and Work from the Office (Noida Subject to availability). We require around 5 candidates for this role so in case you have any references you can share them as well. Interested candidates can directly share their resumes at anubhav.pathania@infostride.com
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
- Agile (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Agile
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 367
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- DevOps (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Devops Methodology
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: DevOps appears in a large share of software and platform engineering job descriptions, often alongside CI/CD, Kubernetes, and cloud tooling; it is a standard hiring-pipeline keyword rather than a niche specialty.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 922
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
CI/CD Pipeline Platforms Catalog dimension db id 150
Library dimension (catalog)
Roles linked in library: DevOps Engineer
-
Deployment and Release Patterns Catalog dimension db id 140
Library dimension (catalog)
Roles linked in library: Cloud Architect
-
Infrastructure as Code Catalog dimension db id 132
Library dimension (catalog)
Roles linked in library: Cloud Architect, DevOps Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Deployment and Release Patterns
deployment-and-release-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Infrastructure as Code
infrastructure-as-code
|
✓ | — | 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 |
|---|---|---|---|---|---|---|
| Agile | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| DevOps | in_db |
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| DevOps | in_db |
Deployment and Release Patterns
deployment-and-release-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| DevOps | in_db |
Infrastructure as Code
infrastructure-as-code
|
✓ | — | 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,
"archetype_override_applied": true,
"archetype_override_reason": "tech-adjacent title + tech-context body",
"certifications": [],
"company_name": "Infostride",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 8,
"raw": "8+ years of experience in software engineering"
},
"job_locations": [
{
"aliases": [],
"city": "Noida",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Engineering Manager",
"role_aliases": [
"Engineering Lead",
"Tech Lead",
"Engineering Director"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 4,
"heading": "Tech Savvy, hands-on Leader",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 You\u2019ll build the team.",
"last_5_words": "ahead of the curve with"
},
"text": "\u2022 You\u2019ll build the team.\n\u2022 You\u0027ll roll up your sleeves and dive into the technical trenches alongside your team.\n\u2022 Your deep understanding of data platforms and tech stack will guide strategic decision-making.\n\u2022 You\u0027ll champion innovation and stay ahead of the curve with emerging technologies.",
"word_count": 44
},
{
"bullet_count": 3,
"heading": "Team Architect",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 You\u0027ll build, motivate, and",
"last_5_words": "space for continuous learning."
},
"text": "\u2022 You\u0027ll build, motivate, and empower a team of talented engineers.\n\u2022 You\u0027ll foster a collaborative and inclusive environment where individuals can flourish.\n\u2022 You\u0027ll champion career development and create a space for continuous learning.",
"word_count": 36
},
{
"bullet_count": 6,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Lead the design, development,",
"last_5_words": "identify and implement new technologies."
},
"text": "\u2022 Lead the design, development, and deployment of critical data infrastructure components.\n\u2022 Partner with stakeholders across the organization to understand and translate business needs into technical solutions.\n\u2022 Manage resource allocation, prioritize tasks, and ensure project deadlines are met.\n\u2022 Recruit, onboard, and develop talented engineers, shaping a high-performing team.\n\u2022 Foster a culture of open communication, collaboration, and continuous improvement.\n\u2022 Stay abreast of industry trends and proactively identify and implement new technologies.",
"word_count": 90
},
{
"bullet_count": 7,
"heading": "What We\u2019re Looking For",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 8+ years of experience in",
"last_5_words": "approach to problem-solving and innovation."
},
"text": "\u2022 8+ years of experience in software engineering, ideally with a focus on data platforms and infrastructure.\n\u2022 The seniority of this role can be flexible based on the experience of the candidate.\n\u2022 Proven track record of leading and motivating successful engineering teams.\n\u2022 Strong understanding of software development methodologies (Agile, DevOps, etc.).\n\u2022 Excellent communication and presentation skills, able to articulate complex technical concepts to both technical and non-technical audiences.\n\u2022 Passion for building and mentoring, dedicated to fostering individual and team growth.\n\u2022 A strategic thinker with a proactive approach to problem-solving and innovation.",
"word_count": 97
}
],
"urls": [
{
"type": "other",
"url": "mailto:anubhav.pathania@infostride.com"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Agile"
},
{
"is_primary": true,
"skill_name": "DevOps"
}
],
"jd_role": {
"display_name": "Engineering Manager",
"rationale": null,
"role_aliases": [
"Engineering Lead",
"Tech Lead",
"Engineering Director"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"archetype_override_applied": true,
"archetype_override_reason": "tech-adjacent title + tech-context body",
"certifications": [],
"company_name": "Infostride",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 8,
"raw": "8+ years of experience in software engineering"
},
"job_locations": [
{
"aliases": [],
"city": "Noida",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Engineering Manager",
"role_aliases": [
"Engineering Lead",
"Tech Lead",
"Engineering Director"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 4,
"heading": "Tech Savvy, hands-on Leader",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 You\u2019ll build the team.",
"last_5_words": "ahead of the curve with"
},
"text": "\u2022 You\u2019ll build the team.\n\u2022 You\u0027ll roll up your sleeves and dive into the technical trenches alongside your team.\n\u2022 Your deep understanding of data platforms and tech stack will guide strategic decision-making.\n\u2022 You\u0027ll champion innovation and stay ahead of the curve with emerging technologies.",
"word_count": 44
},
{
"bullet_count": 3,
"heading": "Team Architect",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 You\u0027ll build, motivate, and",
"last_5_words": "space for continuous learning."
