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Pipeline run

3faa1f0c-06d7-46f9-9b01-8e21d659dadc

Pipeline LLM cost (USD)
API 1: $0.0034 API 2: $0.0001 API 3: $0.0000 Total: $0.0036

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Engineering Leadership
Lead the engineering team while guiding MERN web/mobile development, DevOps, security, and Scrum delivery. Work closely with product/design/marketing to prioritize, plan, and ship scalable software.
"Lead and manage our engineering team, fostering a culture of innovation, collaboration, and excellence."
Tech stack maturity
Mainstream Modern
The combination of agile, DevOps, and scrum indicates a standard modern software delivery stack and practices rather than legacy or bleeding-edge technology.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3):
Evidence — skills matched in JD (5)
MERN DevOps Agile Scrum Security
Skill cluster (3 dimension groups, role-scoped)
Software Concepts, Patterns & Practices
Agile Scrum
CI/CD Pipeline Platforms
DevOps
Cross-cutting / unaligned
MERN Security
Show KRA description ↓
• Lead and manage our engineering team, fostering a culture of innovation, collaboration, and excellence. • Collaborate with cross-functional teams, including design, product, and marketing, to align engineering efforts with business goals. • Provide technical guidance and leadership in all aspects of software development, from design to deployment. • Drive the development and implementation of our MERN-based applications, ensuring they meet quality, scalability, and security standards. • Oversee and contribute to the development and maintenance of both web and mobile applications. • Lead the adoption of DevOps best practices to streamline development and deployment processes. • Maintain a strong focus on security, ensuring that our products are protected from potential vulnerabilities. • Implement and oversee Agile development practices, particularly SCRUM, and ensure project management best practices are followed. • 7-10 years of experience in software engineering, with at least 3 years in a leadership or management role. • Strong technical background, with expertise in the MERN stack and full-stack development. • Proven experience in scaling products to accommodate high user demand. • Solid understanding of DevOps principles and practices. • Deep knowledge of security best practices in software development. • Experience working with SCRUM and Agile methodologies. • Exceptional project management skills, including the ability to prioritize, plan, and execute complex projects. • Strong interpersonal and communication skills, with the ability to inspire and lead a high-performing engineering team. • Bachelor's or Master's degree in Computer Science or a related field is preferred.

Signals

Skill engineering-manager
0.40
Alias engineering-manager
1.00
KRA devops-engineer
0.62

Post-classification

Centroidupdated · n=9
Alias collision log
New-role queue
New skills captured2
New KRA capturedyes

Captured for admin review

MERN primary Engineering Manager pending
Security primary Engineering Manager pending
R&R fragment (sim 0.00) Engineering Manager pending

• Lead and manage our engineering team, fostering a culture of innovation, collaboration, and excellence. • Collaborate with cross-functional teams, including design, product, and marketing, to align …

Status: completed Created: 2026-05-27T16:30:36.401338Z Updated: 2026-05-27T16:32:07.408377Z API 3 duration: 19702 ms
Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Engineering Manager

CASE A

slug: engineering-manager · id: 121 · source: db

Exact alias hit on engineering-manager (1.0) — no other alias at this confidence; skill_top engineering-manager 0.40 does not contradict

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

Job description

In this role, you will be working closely with the founders, head of product, and tech team to build, scale, and managing EduFund's products. This is an exciting role for someone who wants autonomy, and hyper growth.

Responsibilities

• Lead and manage our engineering team, fostering a culture of innovation, collaboration, and excellence.
• Collaborate with cross-functional teams, including design, product, and marketing, to align engineering efforts with business goals.
• Provide technical guidance and leadership in all aspects of software development, from design to deployment.
• Drive the development and implementation of our MERN-based applications, ensuring they meet quality, scalability, and security standards.
• Oversee and contribute to the development and maintenance of both web and mobile applications. 6. Lead the adoption of DevOps best practices to streamline development and deployment processes.
• Maintain a strong focus on security, ensuring that our products are protected from potential vulnerabilities.
• Implement and oversee Agile development practices, particularly SCRUM, and ensure project management best practices are followed.


