Pipeline run
129e4c38-f7bf-469b-abb7-08eeba28fcb0
Pipeline LLM cost (USD)
API 1: $0.0082
API 2: $0.0003
API 3: $0.0000
Total: $0.0085
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionNature of work
· Power / Performance Engineering
Debug and analyze app software power issues, run hands-on performance/power/thermal studies, design debugging tools, and work with software and hardware teams to fix bottlenecks and improve power/resource management.
"Debug and Analyze the high power issues in APPS SW."
Tech stack maturity
Mainstream Modern
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):
AI, ML
Evidence — skills matched in JD (6)
performance
power management
resource management
thermal studies
development platforms
commercial devices
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
performance
power management
resource management
thermal studies
development platforms
commercial devices
Show KRA description ↓
• Debug and Analyze the high power issues in APPS SW.
• Find solutions to system level power and resource management problems.
• Influence the hardware design to improve power consumption or simplify the power.
• Conduct hands-on performance, power, and/or thermal studies to help optimize the SW power;
• Effectively communicate experimental results, review with technical leads and peers, analyze outstanding issues;
• Work with software teams, who implement modules that are clients of the power and resource management software, to gather requirements and provide guidance.
• Work with software teams to identify and fix performance bottlenecks that increase power consumption.
• Design tools to identify and debug power consumption issues on development platforms and commercial devices
• Invent and file patents on technical solutions to relevant problems;
Signals
Skill
—
—
Alias
embedded-firmware-engineer
1.00
KRA
go-backend-developer
0.50
Post-classification
Centroidupdated · n=5
Alias collision log—
New-role queue—
New skills captured6
New KRA capturedyes
Captured for admin review
performance
primary
↔
Performance Engineer
pending
power management
primary
↔
Performance Engineer
pending
resource management
primary
↔
Performance Engineer
pending
thermal studies
primary
↔
Performance Engineer
pending
development platforms
primary
↔
Performance Engineer
pending
commercial devices
primary
↔
Performance Engineer
pending
R&R fragment (sim 0.00)
↔
Performance Engineer
pending
• Debug and Analyze the high power issues in APPS SW. • Find solutions to system level power and resource management problems. • Influence the hardware design to improve power consumption or simplify …
Status:
completed
Created: 2026-05-27T16:46:19.696142Z
Updated: 2026-05-27T16:47:25.339664Z
API 3 duration: 4421 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
Performance Engineer
domain · Software Engineering CASE DOMAINslug: performance-engineer · id: 33 · source: db
Domain=Software Engineering; The role is centered on analyzing and improving power, performance, and thermal behavior, which best matches a Performance Engineer rather than a general software or embedded role.
Matched skills
power and resource managementperformance studiesthermal studiesexperimental resultsperformance bottlenecksdevelopment platformscommercial devicestechnical solutionspatents
Matched dimensions
Power OptimizationSystem-Level Performance AnalysisThermal and Resource ManagementHardware-Software Co-optimizationDebugging and DiagnosticsCross-functional Technical CollaborationTool Development
Matched KRAs
Debug and Analyze the high power issues in APPS SWFind solutions to system level power and resource management problemsInfluence the hardware design to improve power consumptionConduct hands-on performance, power, and/or thermal studiesEffectively communicate experimental resultsWork with software teams to gather requirements and provide guidanceidentify and fix performance bottlenecks that increase power consumptionDesign tools to identify and debug power consumption issuesInvent and file patents on technical solutions
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
Company Qualcomm India Private Limited Job Area Engineering Group, Engineering Group > Software Engineering General Summary Job Overview: Qualcomm Snapdragon SOC’s long battery life is built on industry leading power management architectures. As a member of the APPS Power Optimization Team you will contribute to the optimization of power consumed of various test cases for upcoming Snapdragon SoCs designed for mobile, IoT, Wear, AR/VR and modem products. You will work with engineers across a range of disciplines (e.g. hardware, software and systems) and technologies (e.g. advanced CPUs, Hexagon DSPs, Adreno GPUs, IoT, AR/VR, ML/AI, Wireless LAN, GPS, low power audio, and low power sensors). Job Responsibilities • Debug and Analyze the high power issues in APPS SW. • Find solutions to system level power and resource management problems. • Influence the hardware design to improve power consumption or simplify the power. • Conduct hands-on performance, power, and/or thermal studies to help optimize the SW power; • Effectively communicate experimental results, review with technical leads and peers, analyze outstanding issues; • Work with software teams, who implement modules that are clients of the power and resource management software, to gather requirements and provide guidance. • Work with software teams to identify and fix performance bottlenecks that increase power consumption. • Design tools to identify and debug power consumption issues on development platforms and commercial devices • Invent and file patents on technical solutions to relevant problems; Minimum Qualifications • Bachelor's degree in Engineering, Information Systems, Computer Science, or related field and 2+ years of Software Engineering or related work experience. OR Master's degree in Engineering, Information Systems, Computer Science, or related field and 1+ year of Software Engineering or related work experience. OR PhD in Engineering, Information Systems, Computer Science, or related field. • 2+ years of academic or work experience with Programming Language such as C, C++, Java, Python, etc. Preferred Qualification • 1 to 3 yrs experience in embedded software development and preferably on mobile or IoT