},
"text": "\u2022 You\u0027ll build, motivate, and empower a team of talented engineers.\n\u2022 You\u0027ll foster a collaborative and inclusive environment where individuals can flourish.\n\u2022 You\u0027ll champion career development and create a space for continuous learning.",
"word_count": 36
},
{
"bullet_count": 6,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Lead the design, development,",
"last_5_words": "identify and implement new technologies."
},
"text": "\u2022 Lead the design, development, and deployment of critical data infrastructure components.\n\u2022 Partner with stakeholders across the organization to understand and translate business needs into technical solutions.\n\u2022 Manage resource allocation, prioritize tasks, and ensure project deadlines are met.\n\u2022 Recruit, onboard, and develop talented engineers, shaping a high-performing team.\n\u2022 Foster a culture of open communication, collaboration, and continuous improvement.\n\u2022 Stay abreast of industry trends and proactively identify and implement new technologies.",
"word_count": 90
},
{
"bullet_count": 7,
"heading": "What We\u2019re Looking For",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 8+ years of experience in",
"last_5_words": "approach to problem-solving and innovation."
},
"text": "\u2022 8+ years of experience in software engineering, ideally with a focus on data platforms and infrastructure.\n\u2022 The seniority of this role can be flexible based on the experience of the candidate.\n\u2022 Proven track record of leading and motivating successful engineering teams.\n\u2022 Strong understanding of software development methodologies (Agile, DevOps, etc.).\n\u2022 Excellent communication and presentation skills, able to articulate complex technical concepts to both technical and non-technical audiences.\n\u2022 Passion for building and mentoring, dedicated to fostering individual and team growth.\n\u2022 A strategic thinker with a proactive approach to problem-solving and innovation.",
"word_count": 97
}
],
"urls": [
{
"type": "other",
"url": "mailto:anubhav.pathania@infostride.com"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "16848aab-1213-4325-be97-a4575f89bb88",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Engineering Manager",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 1.0,
"slug": "engineering-manager",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Data Engineer",
"kra_matches": [
{
"kra_text": "Designs dimensional models, star schemas, data vault structures, and curated data mart tables to support BI tools and self-service analytics consumption.",
"sentence": "Lead the design, development, and deployment of critical data infrastructure components.",
"similarity": 0.6056
},
{
"kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
"sentence": "Partner with stakeholders across the organization to understand and translate business needs into technical solutions.",
"similarity": 0.5052
},
{
"kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
"sentence": "Your deep understanding of data platforms and tech stack will guide strategic decision-making.",
"similarity": 0.4668
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 2,
"score": 0.5259,
"slug": "data-engineer",
"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": "Lead the design, development, and deployment of critical data infrastructure components.",
"similarity": 0.5088
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Foster a culture of open communication, collaboration, and continuous improvement.",
"similarity": 0.4963
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Partner with stakeholders across the organization to understand and translate business needs into technical solutions.",
"similarity": 0.4502
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.4851,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Partner with stakeholders across the organization to understand and translate business needs into technical solutions.",
"similarity": 0.4955
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Lead the design, development, and deployment of critical data infrastructure components.",
"similarity": 0.478
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "You\u0027ll build, motivate, and empower a team of talented engineers.",
"similarity": 0.4745
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4827,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Cloud Architect",
"kra_matches": [
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Lead the design, development, and deployment of critical data infrastructure components.",
"similarity": 0.5609
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Partner with stakeholders across the organization to understand and translate business needs into technical solutions.",
"similarity": 0.4572
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Proven track record of leading and motivating successful engineering teams.",
"similarity": 0.4202
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.4794,
"slug": "cloud-architect",
"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": "Partner with stakeholders across the organization to understand and translate business needs into technical solutions.",
"similarity": 0.5244
},
{
"kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
"sentence": "Lead the design, development, and deployment of critical data infrastructure components.",
"similarity": 0.4937
},
{
"kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
"sentence": "8+ years of experience in software engineering, ideally with a focus on data platforms and infrastructure.",
"similarity": 0.4163
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4781,
"slug": "full-stack-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Cloud Architect",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"DevOps"
],
"role_id": 9,
"score": 0.5,
"slug": "cloud-architect",
"total_count": 2
},
{
"display_name": "DevOps Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"DevOps"
],
"role_id": 10,
"score": 0.5,
"slug": "devops-engineer",
"total_count": 2
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Engineering Manager",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 0.98,
"slug": "engineering-manager",
"total_count": null
},
"confidence": 0.98,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Engineering team leadership",
"Data platform and infrastructure management",
"Technical strategy and decision-making",
"Talent development and mentoring",
"Cross-functional stakeholder partnership",
"Project prioritization and delivery",