Requirements

• 7-10 years of experience in software engineering, with at least 3 years in a leadership or management role.
• Strong technical background, with expertise in the MERN stack and full-stack development.
• Proven experience in scaling products to accommodate high user demand.
• Solid understanding of DevOps principles and practices.
• Deep knowledge of security best practices in software development.
• Experience working with SCRUM and Agile methodologies.
• Exceptional project management skills, including the ability to prioritize, plan, and execute complex projects.
• Strong interpersonal and communication skills, with the ability to inspire and lead a high-performing engineering team.
• Bachelor's or Master's degree in Computer Science or a related field is preferred.


What You Can Expect In Return

• ESOPs based on performance
• Health insurance
• Statutory benefits like PF & Gratuity
• Flexible Working structure
• Professional development opportunities
• Collaborative and inclusive work culture


EduFund is an early-stage platform that helps Indian parents plan for their child's higher education in advance. Our product allows families to invest for education, take education loans, and receive competitive scholarships! We were founded in 2020 by Eela Dubey (NYU 13’) and Arindam Sengupta (Princeton 12’).

EduFund team is filled with chai lovers, problem solvers, ridiculous jokes, and immeasurable passion towards our work. Our founding team has had the privilege of working at companies like Reliance, Goldman Sachs, CRISIL, GradRight, LeverageEdu, HDFC, and many others.

We have raised over $5M in funding from notable investors such as MassMutual Ventures, Kunal Shah, and DSP Investment Managers.

We are headquartered in Ahmedabad, with teams in Mumbai, Pune.

Website - https://www.edufund.in/

Skills: database,full stack development,aws,react,mern stack,react.js,node.js,devops

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

MERN Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Web Frameworks
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
DevOps Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: DevOps id=1216 · devops

Aliases — catalog

  • DevOps (CANONICAL)

Context tags (catalog)

Agile Ansible Automation CI/CD Cloud-native Continuous Deployment Continuous Integration Docker GitOps Infrastructure as Code Jenkins Kubernetes Microservices Monitoring SRE Terraform

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)
Agile Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Agile id=520 · agile

Aliases — catalog

  • Agile (CANONICAL) primary

Context tags (catalog)

Kanban SAFe Scrum backlog backlog grooming burndown burndown chart continuous delivery continuous improvement cross-functional daily standup epics incremental development iteration iteration planning lean product backlog product owner retrospective sprint sprint planning stand-up story points user stories velocity

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
3594
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Software Concepts, Patterns & Practices Catalog dimension db id 478

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

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)
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension saved
Scrum Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Scrum id=1215 · scrum

Aliases — catalog

  • Scrum (CANONICAL) primary

Context tags (catalog)

Agile Kanban backlog burndown chart cross-functional team daily standup definition of done increment product owner release planning retrospective scrum framework scrum master sprint story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Scrum
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Scrum appears in a large share of agile project-management and product-owner job descriptions, and Scrum Alliance/PSM certifications are widely requested in hiring pipelines.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3627
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Software Concepts, Patterns & Practices Catalog dimension db id 478

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

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)
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension saved
Security Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Soft Skills
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED

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
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)
Agile in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Agile in_db
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension saved
Scrum in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Scrum in_db
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension saved

