Pipeline run
b3a95d09-aefc-4f88-a899-ac3785b24bfd
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Hybrid Mobile Developer
→Flutter Developer
sub-role · 0.95 CASE Aslug: hybrid-mobile-developer · id: 11 · source: db · sub-role slug: flutter-developer
Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Flutter Developer
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Position – Flutter Developer Job Location - Bangalore Employment Type:- Full time Work Experience – 1-3 Yrs We are looking for a skilled Flutter developer to join our team. In this role, you will be responsible for developing and maintaining high-quality mobile applications for both Android and iOS platforms using the Flutter framework. You will work closely with our design and development teams to ensure the best user experience for our customers. Responsibilities: •Develop and maintain robust and scalable mobile applications using Flutter framework •Collaborate closely with product management, design, and engineering teams to understand requirements •Design and implement new features and functionalities based on user feedback and business requirements •Continuously discover, evaluate, and implement new technologies to maximize development efficiency •Write clean, maintainable, and efficient code •Ensure the best possible performance, quality, and responsiveness of the application Requirements: •Bachelor's degree in Computer Science or a related field •1-3 years of experience as a Flutter developer or similar role •Proficiency in Dart programming language •Experience with third-party libraries and APIs •Solid understanding of the full mobile development life cycle •Knowledge of mobile UI design principles and best practices •Experience with performance and memory tuning with tools •Familiarity with cloud message APIs and push notifications •Proficient understanding of code versioning tools, such as Git •Excellent problem-solving skills • •Ability to work in a team environment
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
- Flutter (CANONICAL) primary
- Flutter 3 (VERSION)
- Flutter 3.x (VERSION)
- Flutter3 (VERSION)
- flutter (VERSION)
- flutter 3 (VERSION)
- flutter 3.x (VERSION)
- flutter3 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Ui Framework
- Vendor
- License
- bsd
- Year introduced
- 2015
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 3.x
Maturity reasoning: Flutter appears in many mobile/full-stack job postings and is a common cross-platform UI framework; Google continues active releases and ecosystem growth, indicating broad adoption rather than niche use.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 341
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Flutter UI Framework Catalog dimension db id 312
Library dimension (catalog)
Roles linked in library: Flutter Developer
-
UI Frameworks and Rendering Catalog dimension db id 115
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Flutter UI Framework
flutter-ui-framework
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- Dart (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- Dart Team
- License
- bsd
- Year introduced
- 2011
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Dart is widely used in Flutter mobile/web jobs and appears regularly in JDs; Google continues active support and ecosystem growth, indicating broad hiring demand rather than niche use.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 96
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cross-Platform App Languages Catalog dimension db id 167
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer
-
Dart Programming Catalog dimension db id 311
Library dimension (catalog)
Roles linked in library: Flutter Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Dart Programming
dart-programming
|
✓ | — | 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) |
Aliases — catalog
- APIs (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Protocol
- Sub-category
- Application Programming Interfaces
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: APIs are a hiring-pipeline staple across backend, mobile, and platform JDs; REST/GraphQL/API design appears in large volumes of job postings and vendor docs, indicating broad adoption.
