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Pipeline run

11605018-0b47-43f9-b60c-600a0e56b7ad

Pipeline LLM cost (USD)
API 1: $0.0118 API 2: $0.0003 API 3: $0.0000 Total: $0.0121

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 · Backend reliability and observability
Builds and improves backend systems with a strong focus on reliability, observability, security, and performance: writes and documents code, designs maintainable subsystems, adds tests/metrics/tracing, and drives root-cause fixes and vulnerability closure.
""Defines test suites and instrumentation that ensures targets for latency and availability are being consistently met in production""
Tech stack maturity
Mainstream Modern
Backend development with observability is a standard modern engineering capability, typically aligned with broadly adopted cloud-era tooling and practices rather than legacy or bleeding-edge stacks.
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 (10)
Instrumentation Observability Test Suites Security Performance Vulnerability Management Root Cause Analysis Latency Availability Reusability
Skill cluster (2 dimension groups, role-scoped)
Site Troubleshooting and Debugging
Root Cause Analysis
Cross-cutting / unaligned
Instrumentation Observability Test Suites Security Performance Vulnerability Management Latency Availability Reusability
Show KRA description ↓
As noted above, this list is intended to reflect the current job but there may be additional essential functions (and certainly non-essential job functions) that are not referenced. Management will modify the job or require other tasks be performed whenever it is deemed appropriate to do so, observing, of course, any legal obligations including any collective bargaining obligations. Writes, tests, and documents technical work products (e.g., code, scripts, processes) according to organizational standards and practices • Devotes time to raising the quality and craftsmanship of products and systems • Conducts root cause analysis to identify domain level problems and prescribes action items to mitigate • Designs self-contained systems within a team's domain, and leads implementations of significant capabilities in existing systems • Coaches team members in the execution of techniques to improve reliability, resiliency, security, and performance • Decomposes intricate and interconnected designs into implementations that can be effectively built and maintained by less experienced engineers. • Anticipates trouble areas in systems under development and guides the team in instrumentation practices to ensure observability and supportability. • Defines test suites and instrumentation that ensures targets for latency and availability are being consistently met in production • Leads through example by prioritizing the closure of open vulnerabilities • Evaluates potential attack surfaces in systems under development, identifies best practices to mitigate, and guides teams in their implementation. • Leads team in the identification of small batches of work to delivery the highest value quickly • Ensures reuse is a first class consideration in all team implementations and is a passionate advocate for broad reusability • Formally mentors teammates and helps guide them to and along needed learning journeys • Observes their environment and identifies opportunities for introducing new approaches to problems

Signals

Skill cloud-architect
0.17
Alias backend-engineer
1.00
KRA cybersecurity-engineer
0.57

Post-classification

Centroidupdated · n=410
Alias collision log
New-role queue
New skills captured8
New KRA captured

Captured for admin review

Instrumentation primary Backend Developer pending
Test Suites primary Backend Developer pending
Latency Backend Developer pending
Availability Backend Developer pending
Security primary Backend Developer pending
Performance primary Backend Developer pending
Vulnerability Management primary Backend Developer pending
Reusability Backend Developer pending
Status: completed Created: 2026-05-27T14:16:19.157916Z Updated: 2026-05-27T14:17:47.075880Z API 3 duration: 7843 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 emphasizes designing and implementing systems, writing technical work products, reliability, security, observability, and root cause analysis, which best matches a senior backend engineer role.

Matched skills

writes, tests, and documentsroot cause analysisinstrumentationlatencyavailabilitysecurityperformancereliabilityresiliencyobservabilitysupportabilityvulnerabilities

Matched dimensions

Software Design and ImplementationSystem Reliability EngineeringSecurity EngineeringObservability and InstrumentationPerformance EngineeringTechnical MentoringCode Quality and CraftsmanshipReusable System Design

Matched KRAs

Writes, tests, and documents technical work productsDevotes time to raising quality and craftsmanshipConducts root cause analysisDesigns self-contained systems within a team's domainLeads implementations of significant capabilitiesCoaches team members to improve reliability, resiliency, security, and performanceGuides instrumentation practices to ensure observabilityDefines test suites and instrumentation for latency and availabilityPrioritizes the closure of open vulnerabilitiesFormally mentors teammates

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

About American Airlines:
To Care for People on Life's Journey®. Together with our American Eagle regional partners, we offer thousands of flights daily to more than 350 destinations in more than 60 countries. American Airlines is transforming the way it delivers technology to its customers and team members worldwide. American’s Tech Hub in Hyderabad, India, is our latest technology office location and home to team members who drive technical innovation and engineer unrivalled digital products to best serve American’s customers and team members. With U.S. tech hubs in Dallas-Fort Worth, Texas and Phoenix, Arizona, our new team in Hyderabad, India enables better support of our 24/7 operation and positions American to deliver industry-leading technology solutions that create a world-class customer experience.


