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Pipeline run

6ed0018e-a64a-4d92-ac6d-1fe74ebdae05

Pipeline LLM cost (USD)
API 1: $0.0124 API 2: $0.0005 API 3: $0.0000 Total: $0.0129

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Integration and event handling
Architects and designs large-scale cloud SaaS platforms, driving system design, POCs, and cross-team technical decisions focused on high availability, scale, security, reliability, and performance. Also works with product/scrum teams to translate requirements into designs, surface risks, and define reusable interfaces/integration points.
"Identify opportunities for integration. Work across teams / organizations to coordinate re-use of technology and integration."
Tech stack maturity
Mainstream Modern
The role and skills indicate a contemporary backend engineering profile centered on cloud and high-availability practices, which fits a mainstream modern stack rather than bleeding-edge or legacy.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.20 / 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): Machine Learning, Deep Learning
Evidence — skills matched in JD (17)
Software-as-a-Service Cloud Agile Scrum System Design High Availability Scalability Security Reliability Performance Engineering Architectural Design Technical Architecture System Integration Public APIs Product Management Proof of Concept White Papers
Skill cluster (2 dimension groups, role-scoped)
Cloud Platforms
Cloud
Cross-cutting / unaligned
Software-as-a-Service Agile Scrum System Design High Availability Scalability Security Reliability Performance Engineering Architectural Design Technical Architecture System Integration Public APIs Product Management Proof of Concept White Papers
Show KRA description ↓
12+ years professional software development experience, with 5+ years as Architect or Principal Engineer with ability to architect & design large scale enterprise class platforms & Software-as-a-service on cloud.Design and develop systems/services with high availability, scale, security, reliability and performance at large scale.Hands-on in architecting, designing & Coding, developing Proof-of-concepts (POCs), Lead architectural discussions and help team in driving towards right design decisions.Work proactively with scrum teams, product management and other cross functional teams and stakeholders in Product planning and grooming, Backlog defining & Grooming both functional and non-functional aspects.Establish strong working relationship with partner teams across the organization to identify dependencies and align priorities and workAnticipate challenges, identify risks and recommend mitigations and solutions. Own and drive those solutions.Develop expertise across multiple modules/systemsRegularly assists Architects and Managers with project scope and estimatingWorks (potentially) with Architects in devising and developing new solutions and that may involve cross-module dependencies.Regularly details all aspects of product design and ensures that resulting design specification fits into technical architectural framework.Review product architecture and help identify performance bottlenecks and other systemic limitations.Engages with customers to address escalations and devise solutionsEngages with customers and Product Management to define and deliver product solutions and influence product roadmap.Define public system interfaces for use across modules and products.Translate business requirements to system design strategies. Defining high level functional / physical design elements.Regularly finds ways to communicate widely through discussions, white papers, publications and otherRegularly demonstrates collaboration by promoting others’ ideas, influencing others, and making teams successfulIdentify opportunities for integration. Work across teams / organizations to coordinate re-use of technology and integration.Responsible for upholding F5’s Business Code of Ethics and for promptly reporting violations of the Code or other company policies.Performs other related duties as assigned.

Signals

Skill engineering-manager
0.14
Alias
KRA cloud-architect
0.55

Post-classification

Centroidupdated · n=938
Alias collision log
New-role queue
New skills captured13
New KRA capturedyes

Captured for admin review

Software-as-a-Service primary Backend Developer pending
Product Management Backend Developer pending
System Design primary Backend Developer pending
Scalability primary Backend Developer pending
Security primary Backend Developer pending
Reliability primary Backend Developer pending
Performance Engineering primary Backend Developer pending
Proof of Concept Backend Developer pending
Architectural Design primary Backend Developer pending
Technical Architecture primary Backend Developer pending
System Integration primary Backend Developer pending
Public APIs primary Backend Developer pending
White Papers Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

12+ years professional software development experience, with 5+ years as Architect or Principal Engineer with ability to architect & design large scale enterprise class platforms & Software-as-a-servi…

Status: completed Created: 2026-05-27T15:26:16.239831Z Updated: 2026-06-12T16:28:16.587508Z API 3 duration: 11562 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

Backend Developer

domain · Software Engineering CASE DOMAIN

slug: backend-engineer · id: 1 · source: db

Domain=Software Engineering; The JD focuses on architecting and designing large-scale cloud enterprise SaaS systems, cross-module services, APIs/interfaces, and backend performance/reliability work, which best matches a senior backend/platform engineering role.