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed MERN | type=Web Frameworks subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Security | type=Soft Skills subtype=general nature=CONCEPT lifespan=EVERGREEN
nano JD Parser — gpt-4.1-nano click to toggle
RoleEngineering Manager
CompanyEduFund
Experience7-10 years of experience in software engineering, with at least 3 years in a leadership or management role.
DomainEducation
Location Ahmedabad, India (hybrid)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "EduFund is an early-stage",
      "last_5_words": "Kunal Shah, and DSP Investment Managers."
    },
    "text": "EduFund is an early-stage platform that helps Indian parents plan for their child\u0027s higher education in advance. Our product allows families to invest for education, take education loans, and receive competitive scholarships! We were founded in 2020 by Eela Dubey (NYU 13\u2019) and Arindam Sengupta (Princeton 12\u2019).\n\nEduFund team is filled with chai lovers, problem solvers, ridiculous jokes, and immeasurable passion towards our work. Our founding team has had the privilege of working at companies like Reliance, Goldman Sachs, CRISIL, GradRight, LeverageEdu, HDFC, and many others.\n\nWe have raised over $5M in funding from notable investors such as MassMutual Ventures, Kunal Shah, and DSP Investment Managers.",
    "word_count": 116
  },
  "certifications": [],
  "company_name": "EduFund",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "EdTech",
        "Education Technology"
      ],
      "domain": "Education"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science (or related)",
      "raw": "Bachelor\u0027s or Master\u0027s degree in Computer Science or a related field is preferred.",
      "requirement": "preferred"
    },
    {
      "level": "Master\u0027s",
      "qualification": "MTECH/ME/MSC - Computer Science (or related)",
      "raw": "Bachelor\u0027s or Master\u0027s degree in Computer Science or a related field is preferred.",
      "requirement": "preferred"
    }
  ],
  "experience": {
    "max": 10,
    "min": 7,
    "raw": "7-10 years of experience in software engineering, with at least 3 years in a leadership or management role."
  },
  "job_locations": [
    {
      "aliases": [
        "Amdavad"
      ],
      "city": "Ahmedabad",
      "country": "India",
      "state": null,
      "work_mode": "hybrid"
    },
    {
      "aliases": [],
      "city": "Mumbai",
      "country": "India",
      "state": null,
      "work_mode": "hybrid"
    },
    {
      "aliases": [],
      "city": "Pune",
      "country": "India",
      "state": null,
      "work_mode": "hybrid"
    }
  ],
  "role": "Engineering Manager",
  "role_aliases": [
    "Engineering Lead",
    "Tech Lead",
    "Software Engineering Manager"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 8,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Lead and manage our",
        "last_5_words": "project management best practices are followed."
      },
      "text": "\u2022 Lead and manage our engineering team, fostering a culture of innovation, collaboration, and excellence.\n\u2022 Collaborate with cross-functional teams, including design, product, and marketing, to align engineering efforts with business goals.\n\u2022 Provide technical guidance and leadership in all aspects of software development, from design to deployment.\n\u2022 Drive the development and implementation of our MERN-based applications, ensuring they meet quality, scalability, and security standards.\n\u2022 Oversee and contribute to the development and maintenance of both web and mobile applications.\n\u2022 Lead the adoption of DevOps best practices to streamline development and deployment processes.\n\u2022 Maintain a strong focus on security, ensuring that our products are protected from potential vulnerabilities.\n\u2022 Implement and oversee Agile development practices, particularly SCRUM, and ensure project management best practices are followed.",
      "word_count": 139
    },
    {
      "bullet_count": 9,
      "heading": "Requirements",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 7-10 years of experience",
        "last_5_words": "degree in Computer Science or a related field is preferred."
      },
      "text": "\u2022 7-10 years of experience in software engineering, with at least 3 years in a leadership or management role.\n\u2022 Strong technical background, with expertise in the MERN stack and full-stack development.\n\u2022 Proven experience in scaling products to accommodate high user demand.\n\u2022 Solid understanding of DevOps principles and practices.\n\u2022 Deep knowledge of security best practices in software development.\n\u2022 Experience working with SCRUM and Agile methodologies.\n\u2022 Exceptional project management skills, including the ability to prioritize, plan, and execute complex projects.\n\u2022 Strong interpersonal and communication skills, with the ability to inspire and lead a high-performing engineering team.\n\u2022 Bachelor\u0027s or Master\u0027s degree in Computer Science or a related field is preferred.",
      "word_count": 139
    }
  ],
  "urls": [
    {
      "type": "website",
      "url": "https://www.edufund.in/"
    }
  ]
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "MERN"
    },
    {
      "is_primary": true,
      "skill_name": "DevOps"
    },
    {
      "is_primary": true,
      "skill_name": "Agile"
    },
    {
      "is_primary": true,
      "skill_name": "Scrum"
    },
    {
      "is_primary": true,
      "skill_name": "Security"
    }
  ],
  "jd_role": {
    "display_name": "Engineering Manager",
    "rationale": null,
    "role_aliases": [
      "Engineering Lead",
      "Tech Lead",
      "Software Engineering Manager"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "EduFund is an early-stage",
        "last_5_words": "Kunal Shah, and DSP Investment Managers."
      },
      "text": "EduFund is an early-stage platform that helps Indian parents plan for their child\u0027s higher education in advance. Our product allows families to invest for education, take education loans, and receive competitive scholarships! We were founded in 2020 by Eela Dubey (NYU 13\u2019) and Arindam Sengupta (Princeton 12\u2019).\n\nEduFund team is filled with chai lovers, problem solvers, ridiculous jokes, and immeasurable passion towards our work. Our founding team has had the privilege of working at companies like Reliance, Goldman Sachs, CRISIL, GradRight, LeverageEdu, HDFC, and many others.\n\nWe have raised over $5M in funding from notable investors such as MassMutual Ventures, Kunal Shah, and DSP Investment Managers.",