Roles & responsibilities : 
As noted above, this list is intended to reflect the current job but there may be additional essential functions (and certainly non-essential job functions) that are not referenced. Management will modify the job or require other tasks be performed whenever it is deemed appropriate to do so, observing, of course, any legal obligations including any collective bargaining obligations.
Writes, tests, and documents technical work products (e.g., code, scripts, processes) according to organizational standards and practices


• Devotes time to raising the quality and craftsmanship of products and systems
• Conducts root cause analysis to identify domain level problems and prescribes action items to mitigate
• Designs self-contained systems within a team's domain, and leads implementations of significant capabilities in existing systems
• Coaches team members in the execution of techniques to improve reliability, resiliency, security, and performance
• Decomposes intricate and interconnected designs into implementations that can be effectively built and maintained by less experienced engineers.
• Anticipates trouble areas in systems under development and guides the team in instrumentation practices to ensure observability and supportability.
• Defines test suites and instrumentation that ensures targets for latency and availability are being consistently met in production
• Leads through example by prioritizing the closure of open vulnerabilities
• Evaluates potential attack surfaces in systems under development, identifies best practices to mitigate, and guides teams in their implementation.
• Leads team in the identification of small batches of work to delivery the highest value quickly
• Ensures reuse is a first class consideration in all team implementations and is a passionate advocate for broad reusability
• Formally mentors teammates and helps guide them to and along needed learning journeys
• Observes their environment and identifies opportunities for introducing new approaches to problems


Experience Required : 
• Minimum Qualifications- Education & Prior Job Experience:
• Bachelor's degree in Computer Science, Computer Engineering, Technology, Information Systems (CIS/MIS), Engineering or related technical discipline, or equivalent experience/training.
• 5+ years of experience designing, developing, and implementing large-scale solutions in production environments
• Preferred Qualifications- Education & Prior Job Experience.
• Master's degree in Computer Science, Computer Engineering, Technology, Information Systems (CIS/MIS), Engineering or related technical discipline, or equivalent experience/training
• Airline Industry experience


Skills Required : 
• Java
• React or Dynamics
• Spring boot


Additional Skills Required: 
• Siebel nice to have
• Angular

Skills from this JD

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

Root Cause Analysis Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: root cause analysis id=2392 · root-cause-analysis

Aliases — catalog

  • root cause analysis (CANONICAL) primary
  • root-cause analysis (CANONICAL)

Context tags (catalog)

5 Whys Continuous improvement Corrective action Corrective actions Data analysis Defect analysis Defect tracking Failure mode effects analysis Fishbone diagram Kaizen Lean methodology Pareto analysis Preventive action Preventive measures Problem-solving Process mapping Quality control Root cause identification Statistical process control continuous improvement corrective actions data collection defect analysis failure mode effects analysis problem-solving process mapping quality management root cause identification systematic approach trend analysis

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Root Cause Analysis Methodology
Confidence
0.96
Version strategy
NOT_APPLICABLE

Maturity reasoning: Root cause analysis is a standard incident/postmortem skill in SRE, ITIL, and quality roles; it appears broadly in job descriptions for operations, QA, and manufacturing, not as a niche tool.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3301
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Observability and Diagnostics Catalog dimension db id 287

    Library dimension (catalog)

    Roles linked in library: Go Backend Developer, Java Backend Developer, Python Backend Developer

  • Site Troubleshooting and Debugging Catalog dimension db id 353

    Library dimension (catalog)

    Roles linked in library: Drupal Dev

  • Sitecore Troubleshooting and Maintenance Catalog dimension db id 447

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Observability and Diagnostics
observability-and-diagnostics
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Site Troubleshooting and Debugging
site-troubleshooting-and-debugging
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Sitecore Troubleshooting and Maintenance
sitecore-troubleshooting-and-maintenance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Instrumentation 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
Monitoring Tools
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Observability Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Observability id=1581 · observability

Aliases — catalog

  • Observability (CANONICAL)

Context tags (catalog)

Grafana OpenTelemetry Prometheus SLIs SLOs alerting dashboards data visualization distributed systems logging metrics monitoring observability tools root cause analysis tracing

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Observability
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: Observability is broadly listed in SRE/DevOps job descriptions and supported by major vendors like Datadog, Grafana, and New Relic, indicating mainstream hiring demand.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
1187
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Observability and Operations Catalog dimension db id 143

    Library dimension (catalog)