devices • Experience in programming with at least one programming language like C, C++, Java, Python, etc. • Ability to approach problems at a system level - One or more of the following: - Device driver or board support package (BSP) knowledge or development experience - Experience with Linux - Understanding of ARM processor architectures - Experience with power optimization • Excellent communication and presentation skills • Experience in using debug tools like JTAG debugger, oscilloscopes, logic analyzers • Excellent problem solving skills. Applicants: If you need an accommodation, during the application/hiring process, you may request an accommodation by sending email to accommodationsupport Although this role has some expected minor physical activity, this should not deter otherwise qualified applicants from applying. If you are an individual with a physical or mental disability and need an accommodation during the application/hiring process, please call Qualcomm’s toll-free number found here for assistance. Qualcomm will provide reasonable accommodations, upon request, to support individuals with disabilities as part of our ongoing efforts to create an accessible workplace. Qualcomm is an equal opportunity employer and supports workforce diversity. Qualcomm expects its employees to abide by all applicable policies and procedures, including but not limited to security and other requirements regarding protection of Company confidential information and other confidential and/or proprietary information, to the extent those requirements are permissible under applicable law. To all Staffing and Recruiting Agencies: Our Careers Site is only for individuals seeking a job at Qualcomm. Staffing and recruiting agencies and individuals being represented by an agency are not authorized to use this site or to submit profiles, applications or resumes, and any such submissions will be considered unsolicited. Qualcomm does not accept unsolicited resumes or applications from agencies. Please do not forward resumes to our jobs alias, Qualcomm employees or any other company location. Qualcomm is not responsible for any fees related to unsolicited resumes/applications. If you would like more information about this role, please contact Qualcomm Careers. 3055158
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
power 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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
resource 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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
thermal studies
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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
development platforms
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
- Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
commercial devices
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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | performance | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | power management | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | resource management | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | thermal studies | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | development platforms | type=Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | commercial devices | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Engineer
CompanyQualcomm India Private Limited
Experience2+ years of Software Engineering or related work experience
DomainIT Services & Consulting
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "Qualcomm India Private Limited",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Software Development",
"Embedded Systems"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Engineering, Information Systems, Computer Science (or related)",
"raw": "Bachelor\u0027s degree in Engineering, Information Systems, Computer Science, or related field",
"requirement": "required"
},
{
"level": "Master\u0027s",
"qualification": "MTECH/ME - Engineering, Information Systems, Computer Science (or related)",
"raw": "Master\u0027s degree in Engineering, Information Systems, Computer Science, or related field",
"requirement": "required"
},
{
"level": "Doctorate",
"qualification": "PhD - Engineering, Information Systems, Computer Science (or related)",
"raw": "PhD in Engineering, Information Systems, Computer Science, or related field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 2,
"raw": "2+ years of Software Engineering or related work experience"
},
"job_locations": [],
"role": "Software Engineer",
"role_aliases": [
"Software Developer",
"Embedded Software Engineer",
"SW Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 9,
"heading": "Job Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Debug and Analyze the high",
"last_5_words": "to relevant problems;"
},
"text": "\u2022 Debug and Analyze the high power issues in APPS SW.\n\u2022 Find solutions to system level power and resource management problems.\n\u2022 Influence the hardware design to improve power consumption or simplify the power.\n\u2022 Conduct hands-on performance, power, and/or thermal studies to help optimize the SW power;\n\u2022 Effectively communicate experimental results, review with technical leads and peers, analyze outstanding issues;\n\u2022 Work with software teams, who implement modules that are clients of the power and resource management software, to gather requirements and provide guidance.\n\u2022 Work with software teams to identify and fix performance bottlenecks that increase power consumption.\n\u2022 Design tools to identify and debug power consumption issues on development platforms and commercial devices\n\u2022 Invent and file patents on technical solutions to relevant problems;",
"word_count": 134
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "performance"
},
{
"is_primary": true,
"skill_name": "power management"
},
{
"is_primary": true,
"skill_name": "resource management"
},
{
"is_primary": true,
"skill_name": "thermal studies"
},
{
"is_primary": true,
"skill_name": "development platforms"
},
{
"is_primary": true,
"skill_name": "commercial devices"
}
],
"jd_role": {
"display_name": "Software Engineer",
"rationale": null,
"role_aliases": [
"Software Developer",
"Embedded Software Engineer",