Matched skills

architect & designlarge scale enterprise class platformsSoftware-as-a-servicecloudhigh availabilityscalesecurityreliabilityperformanceProof-of-concepts (POCs)product planningbacklog defining & groomingsystem designpublic system interfacestechnical architectural framework

Matched dimensions

Enterprise Platform ArchitectureCloud SaaS Systems DesignHigh Availability and ScalabilitySecurity and Reliability EngineeringCross-functional Technical LeadershipSystem Integration and ReuseProduct-to-Architecture TranslationPerformance Bottleneck Analysis

Matched KRAs

Design and develop systems/services with high availabilityLead architectural discussions and help team decide designWork proactively with scrum teams, product managementAnticipate challenges, identify risks and recommend mitigationsRegularly details all aspects of product designReview product architecture and help identify performance bottlenecksEngages with customers to address escalations and devise solutionsDefine public system interfaces for use across modulesTranslate business requirements to system design strategiesIdentify opportunities for integration

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

Job Description

 The Challenge You Get to Accomplish 

At F5, we make apps faster, smarter, and safer…from anywhere. Come work within the F5 Modular BIGIP team in an exciting, fast past environment charting the course for F5’s future. You’ll get to build next generation modular BIGIP product for all major private and public cloud environments, on Virtual Servers/hardware and on K8S. Come join a dynamic team using F5 IP, BIGIP product, various open-source platforms, public/private clouds, and demonstrating your own skills. Build services that are performant, reliable, secure, and scalable within a company known for our excellent culture.

If you enjoy providing quality solutions while keeping a focus on high availability, scalability, maintainability, and security then you are the Software Engineer that we would like to have join our team. In this role, you will be responsible for the design, development and implementation of our analytics products and services running in public clouds. You’ll evaluate them and implement migration plans to move from data centers into public clouds.

If you are strong, passionate and high-energy Principal Engineer with product development background and in building large internet scale platforms & products from scratch or existing products, and leading one or more scrum teams technically, functionally and the agile development practices, then you are the right member to be part to our team. In this role, you will be responsible for the leading the architectures/designs/implementations for large scale product called Modular BIGIP and its subsystems/services/components for on-premise, private & public clouds (MS Azure, AWS, GCP). You’ll evaluate them and implement migration plans to move from data canters into public clouds.

Primary Responsibilities
12+ years professional software development experience, with 5+ years as Architect or Principal Engineer with ability to architect & design large scale enterprise class platforms & Software-as-a-service on cloud.Design and develop systems/services with high availability, scale, security, reliability and performance at large scale.Hands-on in architecting, designing & Coding, developing Proof-of-concepts (POCs), Lead architectural discussions and help team in driving towards right design decisions.Work proactively with scrum teams, product management and other cross functional teams and stakeholders in Product planning and grooming, Backlog defining & Grooming both functional and non-functional aspects.Establish strong working relationship with partner teams across the organization to identify dependencies and align priorities and workAnticipate challenges, identify risks and recommend mitigations and solutions. Own and drive those solutions.Develop expertise across multiple modules/systemsRegularly assists Architects and Managers with project scope and estimatingWorks (potentially) with Architects in devising and developing new solutions and that may involve cross-module dependencies.Regularly details all aspects of product design and ensures that resulting design specification fits into technical architectural framework.Review product architecture and help identify performance bottlenecks and other systemic limitations.Engages with customers to address escalations and devise solutionsEngages with customers and Product Management to define and deliver product solutions and influence product roadmap.Define public system interfaces for use across modules and products.Translate business requirements to system design strategies. Defining high level functional / physical design elements.Regularly finds ways to communicate widely through discussions, white papers, publications and otherRegularly demonstrates collaboration by promoting others’ ideas, influencing others, and making teams successfulIdentify opportunities for integration. Work across teams / organizations to coordinate re-use of technology and integration.Responsible for upholding F5’s Business Code of Ethics and for promptly reporting violations of the Code or other company policies.Performs other related duties as assigned.