    Roles linked in library: Cloud Architect

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Observability and Operations
observability-and-operations
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Test Suites 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
Testing Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Latency 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
Performance Metrics
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Availability 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
Performance Metrics
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
Security Tools
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Performance 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
Performance Metrics
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Vulnerability Management 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
Security Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Reusability 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 Principles
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
Root Cause Analysis in_db
Observability and Diagnostics
observability-and-diagnostics
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Root Cause Analysis in_db
Site Troubleshooting and Debugging
site-troubleshooting-and-debugging
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Root Cause Analysis in_db
Sitecore Troubleshooting and Maintenance
sitecore-troubleshooting-and-maintenance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Observability in_db
Observability and Operations
observability-and-operations
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Instrumentation | type=Monitoring Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Test Suites | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Latency | type=Performance Metrics subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Availability | type=Performance Metrics subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Security | type=Security Tools subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Performance | type=Performance Metrics subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Vulnerability Management | type=Security Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Reusability | type=Development Principles subtype=general nature=CONCEPT lifespan=EVERGREEN
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Engineer
CompanyAmerican Airlines
Experience5+ years of experience designing, developing, and implementing large-scale solutions in production environments
DomainAerospace & Defense
Location Hyderabad, India
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "To Care for People on",
      "last_5_words": "world-class customer experience."
    },
    "text": "To Care for People on Life\u0027s Journey\u00ae. Together with our American Eagle regional partners, we offer thousands of flights daily to more than 350 destinations in more than 60 countries. American Airlines is transforming the way it delivers technology to its customers and team members worldwide. American\u2019s Tech Hub in Hyderabad, India, is our latest technology office location and home to team members who drive technical innovation and engineer unrivalled digital products to best serve American\u2019s customers and team members. With U.S. tech hubs in Dallas-Fort Worth, Texas and Phoenix, Arizona, our new team in Hyderabad, India enables better support of our 24/7 operation and positions American to deliver industry-leading technology solutions that create a world-class customer experience.",
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  "education": [
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      "requirement": "required"
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    {
      "level": "Master\u0027s",
      "qualification": "MTECH/ME - Computer Science (or related)",
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  "experience": {
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      "work_mode": null
    }
  ],
  "role": "Software Engineer",
  "role_aliases": [
    "Software Developer",
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  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 13,
      "heading": "Roles \u0026 responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "As noted above, this list",
        "last_5_words": "to problems"
      },
      "text": "As noted above, this list is intended to reflect the current job but there may be additional essential functions (and certainly non-essential job functions) that are not referenced. Management will modify the job or require other tasks be performed whenever it is deemed appropriate to do so, observing, of course, any legal obligations including any collective bargaining obligations.\nWrites, tests, and documents technical work products (e.g., code, scripts, processes) according to organizational standards and practices\n\n\u2022 Devotes time to raising the quality and craftsmanship of products and systems\n\u2022 Conducts root cause analysis to identify domain level problems and prescribes action items to mitigate\n\u2022 Designs self-contained systems within a team\u0027s domain, and leads implementations of significant capabilities in existing systems\n\u2022 Coaches team members in the execution of techniques to improve reliability, resiliency, security, and performance\n\u2022 Decomposes intricate and interconnected designs into implementations that can be effectively built and maintained by less experienced engineers.\n\u2022 Anticipates trouble areas in systems under development and guides the team in instrumentation practices to ensure observability and supportability.\n\u2022 Defines test suites and instrumentation that ensures targets for latency and availability are being consistently met in production\n\u2022 Leads through example by prioritizing the closure of open vulnerabilities\n\u2022 Evaluates potential attack surfaces in systems under development, identifies best practices to mitigate, and guides teams in their implementation.\n\u2022 Leads team in the identification of small batches of work to delivery the highest value quickly\n\u2022 Ensures reuse is a first class consideration in all team implementations and is a passionate advocate for broad reusability\n\u2022 Formally mentors teammates and helps guide them to and along needed learning journeys\n\u2022 Observes their environment and identifies opportunities for introducing new approaches to problems",
      "word_count": 366
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": false,
      "skill_name": "Root Cause Analysis"
    },
    {
      "is_primary": true,
      "skill_name": "Instrumentation"
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    {
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    },
    {
      "is_primary": true,
      "skill_name": "Test Suites"
    },
    {
      "is_primary": false,
      "skill_name": "Latency"
    },
    {
      "is_primary": false,
      "skill_name": "Availability"
    },
    {
      "is_primary": true,
      "skill_name": "Security"
    },
    {
      "is_primary": true,
      "skill_name": "Performance"
    },
    {
      "is_primary": true,
      "skill_name": "Vulnerability Management"
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  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "To Care for People on",