Skill profile (library / DB)
- Skill nature
- PROTOCOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 10
- Sub-category id
- 902
- 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
- push notifications (CANONICAL) primary
- Push Notifications (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Notification Delivery Concept
- Confidence
- 0.88
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Push notifications are a standard mobile/web capability and appear routinely in JDs for iOS, Android, and frontend roles; major vendors like Apple APNs and Firebase Cloud Messaging actively support them.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 2134
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Background Execution and Lifecycle Catalog dimension db id 87
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer, React Native Developer, iOS Developer
-
Push Notifications and Deep Links Catalog dimension db id 320
Library dimension (catalog)
Roles linked in library: Ionic Developer, React Native Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Background Execution and Lifecycle
background-execution-and-lifecycle
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Push Notifications and Deep Links
push-notifications-and-deep-links
|
✓ | — | 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 |
|---|---|---|---|---|---|---|
| Flutter | in_db |
Flutter UI Framework
flutter-ui-framework
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Flutter | in_db |
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Dart | in_db |
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Dart | in_db |
Dart Programming
dart-programming
|
✓ | — | 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) | |
| APIs | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Push Notifications | in_db |
Background Execution and Lifecycle
background-execution-and-lifecycle
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Push Notifications | in_db |
Push Notifications and Deep Links
push-notifications-and-deep-links
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Mobile Applications"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "Bachelor\u0027s degree in Computer Science or a related field",
"requirement": "required"
}
],
"experience": {
"max": 3,
"min": 1,
"raw": "1-3 Yrs"
},
"job_locations": [
{
"aliases": [
"Bengaluru"
],
"city": "Bangalore",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Flutter Developer",
"role_aliases": [
"Mobile Developer",
"Flutter Engineer",
"Dart Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022Develop and maintain robust and",
"last_5_words": "quality, and responsiveness of the application"
},
"text": "\u2022Develop and maintain robust and scalable mobile applications using Flutter framework\n\u2022Collaborate closely with product management, design, and engineering teams to understand requirements\n\u2022Design and implement new features and functionalities based on user feedback and business requirements\n\u2022Continuously discover, evaluate, and implement new technologies to maximize development efficiency\n\u2022Write clean, maintainable, and efficient code\n\u2022Ensure the best possible performance, quality, and responsiveness of the application",
"word_count": 66
},
{
"bullet_count": 11,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022Bachelor\u0027s degree in Computer Science",
"last_5_words": "work in a team environment"
},
"text": "\u2022Bachelor\u0027s degree in Computer Science or a related field\n\u20221-3 years of experience as a Flutter developer or similar role\n\u2022Proficiency in Dart programming language\n\u2022Experience with third-party libraries and APIs\n\u2022Solid understanding of the full mobile development life cycle\n\u2022Knowledge of mobile UI design principles and best practices\n\u2022Experience with performance and memory tuning with tools\n\u2022Familiarity with cloud message APIs and push notifications\n\u2022Proficient understanding of code versioning tools, such as Git\n\u2022Excellent problem-solving skills\n\u2022Ability to work in a team environment",
"word_count": 92
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Flutter"
},
{
"is_primary": true,
"skill_name": "Dart"
},
{
"is_primary": true,
"skill_name": "Git"
},
{
"is_primary": true,
"skill_name": "APIs"
},
{
"is_primary": false,
"skill_name": "Push Notifications"
}
],
"jd_role": {
"display_name": "Flutter Developer",
"rationale": null,
"role_aliases": [
"Mobile Developer",
"Flutter Engineer",
"Dart Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Mobile Applications"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "Bachelor\u0027s degree in Computer Science or a related field",
"requirement": "required"
}
],
"experience": {
"max": 3,
"min": 1,
"raw": "1-3 Yrs"
},
"job_locations": [
{
"aliases": [
"Bengaluru"
],
"city": "Bangalore",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Flutter Developer",
"role_aliases": [
"Mobile Developer",
"Flutter Engineer",
"Dart Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022Develop and maintain robust and",
"last_5_words": "quality, and responsiveness of the application"
},
"text": "\u2022Develop and maintain robust and scalable mobile applications using Flutter framework\n\u2022Collaborate closely with product management, design, and engineering teams to understand requirements\n\u2022Design and implement new features and functionalities based on user feedback and business requirements\n\u2022Continuously discover, evaluate, and implement new technologies to maximize development efficiency\n\u2022Write clean, maintainable, and efficient code\n\u2022Ensure the best possible performance, quality, and responsiveness of the application",
"word_count": 66
},
{
"bullet_count": 11,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022Bachelor\u0027s degree in Computer Science",
"last_5_words": "work in a team environment"
},