"SW Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "Qualcomm India Private Limited",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Software Development",
"Embedded Systems"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Engineering, Information Systems, Computer Science (or related)",
"raw": "Bachelor\u0027s degree in Engineering, Information Systems, Computer Science, or related field",
"requirement": "required"
},
{
"level": "Master\u0027s",
"qualification": "MTECH/ME - Engineering, Information Systems, Computer Science (or related)",
"raw": "Master\u0027s degree in Engineering, Information Systems, Computer Science, or related field",
"requirement": "required"
},
{
"level": "Doctorate",
"qualification": "PhD - Engineering, Information Systems, Computer Science (or related)",
"raw": "PhD in Engineering, Information Systems, Computer Science, or related field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 2,
"raw": "2+ years of Software Engineering or related work experience"
},
"job_locations": [],
"role": "Software Engineer",
"role_aliases": [
"Software Developer",
"Embedded Software Engineer",
"SW Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 9,
"heading": "Job Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Debug and Analyze the high",
"last_5_words": "to relevant problems;"
},
"text": "\u2022 Debug and Analyze the high power issues in APPS SW.\n\u2022 Find solutions to system level power and resource management problems.\n\u2022 Influence the hardware design to improve power consumption or simplify the power.\n\u2022 Conduct hands-on performance, power, and/or thermal studies to help optimize the SW power;\n\u2022 Effectively communicate experimental results, review with technical leads and peers, analyze outstanding issues;\n\u2022 Work with software teams, who implement modules that are clients of the power and resource management software, to gather requirements and provide guidance.\n\u2022 Work with software teams to identify and fix performance bottlenecks that increase power consumption.\n\u2022 Design tools to identify and debug power consumption issues on development platforms and commercial devices\n\u2022 Invent and file patents on technical solutions to relevant problems;",
"word_count": 134
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "129e4c38-f7bf-469b-abb7-08eeba28fcb0",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Embedded / Firmware Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 26,
"score": 1.0,
"slug": "embedded-firmware-engineer",
"total_count": null
},
{
"display_name": "Embedded Software Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 242,
"score": 1.0,
"slug": "embedded-software-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Go Backend Developer",
"kra_matches": [
{
"kra_text": "performance tuning and resource efficiency",
"sentence": "Find solutions to system level power and resource management problems.",
"similarity": 0.5238
},
{
"kra_text": "performance tuning and resource efficiency",
"sentence": "Work with software teams to identify and fix performance bottlenecks that increase power consumption.",
"similarity": 0.518
},
{
"kra_text": "performance tuning and resource efficiency",
"sentence": "Design tools to identify and debug power consumption issues on development platforms and commercial devices",
"similarity": 0.4496
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 81,
"score": 0.4971,
"slug": "go-backend-developer",
"total_count": null
},
{
"display_name": "Android Developer",
"kra_matches": [
{
"kra_text": "Profiles and resolves Android app performance issues including memory leaks, overdraw, slow renders, and battery drain using Android Studio profiler.",
"sentence": "Design tools to identify and debug power consumption issues on development platforms and commercial devices",
"similarity": 0.5012
},
{
"kra_text": "Profiles and resolves Android app performance issues including memory leaks, overdraw, slow renders, and battery drain using Android Studio profiler.",
"sentence": "Debug and Analyze the high power issues in APPS SW.",
"similarity": 0.486
},
{
"kra_text": "Profiles and resolves Android app performance issues including memory leaks, overdraw, slow renders, and battery drain using Android Studio profiler.",
"sentence": "Work with software teams to identify and fix performance bottlenecks that increase power consumption.",
"similarity": 0.4675
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 4,
"score": 0.4849,
"slug": "android-engineer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Work with software teams, who implement modules that are clients of the power and resource management software, to gather requirements and provide guidance.",
"similarity": 0.5194
},
{
"kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
"sentence": "Debug and Analyze the high power issues in APPS SW.",
"similarity": 0.4817
},
{
"kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
"sentence": "Design tools to identify and debug power consumption issues on development platforms and commercial devices",
"similarity": 0.4162
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4724,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Scala Backend Developer",
"kra_matches": [
{
"kra_text": "performance and reliability tuning",
"sentence": "Work with software teams to identify and fix performance bottlenecks that increase power consumption.",
"similarity": 0.501
},
{
"kra_text": "performance and reliability tuning",
"sentence": "Conduct hands-on performance, power, and/or thermal studies to help optimize the SW power;",
"similarity": 0.4646
},
{
"kra_text": "defect investigation and fixes",
"sentence": "Debug and Analyze the high power issues in APPS SW.",
"similarity": 0.4453
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 87,
"score": 0.4703,
"slug": "scala-backend-developer",
"total_count": null
},
{
"display_name": "Kotlin Backend Developer",
"kra_matches": [
{
"kra_text": "performance and reliability tuning",
"sentence": "Work with software teams to identify and fix performance bottlenecks that increase power consumption.",
"similarity": 0.501
},
{
"kra_text": "performance and reliability tuning",
"sentence": "Conduct hands-on performance, power, and/or thermal studies to help optimize the SW power;",