        "last_5_words": "world-class customer experience."
      },
      "text": "To Care for People on Life\u0027s Journey\u00ae. Together with our American Eagle regional partners, we offer thousands of flights daily to more than 350 destinations in more than 60 countries. American Airlines is transforming the way it delivers technology to its customers and team members worldwide. American\u2019s Tech Hub in Hyderabad, India, is our latest technology office location and home to team members who drive technical innovation and engineer unrivalled digital products to best serve American\u2019s customers and team members. With U.S. tech hubs in Dallas-Fort Worth, Texas and Phoenix, Arizona, our new team in Hyderabad, India enables better support of our 24/7 operation and positions American to deliver industry-leading technology solutions that create a world-class customer experience.",
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        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "As noted above, this list",
          "last_5_words": "to problems"
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    "urls": []
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  "rejection_reason": null,
  "run_id": "11605018-0b47-43f9-b60c-600a0e56b7ad",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 1.0,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "Java Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 79,
        "score": 1.0,
        "slug": "java-backend-developer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Cyber Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
            "sentence": "Evaluates potential attack surfaces in systems under development, identifies best practices to mitigate, and guides teams in their implementation.",
            "similarity": 0.6388
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}
API 2 — extract-details
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      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Latency",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Performance Metrics",
          "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": "latency",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Availability",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Performance Metrics",
          "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": "availability",
        "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": "Security Tools",
          "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
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Performance",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Performance Metrics",
          "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": "performance",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Vulnerability Management",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Security Tools",
          "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": "vulnerability-management",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Reusability",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Development Principles",
          "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": "reusability",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Instrumentation",
    "Test Suites",
    "Latency",
    "Availability",
    "Security",
    "Performance",
    "Vulnerability Management",
    "Reusability"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering; The JD emphasizes designing and implementing systems, writing technical work products, reliability, security, observability, and root cause analysis, which best matches a senior backend engineer 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": "Root Cause Analysis",
      "tag": "in_db"
    },
    {
      "skill": "Instrumentation",
      "tag": "new"
    },
    {
      "skill": "Observability",
      "tag": "in_db"
    },
    {
      "skill": "Test Suites",
      "tag": "new"
    },
    {
      "skill": "Latency",
      "tag": "new"
    },
    {
      "skill": "Availability",
      "tag": "new"
    },
    {
      "skill": "Security",
      "tag": "new"
    },
    {
      "skill": "Performance",
      "tag": "new"
    },
    {
      "skill": "Vulnerability Management",
      "tag": "new"
    },
    {
      "skill": "Reusability",
      "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": "Observability and Diagnostics",
          "id": 287,
          "rationale": "Instrumentation and troubleshooting practices used to understand Java service behavior in production and lower environments. This cluster covers logs, metrics, traces, correlation IDs, and root-cause analysis from service telemetry.",
          "slug": "observability-and-diagnostics",
          "source": "db"
        },
        "dimension_id": 287,
        "input_skill": "Root Cause Analysis",
        "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": "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": "Python Backend Developer",
            "id": 80,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "python-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 2392,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Site Troubleshooting and Debugging",
          "id": 353,
          "rationale": "Diagnosing and fixing Drupal site defects across custom code, configuration, and runtime behavior. This is a coherent cluster because Drupal developers are expected to trace issues from symptoms back to modules, templates, or config.",
          "slug": "site-troubleshooting-and-debugging",
          "source": "db"
        },
        "dimension_id": 353,
        "input_skill": "Root Cause Analysis",
        "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": "Drupal Dev",
            "id": 228,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "drupal-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 2392,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Sitecore Troubleshooting and Maintenance",
          "id": 447,
          "rationale": "Diagnosing defects, regressions, and maintainability issues across Sitecore code, configuration, and content behavior. This is a coherent cluster because the role is expected to stabilize the site experience over time.",
          "slug": "sitecore-troubleshooting-and-maintenance",
          "source": "db"
        },
        "dimension_id": 447,
        "input_skill": "Root Cause Analysis",
        "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": "Sitecore Dev",
            "id": 233,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "sitecore-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 2392,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Observability and Operations",
          "id": 143,
          "rationale": "Monitoring, logging, tracing, and operational readiness patterns used to keep cloud platforms supportable. Cloud Architects use this to define what telemetry and operational controls workloads must expose.",
          "slug": "observability-and-operations",
          "source": "db"
        },
        "dimension_id": 143,
        "input_skill": "Observability",
        "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": 1581,
        "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": "11605018-0b47-43f9-b60c-600a0e56b7ad"
}

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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