Pipeline run
3a907934-e4e2-4339-ae02-b91d284d3372
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
• Design and develop comprehensive test strategies, frameworks, and methodologies to ensure software quality and reliability, while collaborating with cross-functional teams to align on quality requir…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
SDET
domain · Testing & Quality CASE DOMAINslug: sdet · id: 66 · source: db
Domain=Testing & Quality; The JD centers on designing test strategies, building and maintaining automated testing frameworks, executing test cases, and improving software quality across components, which best matches an SDET.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Have you ever imagined a world with an infinite amount of storage available and accessible to everyone? A place where everyone in the world can easily access their data from anywhere at any time via any means (e.g., mobile phones, tablets, PCs, smart devices, etc.). Did you ever desire a universally accessible storage system to record all the knowledge known to mankind or to store all the data collected from all the scientists in the world for them to collaborate upon? Do you want to be part of a team that strives to bring these to reality? If so, the Microsoft Azure Storage team is what you are looking for. We are building Microsoft’s cloud storage solution - Microsoft Azure Storage, which is a massively scalable, highly distributed, ubiquitously accessible storage system, designed to scale out and serve the entire world. We continue to have tremendous hockey stick growth, we have many Exabyte’s of data stored, and are designing and building systems for Zettabyte scale to support demand growth for the coming years. As a Software Engineer - Test and Senior SDET in the Azure Storage team, you will be involved in the testing and implementation of automated testing solutions for highly scalable, performant services that deliver highly reliable, secure and available access to storage for our customers. You will face challenges of monitoring, analyzing, and designing for ever-growing data needs of our customers and for ensuring data privacy, protection and compliance. This opportunity will allow you to develop your technical skills in cloud services and storage, accelerate career growth, and provide an opportunity to work in a highly dynamic, flexible, and globally distributed team. We are looking for a Software Engineer II who is a self-starter with enthusiasm for learning and bringing fresh ideas to build high quality products. You will have opportunities to work on fast-paced teams and make high impact changes on a daily basis as you build world class services. Microsoft’s mission is to empower every person and every organization on the planet to achieve more. As employees we come together with a growth mindset, innovate to empower others, and collaborate to realize our shared goals. Each day we build on our values of respect, integrity, and accountability to create a culture of inclusion where everyone can thrive at work and beyond. Responsibilities • Design and develop comprehensive test strategies, frameworks, and methodologies to ensure software quality and reliability, while collaborating with cross-functional teams to align on quality requirements. • Define release planning and assess software readiness for production deployment. • Implement and maintain automated testing frameworks, and create, maintain, and execute test cases, scripts, and scenarios across software components. • Identify and document defects, issues, and areas for improvement in the software development process, and perform root cause analysis to resolve complex problems and enhance product quality. • Diagnose performance bottlenecks by analyzing application logs, source code, and profiling data, and run experiments and benchmarks to evaluate distributed system performance. • Work with component teams to identify pain points and provide technical guidance to improve their areas. • Stay current with industry trends, emerging technologies, and QA best practices to continuously improve testing processes. Qualifications Required Qualifications: • Bachelor's Degree in Computer Science or related technical field AND 4+ years technical engineering experience with coding in languages including, but not limited to, C, C++, C#, Java, or Python • OR equivalent experience. • 1+ year(s) experience in software engineering practices, coding with strong testing, debugging and analytical skills. • 1+ year(s) proficiency of software Quality Assurance (QA) and Performance methodologies, tools, and processes. • 1+ year(s) of demonstrated ability to plan, schedule and deliver quality software. Other Requirements • Ability to meet Microsoft, customer and/or government security screening requirements are required for this role. These requirements include, but are not limited to the following specialized security screenings: Microsoft Cloud Background Check: This position will be required to pass the Microsoft Cloud Background Check upon hire/transfer and every two years thereafter. Preferred Qualifications • Bachelor's Degree in Computer Science or related technical field AND 4+ years technical engineering experience with coding in languages including, but not limited to, C, C++, C#, Java, or Python. • OR Master's Degree in Computer Science or related technical field AND 2+ years technical engineering experience with coding in languages including, but not limited to, C, C++, C#, Java, or Python OR equivalent experience. • 1+ year(s) experience in building quality products and services preferably in distributed systems. Note : By applying to this open posiiton you will be assesed for multiple similar role which require similar competencies. #azurecorejobs Microsoft is an equal opportunity employer. Consistent with applicable law, all qualified applicants will receive consideration for employment without regard to age, ancestry, citizenship, color, family or medical care leave, gender identity or expression, genetic information, immigration status, marital status, medical condition, national origin, physical or mental disability, political affiliation, protected veteran or military status, race, ethnicity, religion, sex (including pregnancy), sexual orientation, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application process, read more about requesting accommodations.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
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
- Testing Tools
- Sub-category
- general
- Skill nature
- TOOL
- 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
- 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
- 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
- Testing Tools
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Distributed Systems (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Distributed Systems