Required Skills & Abilities
Strong experience in architecting, designing and developing multi-tenanted platforms & products with high scale & performance. Strong in-depth experience in Linux, Windows OS, Networking & Virtual Servers/hardware and Network Infrastructure management. Experience in Cloud native providers like MS Azure or AWS or Google Cloud or any major Cloud vendors in the market and their services.Experience on Machine Learning & Deep Learning tools, algorithms, models and building analytics at scale will be an added advantage.Strong in-depth experience in distributed technologies like statically typed languages like Java, GoLang, Python and REST, Micro services , Apache Spark, Apache Kafka , Zookeeper, and web technologies (JavaScript, HTML5, React.js/Angular JS).Strong experience in Databases like Postgres and any NoSQL.  Strong hands-on experience in Docker, Kubernetes, architecting, and implementing K8S/k3s based large scale distributed products across private & public clouds Strong experience in Cloud native providers like MS Azure or AWS or Google Cloud or any major Cloud vendors in the market and their services.Experience with CI/CD tools & processes including Cloud native CI/CD servicesStrong experience in delivering quality output and coming up with engineering best practices.Should have exceptional analytical and problem-solving skills, with ability to think creatively, strategically and identify and resolve problems.Ability to lead and influence in product architectures & designs, tools & development processes.Expert knowledge and extensive experience with vertical stack technologies.Experience leading complex product technologies and initiatives from concept through release.Expert level development experience in embedded operating systems.Able to collaborate and thrive in a fast-paced high-performance environment.Demonstrated excellence in written and verbal communications.Regularly finds ways to communicate widely through discussions, white papers, publications and other.Regularly demonstrates collaboration by promoting others’ ideas, influencing others, and making teams successful.Is well respected by key stakeholders and peers across broader product development organization.Experienced public speaker and Product expert.Mastery knowledge of product life cycle.High focus on technical delegation.Serve as mentor to other Subject Matter Experts in a minimum of two skill areas.

Qualifications
5+ years of experience as a Platform/Product Architect with cloud experience.Bachelor’s Degree in computer science or related field with 12+ years’ experience; Master’s degree with 10+ years’ experience or equivalent experience.10+ years’ experience with a product/technology company.Fast learner who can pick up new technologies quickly and apply at work.Superior communication skills (written and verbal)Great team player with an instinct to get the job doneInnovative and Out-of-the-box thinking abilities

Great Place to Work®️ Institute, is the ‘Global Authority’ for creating, sustaining and identifying High-Trust, High-Performance CultureTM. Considered the ‘Gold Standard’ in Workplace Culture Assessment, Great Place to Work®️ identifies Best Workplaces solely on the basis of Employee Feedback and quality of People Practices in an organization. No jury or individual can influence the results of the assessment.

Great Place to Work® Certification is the most definitive ‘Employer-of-Choice’ recognition that organizations aspire to achieve. The Certification is recognized world over by employees and employers alike and is considered the ‘Gold Standard’ in identifying and recognizing Great Workplace Cultures. Every year, more than 10,000 organizations across 60 countries apply to get Great Place to Work-CertifiedTM

F5 has earned this recognition for creating a Great Place to Work FOR ALL the employees and has excelled on the 5 dimensions of building a High-Trust, High-Performance CultureTM - Credibility, Respect, Fairness, Pride and Camaraderie. We have been certified as:
Great Place to Work - Oct 2020 to Sep 2021Among the top 75 Best Workplaces in IT & IT-BPM - 2020Great Mid-Size Workplaces - 2020Best Workplaces for Women - 2020

Please visit, to know more https://www.greatplacetowork.in/great/profile/50-Great-Mid/F5-Networks-Innovation

The Job Description is intended to be a general representation of the responsibilities and requirements of the job. However, the description may not be all-inclusive, and responsibilities and requirements are subject to change.Phishing Alert

Please note that F5 only contacts candidates through F5 email address (ending with @f5.com) or auto email notification from Yello/Workday (ending with f5.com or @myworkday.com).