      "word_count": 116
    },
    "certifications": [],
    "company_name": "EduFund",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "EdTech",
          "Education Technology"
        ],
        "domain": "Education"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science (or related)",
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        "requirement": "preferred"
      },
      {
        "level": "Master\u0027s",
        "qualification": "MTECH/ME/MSC - Computer Science (or related)",
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        "requirement": "preferred"
      }
    ],
    "experience": {
      "max": 10,
      "min": 7,
      "raw": "7-10 years of experience in software engineering, with at least 3 years in a leadership or management role."
    },
    "job_locations": [
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        "city": "Ahmedabad",
        "country": "India",
        "state": null,
        "work_mode": "hybrid"
      },
      {
        "aliases": [],
        "city": "Mumbai",
        "country": "India",
        "state": null,
        "work_mode": "hybrid"
      },
      {
        "aliases": [],
        "city": "Pune",
        "country": "India",
        "state": null,
        "work_mode": "hybrid"
      }
    ],
    "role": "Engineering Manager",
    "role_aliases": [
      "Engineering Lead",
      "Tech Lead",
      "Software Engineering Manager"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 8,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Lead and manage our",
          "last_5_words": "project management best practices are followed."
        },
        "text": "\u2022 Lead and manage our engineering team, fostering a culture of innovation, collaboration, and excellence.\n\u2022 Collaborate with cross-functional teams, including design, product, and marketing, to align engineering efforts with business goals.\n\u2022 Provide technical guidance and leadership in all aspects of software development, from design to deployment.\n\u2022 Drive the development and implementation of our MERN-based applications, ensuring they meet quality, scalability, and security standards.\n\u2022 Oversee and contribute to the development and maintenance of both web and mobile applications.\n\u2022 Lead the adoption of DevOps best practices to streamline development and deployment processes.\n\u2022 Maintain a strong focus on security, ensuring that our products are protected from potential vulnerabilities.\n\u2022 Implement and oversee Agile development practices, particularly SCRUM, and ensure project management best practices are followed.",
        "word_count": 139
      },
      {
        "bullet_count": 9,
        "heading": "Requirements",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 7-10 years of experience",
          "last_5_words": "degree in Computer Science or a related field is preferred."
        },
        "text": "\u2022 7-10 years of experience in software engineering, with at least 3 years in a leadership or management role.\n\u2022 Strong technical background, with expertise in the MERN stack and full-stack development.\n\u2022 Proven experience in scaling products to accommodate high user demand.\n\u2022 Solid understanding of DevOps principles and practices.\n\u2022 Deep knowledge of security best practices in software development.\n\u2022 Experience working with SCRUM and Agile methodologies.\n\u2022 Exceptional project management skills, including the ability to prioritize, plan, and execute complex projects.\n\u2022 Strong interpersonal and communication skills, with the ability to inspire and lead a high-performing engineering team.\n\u2022 Bachelor\u0027s or Master\u0027s degree in Computer Science or a related field is preferred.",
        "word_count": 139
      }
    ],
    "urls": [
      {
        "type": "website",
        "url": "https://www.edufund.in/"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "3faa1f0c-06d7-46f9-9b01-8e21d659dadc",
  "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": "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 adoption of DevOps best practices to streamline development and deployment processes.",
            "similarity": 0.7866
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Provide technical guidance and leadership in all aspects of software development, from design to deployment.",
            "similarity": 0.5461
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Implement and oversee Agile development practices, particularly SCRUM, and ensure project management best practices are followed.",
            "similarity": 0.5394
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.624,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate with cross-functional teams, including design, product, and marketing, to align engineering efforts with business goals.",
            "similarity": 0.7168
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Lead and manage our engineering team, fostering a culture of innovation, collaboration, and excellence.",
            "similarity": 0.51
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Oversee and contribute to the development and maintenance of both web and mobile applications.",
            "similarity": 0.5053
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5774,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
            "sentence": "Lead the adoption of DevOps best practices to streamline development and deployment processes.",
            "similarity": 0.585
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Collaborate with cross-functional teams, including design, product, and marketing, to align engineering efforts with business goals.",
            "similarity": 0.5429
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Provide technical guidance and leadership in all aspects of software development, from design to deployment.",
