Pipeline run
11605018-0b47-43f9-b60c-600a0e56b7ad
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
domain · Software Engineering CASE DOMAINslug: 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
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
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.
Aliases — catalog
- root cause analysis (CANONICAL) primary
- root-cause analysis (CANONICAL)
Context tags (catalog)
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) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Monitoring Tools
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Observability (CANONICAL)
Context tags (catalog)
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) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Testing Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Performance Metrics
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Performance Metrics
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Security Tools
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Performance Metrics
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Security Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- 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
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.",
"word_count": 84
},
"certifications": [],
"company_name": "American Airlines",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Airline Industry"
],
"domain": "Aerospace \u0026 Defense"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "Bachelor\u0027s degree in Computer Science, Computer Engineering, Technology, Information Systems (CIS/MIS), Engineering or related technical discipline, or equivalent experience/training.",
"requirement": "required"
},
{
"level": "Master\u0027s",
"qualification": "MTECH/ME - Computer Science (or related)",
"raw": "Master\u0027s degree in Computer Science, Computer Engineering, Technology, Information Systems (CIS/MIS), Engineering or related technical discipline, or equivalent experience/training",
"requirement": "preferred"
}
],
"experience": {
"max": null,
"min": 5,
"raw": "5+ years of experience designing, developing, and implementing large-scale solutions in production environments"
},
"job_locations": [
{
"aliases": [
"Secunderabad"
],
"city": "Hyderabad",
"country": "India",
"state": "Telangana",
"work_mode": null
}
],
"role": "Software Engineer",
"role_aliases": [
"Software Developer",
"SWE",
"Java Developer"
],
"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"
},
{
"is_primary": true,
"skill_name": "Observability"
},
{
"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"
},
{
"is_primary": false,
"skill_name": "Reusability"
}
],
"jd_role": {
"display_name": "Software Engineer",
"rationale": null,
"role_aliases": [
"Software Developer",
"SWE",
"Java Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"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.",
"word_count": 84
},
"certifications": [],
"company_name": "American Airlines",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Airline Industry"
],
"domain": "Aerospace \u0026 Defense"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "Bachelor\u0027s degree in Computer Science, Computer Engineering, Technology, Information Systems (CIS/MIS), Engineering or related technical discipline, or equivalent experience/training.",
"requirement": "required"
},
{
"level": "Master\u0027s",
"qualification": "MTECH/ME - Computer Science (or related)",
"raw": "Master\u0027s degree in Computer Science, Computer Engineering, Technology, Information Systems (CIS/MIS), Engineering or related technical discipline, or equivalent experience/training",
"requirement": "preferred"
}
],
"experience": {
"max": null,
"min": 5,
"raw": "5+ years of experience designing, developing, and implementing large-scale solutions in production environments"
},
"job_locations": [
{
"aliases": [
"Secunderabad"
],
"city": "Hyderabad",
"country": "India",
"state": "Telangana",
"work_mode": null
}
],
"role": "Software Engineer",
"role_aliases": [
"Software Developer",
"SWE",
"Java Developer"
],
"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": []
},
"rejected": false,
"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
},
{
"kra_text": "Triages vulnerability scan findings, prioritizes remediation based on CVSS scores and exploitability, and tracks remediation to closure.",
"sentence": "Leads through example by prioritizing the closure of open vulnerabilities",
"similarity": 0.5417
},
{
"kra_text": "Leads security incident response investigations including forensic analysis, malware triage, containment actions, and post-incident remediation coordination.",
"sentence": "Conducts root cause analysis to identify domain level problems and prescribes action items to mitigate",
"similarity": 0.5208
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 5,
"score": 0.5671,
"slug": "cybersecurity-engineer",
"total_count": null
},
{
"display_name": "Backend Developer",
"kra_matches": [
{
"kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
"sentence": "Conducts root cause analysis to identify domain level problems and prescribes action items to mitigate",
"similarity": 0.5932
},
{
"kra_text": "Adds structured logging, metrics, distributed tracing, and alerting to improve system observability and support production debugging.",
"sentence": "Anticipates trouble areas in systems under development and guides the team in instrumentation practices to ensure observability and supportability.",
"similarity": 0.5136
},
{
"kra_text": "Identifies and resolves backend performance bottlenecks through query optimization, indexing strategies, connection pooling, and distributed caching with Redis.",
"sentence": "Coaches team members in the execution of techniques to improve reliability, resiliency, security, and performance",
"similarity": 0.4603
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.5224,
"slug": "backend-engineer",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"kra_matches": [
{
"kra_text": "Monitors CI/CD pipeline reliability, identifies bottlenecks in delivery workflows, and improves deployment frequency, lead time, and failure recovery rate.",
"sentence": "Anticipates trouble areas in systems under development and guides the team in instrumentation practices to ensure observability and supportability.",
"similarity": 0.5343
},
{
"kra_text": "Writes runbooks, deployment guides, incident playbooks, and infrastructure documentation to support operations and knowledge sharing.",
"sentence": "Writes, tests, and documents technical work products (e.g. , code, scripts, processes) according to organizational standards and practices",
"similarity": 0.5155
},
{
"kra_text": "Monitors CI/CD pipeline reliability, identifies bottlenecks in delivery workflows, and improves deployment frequency, lead time, and failure recovery rate.",
"sentence": "Defines test suites and instrumentation that ensures targets for latency and availability are being consistently met in production",
"similarity": 0.5028