Equal Employment Opportunity

It is the policy of F5 to provide equal employment opportunities to all employees and employment applicants without regard to unlawful considerations of race, religion, color, national origin, sex, sexual orientation, gender identity or expression, age, sensory, physical, or mental disability,marital status, veteran or military status, genetic information, or any other classification protected by applicable local, state, or federal laws.This policy applies to all aspects of employment, including, but not limited to, hiring, job assignment, compensation, promotion, benefits, training, discipline, and termination. Reasonable accommodation is available for qualified individuals with disabilities, upon request.

Skills from this JD

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

Software-as-a-Service 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
Cloud Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Cloud Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Cloud id=1572 · cloud

Aliases — catalog

  • Cloud (CANONICAL)

Context tags (catalog)

AWS Azure DevOps Docker Google Cloud IaaS Kubernetes PaaS SaaS cloud migration cloud security hybrid cloud microservices multi-cloud serverless

Stored enrichment (catalog DB)

Category
Domain
Sub-category
Cloud Computing
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: Cloud is a hiring-pipeline staple: AWS, Azure, and GCP appear in a large share of modern infrastructure JDs, and major vendors continue expanding cloud services rather than sunsetting them.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
37
Sub-category id
1177
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Cloud Platforms Catalog dimension db id 20

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Backend Developer, Cyber Security Engineer, Data Engineer, DevOps Engineer, Fullstack Developer, Go Backend Developer, Java Backend Developer, Kotlin Backend Developer, ML Engineer, MLOps Engineer, Node.js Backend Developer, Python Backend Developer, Scala Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Cloud Platforms
cloud-platforms
Existing dimension (library) · Role↔dimension saved
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 skipped (dimension not under chosen role)
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 skipped (dimension not under chosen role)
Product Management Secondary 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
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
System Design 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
Architecture
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
High Availability Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: high availability id=764 · high-availability

Aliases — catalog

  • high availability (CANONICAL) primary

Context tags (catalog)

RPO RTO SLA active-active active-passive clustering disaster recovery failover fault tolerance heartbeat load balancing redundancy replication rolling upgrade zero downtime

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Reliability Concept
Confidence
0.92
Version strategy
NOT_APPLICABLE

Maturity reasoning: High availability is a standard requirement in cloud/SRE job descriptions and vendor docs; AWS, Azure, and GCP all publish HA reference architectures, showing broad market adoption.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
535
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Availability and Disaster Recovery Catalog dimension db id 141

    Library dimension (catalog)

    Roles linked in library: Cloud Architect

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Availability and Disaster Recovery
availability-and-disaster-recovery
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Scalability 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
Architecture
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
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
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Reliability 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
Architecture
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Performance Engineering 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
Software Engineering
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Proof of Concept Secondary 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
Development Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
Architectural Design 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
Architecture
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Technical Architecture 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
Architecture
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
System Integration 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
Architecture
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Public APIs 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 Development
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
White Papers Secondary 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
Documentation
Sub-category
general
Skill nature
PRACTICE
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED