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Common hiring requirement in backend/platform JDs at large tech firms; appears across AWS, Kafka, microservices, and systems roles, with strong GitHub/Stack Overflow activity and no sunset signal.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1035
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cloud Platforms Catalog dimension db id 20
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Cyber Security Engineer, Data Engineer, DevOps Engineer, Fullstack Developer, Go Backend Developer, Java Backend Developer, Kotlin Backend Developer, ML Engineer, MLOps Engineer, Node.js Backend Developer, Python Backend Developer, Scala Backend Developer
-
Performance and Scalability Tuning Catalog dimension db id 11
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cloud Platforms
cloud-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Performance and Scalability Tuning
performance-and-scalability-tuning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- profiling (CANONICAL) primary
- Profiling (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Profiling
- Confidence
- 0.88
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Profiling is a standard performance-engineering skill; it appears in many software JDs alongside debugging and optimization, and major tools like perf, pprof, and Visual Studio Profiler are widely used.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 2503
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Backend Performance Tuning Catalog dimension db id 283
Library dimension (catalog)
Roles linked in library: Java Backend Developer, Ruby Backend Developer
-
Backend Service Performance and Scalability Tuning Catalog dimension db id 389
Library dimension (catalog)
Roles linked in library: Kotlin Backend Developer, Scala Backend Developer
-
Codec Performance Benchmarking Catalog dimension db id 238
Library dimension (catalog)
Roles linked in library: Video Codec Engineer
-
Debugging and Performance Tuning Catalog dimension db id 219
Library dimension (catalog)
Roles linked in library: Fullstack Developer
-
Performance and Rendering Optimization Catalog dimension db id 124
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Flutter Developer, Frontend Developer, Ionic Developer, React Frontend Developer, React Native Developer, Web Developer
-
Performance and Resource Tuning Catalog dimension db id 373
Library dimension (catalog)
Roles linked in library: Go Backend Developer
-
Performance and Scalability Tuning Catalog dimension db id 11
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Backend Performance Tuning
backend-performance-tuning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Backend Service Performance and Scalability Tuning
backend-service-performance-and-scalability-tuning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Codec Performance Benchmarking
codec-performance-benchmarking
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Debugging and Performance Tuning
debugging-and-performance-tuning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Performance and Rendering Optimization
performance-and-rendering-optimization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Performance and Resource Tuning
performance-and-resource-tuning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Performance and Scalability Tuning
performance-and-scalability-tuning
|
✓ | — | 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
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- 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 |
|---|---|---|---|---|---|---|
| Distributed Systems | in_db |
Cloud Platforms
cloud-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Distributed Systems | in_db |
Performance and Scalability Tuning
performance-and-scalability-tuning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Distributed Systems | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Profiling | in_db |
Backend Performance Tuning
backend-performance-tuning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Profiling | in_db |
Backend Service Performance and Scalability Tuning
backend-service-performance-and-scalability-tuning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Profiling | in_db |
Codec Performance Benchmarking
codec-performance-benchmarking
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Profiling | in_db |
Debugging and Performance Tuning
debugging-and-performance-tuning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Profiling | in_db |
Performance and Rendering Optimization
performance-and-rendering-optimization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Profiling | in_db |
Performance and Resource Tuning
performance-and-resource-tuning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Profiling | in_db |
Performance and Scalability Tuning
performance-and-scalability-tuning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Test Strategy | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Test Frameworks | type=Testing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Test Methodologies | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Automated Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Test Cases | type=Testing Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Benchmarks | type=Testing Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Microsoft\u2019s mission is to empower",
"last_5_words": "thrive at work and beyond."
},
"text": "Microsoft\u2019s mission is to empower every person and every organization on the planet to achieve more. As employees we come together with a growth mindset, innovate to empower others, and collaborate to realize our shared goals. Each day we build on our values of respect, integrity, and accountability to create a culture of inclusion where everyone can thrive at work and beyond.",
"word_count": 64
},
"certifications": [],
"company_name": "Microsoft",
"ctc": null,
"domain": {
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"ITES",
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},
{
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"raw": "Master\u0027s Degree in Computer Science or related technical field",
"requirement": "preferred"
}
],
"experience": {
"max": null,
"min": 4,
"raw": "4+ years technical engineering experience"
},
"job_locations": [],
"role": "Software Engineer - Test and Senior SDET",
"role_aliases": [
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"SDET",
"Software Development Engineer in Test"
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"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 7,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Design and develop comprehensive",
"last_5_words": "improve testing processes."