            "similarity": 0.5098
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5459,
        "slug": "full-stack-engineer",
        "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": "Provide technical guidance and leadership in all aspects of software development, from design to deployment.",
            "similarity": 0.591
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Implement and oversee Agile development practices, particularly SCRUM, and ensure project management best practices are followed.",
            "similarity": 0.5205
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Oversee and contribute to the development and maintenance of both web and mobile applications.",
            "similarity": 0.4999
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.5371,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "Cyber Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
            "sentence": "Maintain a strong focus on security, ensuring that our products are protected from potential vulnerabilities.",
            "similarity": 0.5806
          },
          {
            "kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
            "sentence": "Deep knowledge of security best practices in software development.",
            "similarity": 0.5793
          },
          {
            "kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
            "sentence": "Provide technical guidance and leadership in all aspects of software development, from design to deployment.",
            "similarity": 0.4447
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 5,
        "score": 0.5349,
        "slug": "cybersecurity-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Engineering Manager",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "Agile",
          "Scrum"
        ],
        "role_id": 121,
        "score": 0.4,
        "slug": "engineering-manager",
        "total_count": 5
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "DevOps"
        ],
        "role_id": 9,
        "score": 0.2,
        "slug": "cloud-architect",
        "total_count": 5
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "DevOps"
        ],
        "role_id": 10,
        "score": 0.2,
        "slug": "devops-engineer",
        "total_count": 5
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "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
    },
    "confidence": 1.0,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Exact alias hit on engineering-manager (1.0) \u2014 no other alias at this confidence; skill_top engineering-manager 0.40 does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 9,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1523,
      "r_and_r_preview": "\u2022 Lead and manage our engineering team, fostering a culture of innovation, collaboration, and excellence.\n\u2022 Collaborate with cross-functional teams, including design, product, and marketing, to align ",
      "role_display_name": "Engineering Manager",
      "role_slug": "engineering-manager",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 20488,
        "role_display_name": "Engineering Manager",
        "role_slug": "engineering-manager",
        "skill_name": "MERN",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 20489,
        "role_display_name": "Engineering Manager",
        "role_slug": "engineering-manager",
        "skill_name": "Security",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
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    {
      "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"
    },
    {
      "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": 3594,
        "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": 1851,
      "existing_alias_text": "Scrum",
      "input_term": "Scrum",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Scrum",
        "id": 1215,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "scrum",
        "sub_category_id": 3627,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "DevOps Engineer",
      "id": 10,
      "rationale": null,
      "role_archetype": null,
      "slug": "devops-engineer",
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    },
    {
      "display_name": "Cloud Architect",
      "id": 9,
      "rationale": null,
      "role_archetype": null,
      "slug": "cloud-architect",
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    },
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      "rationale": null,
      "role_archetype": null,
      "slug": "engineering-manager",
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    }
  ],
  "chosen_role": {
    "display_name": "Engineering Manager",
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    "rationale": "Exact alias hit on engineering-manager (1.0) \u2014 no other alias at this confidence; skill_top engineering-manager 0.40 does not contradict",
    "role_archetype": null,
    "slug": "engineering-manager",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
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        "display_name": "CI/CD Pipeline Platforms",
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        "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",
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          "slug": "devops-engineer",
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
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        "id": 140,
        "rationale": "Patterns for promoting changes safely across environments, including rollout, rollback, and release gating strategies. Cloud Architects define these patterns so teams can deploy consistently across the platform.",
        "slug": "deployment-and-release-patterns",
        "source": "db"
      },
      "input_skill": "DevOps",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Cloud Architect",
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          "role_archetype": null,
          "slug": "cloud-architect",
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Infrastructure as Code",
        "id": 132,
        "rationale": "Declarative provisioning and environment definition tools used to codify cloud infrastructure, repeatable environments, and platform standards. Cloud Architects use these to express reference architectures and guardrails.",