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
Cloud in_db
Cloud Platforms
cloud-platforms
Existing dimension (library) · Role↔dimension saved
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 skipped (dimension not under chosen role)
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 skipped (dimension not under chosen role)
High Availability in_db
Availability and Disaster Recovery
availability-and-disaster-recovery
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Software-as-a-Service | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Product Management | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed System Design | type=Architecture subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Scalability | type=Architecture subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Security | type=Soft Skills subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Reliability | type=Architecture subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Performance Engineering | type=Software Engineering subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Proof of Concept | type=Development Practices subtype=general nature=PRACTICE lifespan=SHORT_LIVED
canonical_skill_proposed Architectural Design | type=Architecture subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Technical Architecture | type=Architecture subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed System Integration | type=Architecture subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Public APIs | type=Web Development subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed White Papers | type=Documentation subtype=general nature=PRACTICE lifespan=SHORT_LIVED
nano JD Parser — gpt-4.1-nano click to toggle
RolePrincipal Engineer
CompanyF5
Experience12+ years professional software development experience
DomainIT Services & Consulting
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "F5 has earned this recognition",
      "last_5_words": "Workplaces for Women - 2020"
    },
    "text": "F5 has earned this recognition for creating a Great Place to Work FOR ALL the employees and has excelled on the 5 dimensions of building a High-Trust, High-Performance CultureTM - Credibility, Respect, Fairness, Pride and Camaraderie. We have been certified as: Great Place to Work - Oct 2020 to Sep 2021Among the top 75 Best Workplaces in IT \u0026 IT-BPM - 2020Great Mid-Size Workplaces - 2020Best Workplaces for Women - 2020",
    "word_count": 64
  },
  "certifications": [],
  "company_name": "F5",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "Tech Consulting",
        "Software Development"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science (or related)",
      "raw": "Bachelor\u2019s Degree in computer science or related field with 12+ years\u2019 experience",
      "requirement": "required"
    },
    {
      "level": "Master\u0027s",
      "qualification": "MTECH/ME - Computer Science (or related)",
      "raw": "Master\u2019s degree with 10+ years\u2019 experience or equivalent experience",
      "requirement": "preferred"
    }
  ],
  "experience": {
    "max": null,
    "min": 12,
    "raw": "12+ years professional software development experience"
  },
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API 1 — extract-from-jd click to toggle
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        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Public APIs",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 14379,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "White Papers",
        "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": 2518,
      "existing_alias_text": "Cloud",
      "input_term": "Cloud",
      "matched_canonical": {
        "category_id": 37,
        "display_name": "Cloud",
        "id": 1572,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "cloud",
        "sub_category_id": 1177,
        "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",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "scrum",
        "sub_category_id": 3627,
        "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": 1309,
      "existing_alias_text": "high availability",
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      "matched_canonical": {
        "category_id": 2,
        "display_name": "high availability",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "high-availability",
        "sub_category_id": 535,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
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      "slug": "cybersecurity-engineer",
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    },
    {
      "display_name": "Data Engineer",
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      "rationale": null,
      "role_archetype": null,
      "slug": "data-engineer",
      "source": "db"
    },
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      "slug": "devops-engineer",
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      "slug": "full-stack-engineer",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "go-backend-developer",
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    },
    {
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      "rationale": null,
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      "slug": "java-backend-developer",
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    },
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "kotlin-server-backend-developer",
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    },
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      "display_name": "ML Engineer",
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      "slug": "ml-engineer",
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    },
    {
      "display_name": "MLOps Engineer",
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      "slug": "ml-ops-engineer",
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    },
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      "rationale": null,
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      "slug": "node-backend-developer",
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      "rationale": null,
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    },
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      "display_name": "Scala Backend Developer",
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      "rationale": null,
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      "slug": "engineering-manager",
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    },
    {
      "display_name": "Cloud Architect",
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      "slug": "cloud-architect",
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          "slug": "cybersecurity-engineer",
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        },
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          "display_name": "ML Engineer",
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          "slug": "ml-engineer",
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        },
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          "slug": "ml-ops-engineer",
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        },
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          "role_archetype": "Engineering",
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        "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": {
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      ]
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    },
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    },
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        "source": "db"
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  ],
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      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
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      ],
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          },
          "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": "Product Management",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Soft Skills",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "product-management",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "System Design",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Architecture",
          "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": "system-design",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "high availability",
          "alias_type": "CANONICAL",
          "id": 1309,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "high availability",
        "id": 764,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "high-availability",
        "sub_category_id": 535,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Availability and Disaster Recovery",
            "id": 141,
            "rationale": "Resilience architecture for uptime, failover, backup, and recovery objectives. This cluster is coherent because cloud architects must translate business continuity needs into platform guardrails.",