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.5175,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "MLOps Engineer",
"kra_matches": [
{
"kra_text": "Validates model performance benchmarks, data schema contracts, and system integration health before signing off on production release readiness.",
"sentence": "Anticipates trouble areas in systems under development and guides the team in instrumentation practices to ensure observability and supportability.",
"similarity": 0.5394
},
{
"kra_text": "Validates model performance benchmarks, data schema contracts, and system integration health before signing off on production release readiness.",
"sentence": "Defines test suites and instrumentation that ensures targets for latency and availability are being consistently met in production",
"similarity": 0.5231
},
{
"kra_text": "Maintains ML platform runbooks, on-call escalation playbooks, and deployment procedure documentation for production operations teams.",
"sentence": "Writes, tests, and documents technical work products (e.g. , code, scripts, processes) according to organizational standards and practices",
"similarity": 0.434
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 16,
"score": 0.4989,
"slug": "ml-ops-engineer",
"total_count": null
},
{
"display_name": "Cloud Architect",
"kra_matches": [
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Designs self-contained systems within a team\u0027s domain, and leads implementations of significant capabilities in existing systems",
"similarity": 0.5181
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Evaluates potential attack surfaces in systems under development, identifies best practices to mitigate, and guides teams in their implementation.",
"similarity": 0.495
},
{
"kra_text": "Architects blue-green, canary, and immutable infrastructure deployment patterns for zero-downtime releases and fast rollback capabilities.",
"sentence": "Anticipates trouble areas in systems under development and guides the team in instrumentation practices to ensure observability and supportability.",
"similarity": 0.4559
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.4896,
"slug": "cloud-architect",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Cloud Architect",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Observability"
],
"role_id": 9,
"score": 0.1667,
"slug": "cloud-architect",
"total_count": 6
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.78,
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"confidence": 0.78,
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"llm2_fired": false,
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"matched_dimensions": [
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"Security Engineering",
"Observability and Instrumentation",
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"matched_kras": [
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"Designs self-contained systems within a team\u0027s domain",
"Leads implementations of significant capabilities",
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],
"matched_skills": [
"writes, tests, and documents",
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"availability",
"security",
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"new_role_display_name": null,
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"queued": false,
"reasoning": "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.",
"sub_role": null
},
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"centroid_updated": true,
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"role_display_name": "Backend Developer",
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},
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},
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"is_primary": true,
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"role_display_name": "Backend Developer",
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],
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}
}
API 2 — extract-details
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]
}
],
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"input_llm_skills": [
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]
}
],
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},
{
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},
{
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],
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{
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]
}
],
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},
{
"aliases_in_db": [],
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"input_skill": "Test Suites",
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},
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},
{
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"input_skill": "Latency",
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},
{
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{
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},
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},
{
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"input_skill": "Performance",
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},
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},
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},
{
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"new_skill_meta": {
"derived": {
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},
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},
{
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],
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"Availability",
"Security",
"Performance",
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]
}
API 3 — final-role-output
{
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},
"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",
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},
{
"skill": "Availability",
"tag": "new"
},
{
"skill": "Security",
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},
{
"skill": "Performance",
"tag": "new"
},
{
"skill": "Vulnerability Management",
"tag": "new"
},
{
"skill": "Reusability",
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}
],
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"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
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"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",
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},
{
"chosen_role_id": 1,
"dimension": {
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"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,
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},
{
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"dimension": {
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"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,
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"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.