"similarity": 0.4646
},
{
"kra_text": "performance and reliability tuning",
"sentence": "Find solutions to system level power and resource management problems.",
"similarity": 0.4437
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 84,
"score": 0.4697,
"slug": "kotlin-server-backend-developer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Performance Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 33,
"score": 0.87,
"slug": "performance-engineer",
"total_count": null
},
"confidence": 0.87,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Power Optimization",
"System-Level Performance Analysis",
"Thermal and Resource Management",
"Hardware-Software Co-optimization",
"Debugging and Diagnostics",
"Cross-functional Technical Collaboration",
"Tool Development"
],
"matched_kras": [
"Debug and Analyze the high power issues in APPS SW",
"Find solutions to system level power and resource management problems",
"Influence the hardware design to improve power consumption",
"Conduct hands-on performance, power, and/or thermal studies",
"Effectively communicate experimental results",
"Work with software teams to gather requirements and provide guidance",
"identify and fix performance bottlenecks that increase power consumption",
"Design tools to identify and debug power consumption issues",
"Invent and file patents on technical solutions"
],
"matched_skills": [
"power and resource management",
"performance studies",
"thermal studies",
"experimental results",
"performance bottlenecks",
"development platforms",
"commercial devices",
"technical solutions",
"patents"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The role is centered on analyzing and improving power, performance, and thermal behavior, which best matches a Performance Engineer rather than a general software or embedded role.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 5,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1662,
"r_and_r_preview": "\u2022 Debug and Analyze the high power issues in APPS SW.\n\u2022 Find solutions to system level power and resource management problems.\n\u2022 Influence the hardware design to improve power consumption or simplify ",
"role_display_name": "Performance Engineer",
"role_slug": "performance-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 21992,
"role_display_name": "Performance Engineer",
"role_slug": "performance-engineer",
"skill_name": "performance",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 21993,
"role_display_name": "Performance Engineer",
"role_slug": "performance-engineer",
"skill_name": "power management",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 21994,
"role_display_name": "Performance Engineer",
"role_slug": "performance-engineer",
"skill_name": "resource management",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 21995,
"role_display_name": "Performance Engineer",
"role_slug": "performance-engineer",
"skill_name": "thermal studies",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 21996,
"role_display_name": "Performance Engineer",
"role_slug": "performance-engineer",
"skill_name": "development platforms",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 21997,
"role_display_name": "Performance Engineer",
"role_slug": "performance-engineer",
"skill_name": "commercial devices",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [],
"candidate_roles": [],
"chosen_role": {
"display_name": "Performance Engineer",
"id": 33,
"rationale": "Domain=Software Engineering; The role is centered on analyzing and improving power, performance, and thermal behavior, which best matches a Performance Engineer rather than a general software or embedded role.",
"role_archetype": null,
"slug": "performance-engineer",
"source": "db"
},
"dimensions": [],
"input_final_skills": [
"performance",
"power management",
"resource management",
"thermal studies",
"development platforms",
"commercial devices"
],
"input_llm_skills": [
"performance",
"power management",
"resource management",
"thermal studies",
"development platforms",
"commercial devices"
],
"new_aliases_persisted": 0,
"run_id": "129e4c38-f7bf-469b-abb7-08eeba28fcb0",
"skills_detail": [
{
"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": "Concepts",
"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": "power management",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Concepts",
"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": "power-management",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "resource management",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Concepts",
"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": "resource-management",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "thermal studies",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Concepts",
"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": "thermal-studies",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "development platforms",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Platforms",
"skill_nature": "PLATFORM",
"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": "development-platforms",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "commercial devices",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Concepts",
"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": "commercial-devices",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"performance",
"power management",
"resource management",
"thermal studies",
"development platforms",
"commercial devices"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Performance Engineer",
"id": 33,
"rationale": "Domain=Software Engineering; The role is centered on analyzing and improving power, performance, and thermal behavior, which best matches a Performance Engineer rather than a general software or embedded role.",
"role_archetype": null,
"slug": "performance-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "performance",
"tag": "new"
},
{
"skill": "power management",
"tag": "new"
},
{
"skill": "resource management",
"tag": "new"
},
{
"skill": "thermal studies",
"tag": "new"
},
{
"skill": "development platforms",
"tag": "new"
},
{
"skill": "commercial devices",
"tag": "new"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "129e4c38-f7bf-469b-abb7-08eeba28fcb0"
}