Pipeline run
2d1e59e0-7360-4ac0-9587-6ec33793335a
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
Strong knowledge of Android SDK, different versions of Android, and how to deal with different screen sizes. Good understanding of working with REST Web Services. Good understanding of Databases & SQL…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Native Mobile Developer
→Android Developer
sub-role · 0.99 domain · Software Engineering CASE DOMAINslug: native-mobile-developer · id: 75 · source: db · sub-role slug: android-engineer
Domain=Software Engineering → sub-role android-engineer; The JD is clearly for an Android app role focused on native mobile development, REST integration, storage, push notifications, and Android SDK expertise.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
We are looking for Android developers who can design and build advanced applications for the Android platform. Snowflakes Software is looking for Experienced Android software developers who are seeking a bright future in the industry and want to work with an organization that is open to new ideas. There are urgent openings for the position so send in your resume Department: Android developer Location(s): Mohali Punjab IN Education: BCA/MCA/BTech/MTech Required Skills: Strong knowledge of Android SDK, different versions of Android, and how to deal with different screen sizes. Good understanding of working with REST Web Services. Good understanding of Databases & SQLite in General. Experience with offline storage, threading, and performance tuning. Knowledge of the open-source Android ecosystem and the libraries available for common tasks. Ability to understand business requirements and translate them into technical requirements. Familiarity with cloud message APIs and push notifications. Good understanding of caching strategies and asynchronous calls. Proficient understanding of code versioning tools, such as Git. Job Types: Full-time, Permanent
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
- Mobile Development
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Android (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Mobile Platform
- Vendor
- License
- apache_2
- Year introduced
- 2008
- Confidence
- 0.95
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Android appears in large volumes of mobile job postings and remains a standard platform in hiring pipelines; Google continues active platform releases and OEM ecosystem support, indicating broad adoption.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 1201
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- REST (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Api Architecture Style
- Year introduced
- 2000
- Confidence
- 0.88
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: REST is a default API architecture in many job descriptions and is widely supported by major vendors/frameworks; OpenAPI and RESTful endpoints remain standard in hiring pipelines.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 2122
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
API Design and Contracts Catalog dimension db id 3
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer
-
API Interface and Contract Design Catalog dimension db id 289
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
-
Integration Protocols & Standards Catalog dimension db id 271
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Standards & Protocols Compliance Catalog dimension db id 452
Library dimension (catalog)
Roles linked in library: Sitecore Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
API Design and Contracts
api-design-and-contracts
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Integration Protocols & Standards
integration-protocols-standards
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Standards & Protocols Compliance
standards-protocols-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- SQLite (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Datastore
- Sub-category
- Embedded Relational Datastore
- Vendor
- SQLite Consortium
- License
- other_open
- Year introduced
- 2000
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: SQLite appears in many job descriptions for mobile, embedded, and local-first apps; it’s a standard embedded relational datastore with strong GitHub usage and no vendor sunset or replacement trend.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 3
- Sub-category id
- 2714
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Local Persistence and Offline Behavior Catalog dimension db id 85
Library dimension (catalog)
Roles linked in library: Android Developer, Flutter Developer, Hybrid Mobile Developer, Native Mobile Developer, React Native Developer, iOS Developer
-
Offline Storage and Sync Catalog dimension db id 378
Library dimension (catalog)
Roles linked in library: Ionic Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Local Persistence and Offline Behavior
local-persistence-and-offline-behavior
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Offline Storage and Sync
offline-storage-and-sync
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Git (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Tool
- Sub-category
- Version Control Tool
- Vendor
- Linus Torvalds
- License
- gpl_v2
- Year introduced
- 2005
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Git is a hiring-pipeline staple: it appears in the vast majority of software engineering job descriptions and is the default VCS on GitHub/GitLab/Bitbucket.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 13
- Sub-category id
- 730
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
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 |
|---|---|---|---|---|---|---|
| Android | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
API Design and Contracts
api-design-and-contracts