            "slug": "availability-and-disaster-recovery",
            "source": "db"
          },
          "input_skill": "High Availability",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cloud Architect",
              "id": 9,
              "rationale": null,
              "role_archetype": null,
              "slug": "cloud-architect",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "High Availability",
      "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": "Scalability",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Architecture",
          "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": "scalability",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Security",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Soft Skills",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "security",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Reliability",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Architecture",
          "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": "reliability",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Performance Engineering",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Software Engineering",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "performance-engineering",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Proof of Concept",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Development Practices",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "SHORT_LIVED",
          "version_strategy": "VERSIONED",
          "volatility": "FAST"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "proof-of-concept",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Architectural Design",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Architecture",
          "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": "architectural-design",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Technical Architecture",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Architecture",
          "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": "technical-architecture",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "System Integration",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Architecture",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "system-integration",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Public APIs",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Web Development",
          "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": "public-apis",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "White Papers",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Documentation",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "SHORT_LIVED",
          "version_strategy": "VERSIONED",
          "volatility": "FAST"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "white-papers",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Software-as-a-Service",
    "Product Management",
    "System Design",
    "Scalability",
    "Security",
    "Reliability",
    "Performance Engineering",
    "Proof of Concept",
    "Architectural Design",
    "Technical Architecture",
    "System Integration",
    "Public APIs",
    "White Papers"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering; The JD focuses on architecting and designing large-scale cloud enterprise SaaS systems, cross-module services, APIs/interfaces, and backend performance/reliability work, which best matches a senior backend/platform engineering role.",
    "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"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Software-as-a-Service",
      "tag": "new"
    },
    {
      "skill": "Cloud",
      "tag": "in_db"
    },
    {
      "skill": "Agile",
      "tag": "in_db"
    },
    {
      "skill": "Scrum",
      "tag": "in_db"
    },
    {
      "skill": "Product Management",
      "tag": "new"
    },
    {
      "skill": "System Design",
      "tag": "new"
    },
    {
      "skill": "High Availability",
      "tag": "in_db"
    },
    {
      "skill": "Scalability",
      "tag": "new"
    },
    {
      "skill": "Security",
      "tag": "new"
    },
    {
      "skill": "Reliability",
      "tag": "new"
    },
    {
      "skill": "Performance Engineering",
      "tag": "new"
    },
    {
      "skill": "Proof of Concept",
      "tag": "new"
    },
    {
      "skill": "Architectural Design",
      "tag": "new"
    },
    {
      "skill": "Technical Architecture",
      "tag": "new"
    },
    {
      "skill": "System Integration",
      "tag": "new"
    },
    {
      "skill": "Public APIs",
      "tag": "new"
    },
    {
      "skill": "White Papers",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Cloud Platforms",
          "id": 20,
          "rationale": "Underlying cloud providers that host the managed services or infrastructure used by the role, such as AWS, Azure, and GCP.",
          "slug": "cloud-platforms",
          "source": "db"
        },
        "dimension_id": 20,
        "input_skill": "Cloud",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": ".NET Backend Developer",
            "id": 83,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "dotnet-backend-developer",
            "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": "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": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 15,
            "rationale": null,
            "role_archetype": null,
            "slug": "full-stack-engineer",
            "source": "db"
          },
          {
            "display_name": "Go Backend Developer",
            "id": 81,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "go-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Java Backend Developer",
            "id": 79,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "java-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Kotlin Backend Developer",
            "id": 84,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "kotlin-server-backend-developer",
            "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": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Python Backend Developer",
            "id": 80,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "python-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Scala Backend Developer",
            "id": 87,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "scala-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1572,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "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"
        },
        "dimension_id": 96,
        "input_skill": "Agile",
        "llm_role": null,
        "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,
        "skill_id": 520,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "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"
        },
        "dimension_id": 478,
        "input_skill": "Agile",
        "llm_role": null,
        "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": [
          {
            "display_name": "Engineering Manager",
            "id": 121,
            "rationale": null,
            "role_archetype": null,
            "slug": "engineering-manager",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 520,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "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"
        },
        "dimension_id": 96,
        "input_skill": "Scrum",
        "llm_role": null,
        "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,
        "skill_id": 1215,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "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"
        },
        "dimension_id": 478,
        "input_skill": "Scrum",
        "llm_role": null,
        "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": [
          {
            "display_name": "Engineering Manager",
            "id": 121,
            "rationale": null,
            "role_archetype": null,
            "slug": "engineering-manager",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1215,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Availability and Disaster Recovery",
          "id": 141,
          "rationale": "Resilience architecture for uptime, failover, backup, and recovery objectives. This cluster is coherent because cloud architects must translate business continuity needs into platform guardrails.",
          "slug": "availability-and-disaster-recovery",
          "source": "db"
        },
        "dimension_id": 141,
        "input_skill": "High Availability",
        "llm_role": null,
        "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": [
          {
            "display_name": "Cloud Architect",
            "id": 9,
            "rationale": null,
            "role_archetype": null,
            "slug": "cloud-architect",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 764,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "6ed0018e-a64a-4d92-ac6d-1fe74ebdae05"
}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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