"text": "\u2022Bachelor\u0027s degree in Computer Science or a related field\n\u20221-3 years of experience as a Flutter developer or similar role\n\u2022Proficiency in Dart programming language\n\u2022Experience with third-party libraries and APIs\n\u2022Solid understanding of the full mobile development life cycle\n\u2022Knowledge of mobile UI design principles and best practices\n\u2022Experience with performance and memory tuning with tools\n\u2022Familiarity with cloud message APIs and push notifications\n\u2022Proficient understanding of code versioning tools, such as Git\n\u2022Excellent problem-solving skills\n\u2022Ability to work in a team environment",
"word_count": 92
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "b3a95d09-aefc-4f88-a899-ac3785b24bfd",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 1.0,
"slug": "hybrid-mobile-developer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 1.0,
"slug": "flutter-developer",
"total_count": null
},
{
"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": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborate closely with product management, design, and engineering teams to understand requirements",
"similarity": 0.7604
},
{
"kra_text": "optimize responsiveness and performance",
"sentence": "Ensure the best possible performance, quality, and responsiveness of the application",
"similarity": 0.6824
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Design and implement new features and functionalities based on user feedback and business requirements",
"similarity": 0.5195
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.6541,
"slug": "flutter-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": "Collaborate closely with product management, design, and engineering teams to understand requirements",
"similarity": 0.6655
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Design and implement new features and functionalities based on user feedback and business requirements",
"similarity": 0.5979
},
{
"kra_text": "Optimizes application performance from database query efficiency through API response latency to frontend rendering speed and bundle size.",
"sentence": "Ensure the best possible performance, quality, and responsiveness of the application",
"similarity": 0.5718
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.6118,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Write clean, maintainable, and efficient code",
"similarity": 0.7106
},
{
"kra_text": "Implement mobile screens and flows",
"sentence": "Develop and maintain robust and scalable mobile applications using Flutter framework",
"similarity": 0.5372
},
{
"kra_text": "maintain code quality",
"sentence": "Ensure the best possible performance, quality, and responsiveness of the application",
"similarity": 0.5356
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5944,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Collaborate closely with product management, design, and engineering teams to understand requirements",
"similarity": 0.6194
},
{
"kra_text": "code review and refactoring",
"sentence": "Write clean, maintainable, and efficient code",
"similarity": 0.602
},
{
"kra_text": "UI responsiveness and performance",
"sentence": "Ensure the best possible performance, quality, and responsiveness of the application",
"similarity": 0.5592
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5935,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Collaborate closely with product management, design, and engineering teams to understand requirements",
"similarity": 0.5824
},
{
"kra_text": "Optimizes web application performance through code splitting, lazy loading, tree shaking, bundle size reduction, and Core Web Vitals improvements.",
"sentence": "Ensure the best possible performance, quality, and responsiveness of the application",
"similarity": 0.5374
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Design and implement new features and functionalities based on user feedback and business requirements",
"similarity": 0.524
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.5479,
"slug": "frontend-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Dart",
"Flutter"
],
"role_id": 11,
"score": 0.5,
"slug": "hybrid-mobile-developer",
"total_count": 4
},
{
"display_name": "Flutter Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Dart",
"Flutter"
],
"role_id": 74,
"score": 0.5,
"slug": "flutter-developer",
"total_count": 4
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Flutter"
],
"role_id": 435,
"score": 0.25,
"slug": "fullstack-developer",
"total_count": 4
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Flutter"
],
"role_id": 7,
"score": 0.25,
"slug": "frontend-engineer",
"total_count": 4
},
{
"display_name": "Ionic Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Flutter"
],
"role_id": 434,
"score": 0.25,
"slug": "ionic-developer",
"total_count": 4
}
]
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "A",
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 1.0,
"slug": "hybrid-mobile-developer",
"total_count": null
},
"confidence": 0.95,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Flutter Developer",
"sub_role": {
"confidence": 0.95,
"display_name": "Flutter Developer",
"reasoning": "hoisted from chosen leaf (case=A)",
"role_id": 74,
"slug": "flutter-developer"
}
},
"stage5_updates": 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": 1659,
"existing_alias_text": "flutter",
"input_term": "Flutter",
"matched_canonical": {
"category_id": 5,
"display_name": "Flutter",
"id": 1041,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "flutter",
"sub_category_id": 341,
"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": 1652,
"existing_alias_text": "Dart",
"input_term": "Dart",
"matched_canonical": {
"category_id": 6,
"display_name": "Dart",
"id": 1037,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "dart",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
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],
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}
API 3 — final-role-output
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{
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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.