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
Integration Protocols & Standards
integration-protocols-standards
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
Standards & Protocols Compliance
standards-protocols-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| SQLite | in_db |
Local Persistence and Offline Behavior
local-persistence-and-offline-behavior
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| SQLite | in_db |
Offline Storage and Sync
offline-storage-and-sync
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Git | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Android SDK | type=Mobile Development subtype=general nature=TOOL lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "Snowflakes Software",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Product Companies"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BCA/MCA/BTECH/MTECH - Any Discipline",
"raw": "Education: BCA/MCA/BTech/MTech",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [
{
"aliases": [
"Mohali, PB"
],
"city": "Mohali",
"country": "India",
"state": "Punjab",
"work_mode": "null"
}
],
"role": "Android Developer",
"role_aliases": [
"Android Software Developer",
"Android Engineer",
"Mobile Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 9,
"heading": "Required Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Strong knowledge of Android SDK,",
"last_5_words": "understanding of code versioning tools,"
},
"text": "Strong knowledge of Android SDK, different versions of Android, and how to deal with different screen sizes.\nGood understanding of working with REST Web Services.\nGood understanding of Databases \u0026 SQLite in General.\nExperience with offline storage, threading, and performance tuning.\nKnowledge of the open-source Android ecosystem and the libraries available for common tasks.\nAbility to understand business requirements and translate them into technical requirements.\nFamiliarity with cloud message APIs and push notifications.\nGood understanding of caching strategies and asynchronous calls.\nProficient understanding of code versioning tools, such as Git.",
"word_count": 91
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Android SDK"
},
{
"is_primary": true,
"skill_name": "Android"
},
{
"is_primary": true,
"skill_name": "REST"
},
{
"is_primary": true,
"skill_name": "SQLite"
},
{
"is_primary": true,
"skill_name": "Git"
}
],
"jd_role": {
"display_name": "Android Developer",
"rationale": null,
"role_aliases": [
"Android Software Developer",
"Android Engineer",
"Mobile Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "Snowflakes Software",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Product Companies"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BCA/MCA/BTECH/MTECH - Any Discipline",
"raw": "Education: BCA/MCA/BTech/MTech",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [
{
"aliases": [
"Mohali, PB"
],
"city": "Mohali",
"country": "India",
"state": "Punjab",
"work_mode": "null"
}
],
"role": "Android Developer",
"role_aliases": [
"Android Software Developer",
"Android Engineer",
"Mobile Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 9,
"heading": "Required Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Strong knowledge of Android SDK,",
"last_5_words": "understanding of code versioning tools,"
},
"text": "Strong knowledge of Android SDK, different versions of Android, and how to deal with different screen sizes.\nGood understanding of working with REST Web Services.\nGood understanding of Databases \u0026 SQLite in General.\nExperience with offline storage, threading, and performance tuning.\nKnowledge of the open-source Android ecosystem and the libraries available for common tasks.\nAbility to understand business requirements and translate them into technical requirements.\nFamiliarity with cloud message APIs and push notifications.\nGood understanding of caching strategies and asynchronous calls.\nProficient understanding of code versioning tools, such as Git.",
"word_count": 91
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "2d1e59e0-7360-4ac0-9587-6ec33793335a",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Android Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 4,
"score": 1.0,
"slug": "android-engineer",
"total_count": null
},
{
"display_name": "Native Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 75,
"score": 1.0,
"slug": "native-mobile-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "ML Engineer",
"kra_matches": [
{
"kra_text": "Translates product requirements into machine learning system specifications including feature definitions, model architecture choices, and success metric definitions.",
"sentence": "Ability to understand business requirements and translate them into technical requirements.",
"similarity": 0.5487
},
{
"kra_text": "Manages model versioning, shadow deployments, A/B test rollouts, and safe rollback procedures using MLflow or SageMaker model registry.",
"sentence": "Proficient understanding of code versioning tools, such as Git.",
"similarity": 0.3365
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 3,
"score": 0.4426,
"slug": "ml-engineer",
"total_count": null
},
{
"display_name": ".NET Backend Developer",
"kra_matches": [
{
"kra_text": "backend code refactoring and maintenance",
"sentence": "Proficient understanding of code versioning tools, such as Git.",
"similarity": 0.4523
},
{
"kra_text": "service-level technical collaboration",
"sentence": "Ability to understand business requirements and translate them into technical requirements.",
"similarity": 0.4253
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 0.4388,
"slug": "dotnet-backend-developer",
"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": "Ability to understand business requirements and translate them into technical requirements.",
"similarity": 0.4912
},
{
"kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