"Innovation and continuous improvement"
],
"matched_kras": [
"build the team",
"build, motivate, and empower a team",
"lead the design, development, and deployment",
"partner with stakeholders across the organization",
"manage resource allocation, prioritize tasks",
"ensure project deadlines are met",
"recruit, onboard, and develop talented engineers",
"foster a culture of open communication",
"stay abreast of industry trends",
"identify and implement new technologies"
],
"matched_skills": [
"data platforms",
"tech stack",
"software engineering",
"Agile",
"DevOps",
"technical solutions",
"data infrastructure",
"resource allocation",
"communication and presentation skills",
"emerging technologies"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Tech-Adjacent; The JD is centered on building and leading an engineering team while owning data infrastructure and technical decision-making, which best matches an Engineering Manager.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 3,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 515,
"r_and_r_preview": "\u2022 You\u2019ll build the team.\n\u2022 You\u0027ll roll up your sleeves and dive into the technical trenches alongside your team.\n\u2022 Your deep understanding of data platforms and tech stack will guide strategic decisio",
"role_display_name": "Engineering Manager",
"role_slug": "engineering-manager",
"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": 868,
"existing_alias_text": "Agile",
"input_term": "Agile",
"matched_canonical": {
"category_id": 8,
"display_name": "Agile",
"id": 520,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "agile",
"sub_category_id": 367,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 1852,
"existing_alias_text": "DevOps",
"input_term": "DevOps",
"matched_canonical": {
"category_id": 8,
"display_name": "DevOps",
"id": 1216,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "devops",
"sub_category_id": 922,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
},
{
"display_name": "Cloud Architect",
"id": 9,
"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
}
],
"chosen_role": {
"display_name": "Engineering Manager",
"id": 121,
"rationale": "Domain=Tech-Adjacent; The JD is centered on building and leading an engineering team while owning data infrastructure and technical decision-making, which best matches an Engineering Manager.",
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"input_skill": "Agile",
"llm_role": null,
"roles_from_db": []
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "CI/CD Pipeline Platforms",
"id": 150,
"rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
"slug": "ci-cd-pipeline-platforms",
"source": "db"
},
"input_skill": "DevOps",
"llm_role": null,
"roles_from_db": [
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
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}
]
},
{
"dimension": {
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},
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"roles_from_db": [
{
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}
]
},
{
"dimension": {
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},
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"roles_from_db": [
{
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},
{
"display_name": "DevOps Engineer",
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"role_archetype": null,
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}
]
}
],
"input_final_skills": [
"Agile",
"DevOps"
],
"input_llm_skills": [
"Agile",
"DevOps"
],
"new_aliases_persisted": 0,
"run_id": "16848aab-1213-4325-be97-a4575f89bb88",
"skills_detail": [
{
"aliases_in_db": [
{
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"id": 868,
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],
"canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
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},
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}
],
"input_skill": "Agile",
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"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
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}
],
"canonical": {
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"is_extractable": true,
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"typical_lifespan": "EVERGREEN",
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},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "CI/CD Pipeline Platforms",
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"slug": "ci-cd-pipeline-platforms",
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},
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"roles_from_db": [
{
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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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],
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}
],
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}
API 3 — final-role-output
{
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"slug": "engineering-manager",
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},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
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"tag": "in_db"
},
{
"skill": "DevOps",
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}
],
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"llm_cost_total_usd": null,
"persistence": {
"items": [
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},
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"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [],
"skill_dimension_saved": true,
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},
{
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},
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"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
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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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{
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],
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},
{
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},
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"role_dimension_saved": false,
"roles_from_db": [
{
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{
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],
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],
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},
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}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.