},
"text": "\u2022 Design and develop comprehensive test strategies, frameworks, and methodologies to ensure software quality and reliability, while collaborating with cross-functional teams to align on quality requirements.\n\u2022 Define release planning and assess software readiness for production deployment.\n\u2022 Implement and maintain automated testing frameworks, and create, maintain, and execute test cases, scripts, and scenarios across software components.\n\u2022 Identify and document defects, issues, and areas for improvement in the software development process, and perform root cause analysis to resolve complex problems and enhance product quality.\n\u2022 Diagnose performance bottlenecks by analyzing application logs, source code, and profiling data, and run experiments and benchmarks to evaluate distributed system performance.\n\u2022 Work with component teams to identify pain points and provide technical guidance to improve their areas.\n\u2022 Stay current with industry trends, emerging technologies, and QA best practices to continuously improve testing processes.",
"word_count": 164
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Test Strategy"
},
{
"is_primary": true,
"skill_name": "Test Frameworks"
},
{
"is_primary": true,
"skill_name": "Test Methodologies"
},
{
"is_primary": true,
"skill_name": "Automated Testing"
},
{
"is_primary": true,
"skill_name": "Test Cases"
},
{
"is_primary": true,
"skill_name": "Distributed Systems"
},
{
"is_primary": true,
"skill_name": "Profiling"
},
{
"is_primary": true,
"skill_name": "Benchmarks"
}
],
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"nano_parsed": {
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"run_id": "3a907934-e4e2-4339-ae02-b91d284d3372",
"stage3_signals": {
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"alias_match_roles": [
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"matched_skills": null,
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"kra_match_roles": [
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},
{
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},
{
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},
{
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{
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{
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"sentence": "Design and develop comprehensive test strategies, frameworks, and methodologies to ensure software quality and reliability, while collaborating with cross-functional teams to align on quality requirements.",
"similarity": 0.5231
},
{
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"sentence": "Work with component teams to identify pain points and provide technical guidance to improve their areas.",
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}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5369,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
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"sentence": "Design and develop comprehensive test strategies, frameworks, and methodologies to ensure software quality and reliability, while collaborating with cross-functional teams to align on quality requirements.",
"similarity": 0.5869
},
{
"kra_text": "defect diagnosis and fixes",
"sentence": "Identify and document defects, issues, and areas for improvement in the software development process, and perform root cause analysis to resolve complex problems and enhance product quality.",
"similarity": 0.536
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Stay current with industry trends, emerging technologies, and QA best practices to continuously improve testing processes.",
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}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5334,
"slug": "angular-frontend-developer",
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},
{
"display_name": "Scala Backend Developer",
"kra_matches": [
{
"kra_text": "defect investigation and fixes",
"sentence": "Identify and document defects, issues, and areas for improvement in the software development process, and perform root cause analysis to resolve complex problems and enhance product quality.",
"similarity": 0.5989
},
{
"kra_text": "performance and reliability tuning",
"sentence": "Diagnose performance bottlenecks by analyzing application logs, source code, and profiling data, and run experiments and benchmarks to evaluate distributed system performance.",
"similarity": 0.5582
},
{
"kra_text": "automated backend checks",
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}
],
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},
{
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{
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"sentence": "Define release planning and assess software readiness for production deployment.",
"similarity": 0.571
},
{
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"sentence": "Implement and maintain automated testing frameworks, and create, maintain, and execute test cases, scripts, and scenarios across software components.",
"similarity": 0.502
},
{
"kra_text": "Monitors CI/CD pipeline reliability, identifies bottlenecks in delivery workflows, and improves deployment frequency, lead time, and failure recovery rate.",
"sentence": "Diagnose performance bottlenecks by analyzing application logs, source code, and profiling data, and run experiments and benchmarks to evaluate distributed system performance.",
"similarity": 0.4919
}
],
"matched_count": null,
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API 2 — extract-details
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},
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}
API 3 — final-role-output
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"chosen_role_resolution": "in_db",
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"tag": "new"
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{
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},
{
"skill": "Test Cases",
"tag": "new"
},
{
"skill": "Distributed Systems",
"tag": "in_db"
},
{
"skill": "Profiling",
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},
{
"skill": "Benchmarks",
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"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
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},
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"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
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LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.