"sentence": "Proficient understanding of code versioning tools, such as Git.",
"similarity": 0.3705
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4308,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "Requirements analysis and process translation",
"sentence": "Ability to understand business requirements and translate them into technical requirements.",
"similarity": 0.6053
},
{
"kra_text": "flow, rule, and integration testing",
"sentence": "Proficient understanding of code versioning tools, such as Git.",
"similarity": 0.2309
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 24,
"score": 0.4181,
"slug": "pega-developer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "translate product and design requirements",
"sentence": "Ability to understand business requirements and translate them into technical requirements.",
"similarity": 0.547
},
{
"kra_text": "support release readiness",
"sentence": "Proficient understanding of code versioning tools, such as Git.",
"similarity": 0.2859
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4165,
"slug": "flutter-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"REST"
],
"role_id": 15,
"score": 0.2,
"slug": "full-stack-engineer",
"total_count": 5
},
{
"display_name": "Android Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"SQLite"
],
"role_id": 4,
"score": 0.2,
"slug": "android-engineer",
"total_count": 5
},
{
"display_name": "iOS Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"SQLite"
],
"role_id": 6,
"score": 0.2,
"slug": "ios-engineer",
"total_count": 5
},
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"SQLite"
],
"role_id": 11,
"score": 0.2,
"slug": "hybrid-mobile-developer",
"total_count": 5
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"REST"
],
"role_id": 1,
"score": 0.2,
"slug": "backend-engineer",
"total_count": 5
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Native Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 75,
"score": 0.99,
"slug": "native-mobile-developer",
"total_count": null
},
"confidence": 0.99,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Native Android App Development",
"Mobile API Integration",
"Local Data Storage",
"Performance Optimization",
"Push Notification Handling",
"Code Versioning"
],
"matched_kras": [
"Strong knowledge of Android SDK",
"Deal with different screen sizes",
"Understand working with REST Web Services",
"Work with Databases \u0026 SQLite",
"Experience with offline storage",
"Knowledge of open-source Android ecosystem",
"Translate business requirements into technical requirements",
"Familiarity with cloud message APIs and push notifications",
"Understand caching strategies and asynchronous calls",
"Proficient understanding of code versioning tools"
],
"matched_skills": [
"Android SDK",
"Android",
"REST Web Services",
"Databases",
"SQLite",
"offline storage",
"threading",
"performance tuning",
"open-source Android ecosystem",
"cloud message APIs",
"push notifications",
"caching strategies",
"asynchronous calls",
"Git"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role android-engineer; The JD is clearly for an Android app role focused on native mobile development, REST integration, storage, push notifications, and Android SDK expertise.",
"sub_role": {
"confidence": 0.99,
"display_name": "Android Developer",
"reasoning": "The JD is explicitly Android-focused, naming Android SDK, Android versions, screen sizes, and Android ecosystem libraries, which clearly matches the Android child role.",
"role_id": 4,
"slug": "android-engineer"
}
},
"stage5_updates": {
"centroid_n_after": 3,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 241,
"r_and_r_preview": "Strong knowledge of Android SDK, different versions of Android, and how to deal with different screen sizes.\nGood understanding of working with REST Web Services.\nGood understanding of Databases \u0026 SQL",
"role_display_name": "Native Mobile Developer",
"role_slug": "native-mobile-developer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 5172,
"role_display_name": "Native Mobile Developer",
"role_slug": "native-mobile-developer",
"skill_name": "Android SDK",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 2541,
"existing_alias_text": "Android",
"input_term": "Android",
"matched_canonical": {
"category_id": 9,
"display_name": "Android",
"id": 1595,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
"slug": "android",
"sub_category_id": 1201,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 106,
"existing_alias_text": "REST",
"input_term": "REST",
"matched_canonical": {
"category_id": 2,
"display_name": "REST",
"id": 11,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "rest",
"sub_category_id": 2122,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 786,
"existing_alias_text": "SQLite",
"input_term": "SQLite",
"matched_canonical": {
"category_id": 3,
"display_name": "SQLite",
"id": 460,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "TOOL",
"slug": "sqlite",
"sub_category_id": 2714,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 1613,
"existing_alias_text": "Git",
"input_term": "Git",
"matched_canonical": {
"category_id": 13,
"display_name": "Git",
"id": 1002,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "TOOL",
"slug": "git",
"sub_category_id": 730,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
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}
],
"input_final_skills": [
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],
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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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{
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"tag": "new"
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{
"skill": "Android",
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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.