        "slug": "infrastructure-as-code",
        "source": "db"
      },
      "input_skill": "DevOps",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Cloud Architect",
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          "rationale": null,
          "role_archetype": null,
          "slug": "cloud-architect",
          "source": "db"
        },
        {
          "display_name": "DevOps Engineer",
          "id": 10,
          "rationale": null,
          "role_archetype": null,
          "slug": "devops-engineer",
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        }
      ]
    },
    {
      "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": "Software Concepts, Patterns \u0026 Practices",
        "id": 478,
        "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
        "slug": "software-concepts-patterns-practices",
        "source": "db"
      },
      "input_skill": "Agile",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Engineering Manager",
          "id": 121,
          "rationale": null,
          "role_archetype": null,
          "slug": "engineering-manager",
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        }
      ]
    },
    {
      "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": "Scrum",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Software Concepts, Patterns \u0026 Practices",
        "id": 478,
        "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
        "slug": "software-concepts-patterns-practices",
        "source": "db"
      },
      "input_skill": "Scrum",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Engineering Manager",
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          "role_archetype": null,
          "slug": "engineering-manager",
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        }
      ]
    }
  ],
  "input_final_skills": [
    "MERN",
    "DevOps",
    "Agile",
    "Scrum",
    "Security"
  ],
  "input_llm_skills": [
    "MERN",
    "DevOps",
    "Agile",
    "Scrum",
    "Security"
  ],
  "new_aliases_persisted": 0,
  "run_id": "3faa1f0c-06d7-46f9-9b01-8e21d659dadc",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "MERN",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Web Frameworks",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "mern",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "DevOps",
          "alias_type": "CANONICAL",
          "id": 1852,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "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"
      },
      "dimensions": [
        {
          "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,
              "slug": "devops-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Deployment and Release Patterns",
            "id": 140,
            "rationale": "Patterns for promoting changes safely across environments, including rollout, rollback, and release gating strategies. Cloud Architects define these patterns so teams can deploy consistently across the platform.",
            "slug": "deployment-and-release-patterns",
            "source": "db"
          },
          "input_skill": "DevOps",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cloud Architect",
              "id": 9,
              "rationale": null,
              "role_archetype": null,
              "slug": "cloud-architect",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Infrastructure as Code",
            "id": 132,
            "rationale": "Declarative provisioning and environment definition tools used to codify cloud infrastructure, repeatable environments, and platform standards. Cloud Architects use these to express reference architectures and guardrails.",
            "slug": "infrastructure-as-code",
            "source": "db"
          },
          "input_skill": "DevOps",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cloud Architect",
              "id": 9,
              "rationale": null,
              "role_archetype": null,
              "slug": "cloud-architect",
              "source": "db"
            },
            {
              "display_name": "DevOps Engineer",
              "id": 10,
              "rationale": null,
              "role_archetype": null,
              "slug": "devops-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "DevOps",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Agile",
          "alias_type": "CANONICAL",
          "id": 868,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Agile",
        "id": 520,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "agile",
        "sub_category_id": 3594,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "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": "Software Concepts, Patterns \u0026 Practices",
            "id": 478,
            "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
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            "source": "db"
          },
          "input_skill": "Agile",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Agile",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Scrum",
          "alias_type": "CANONICAL",
          "id": 1851,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Scrum",
        "id": 1215,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "scrum",
        "sub_category_id": 3627,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "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": "Scrum",
          "llm_role": null,
          "roles_from_db": []
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Software Concepts, Patterns \u0026 Practices",
            "id": 478,
            "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
            "slug": "software-concepts-patterns-practices",
            "source": "db"
          },
          "input_skill": "Scrum",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Scrum",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Security",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Soft Skills",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "security",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "MERN",
    "Security"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
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