Pipeline run
71c6f671-183a-4a35-a3c7-08d65e84d16b
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Fullstack Developer
domain · Software Engineering CASE DOMAINslug: full-stack-engineer · id: 15 · source: db
Domain=Software Engineering; The JD is for a general coding role across products, troubleshooting, documentation, and multiple languages, which best fits a broad full-stack/software engineer profile.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Skillsets Required: • Good Programming, Debugging& logical Skills • Strong OOPS Concept • High level of analytical and problem-solving skills • Self-driven with an ability to work independently and take initiative • Ready to contribute individually • Good communication skills and fast learner Roles& Responsibilities: • Understanding the Product& Technology • Coding for New Products • Troubleshoot in the existing products • Need to do Technical Documentation, User Manuals, Estimates • Clarify any ambiguity with the Product Manager • Willing to do coding on any skills e.g. Python, Salesforce, PHP etc. Nice to Have: Educational Criteria: Branch: BE/ME/ MTECH (CS& IT ) Mandatory Requirement: • Through Out 60 % and Above • Students must have done Coding in the past What will drive your success? • Demonstrable Project work of Web or Mobile application as a side gig or learning application • Internship Project Scope - Demo able To succeed, you will need a flexible skill set, including the ability to think strategically, execute tactically, and collaborate across many teams, levels, and situations. Ability to identify training needs through variety of sources Meet employee learning and development needs. Ensure optimal human capital development and prepare organisation for the future Build the business management and leadership skills for a strong executive team Alignment with Overall Business Strategy and Organizational Priorities Incorporating best learning tools& techniques What working at SMS Magic Offers? At SMS Magic, people growth is parallel to company’s growth and our work culture supports our commitment to creating a world class CRM messaging company. Our work culture is built on high-performance teaming - where everyone can achieve their potential and contribute to building a better working world for our people and our clients. We offer a sense of balance, we want our people to be active, healthy, and happy, not just in their jobs but in their lives outside of work. Our competitive compensation package where you’ll be rewarded based on your performance and recognized for the value you bring to our business. In addition, we do our best to make your time with us a rewarding learning experience that helps you grow as an individual. Plus, we offer • The freedom and flexibility to handle your role in a way that’s right for you • Gain exposure to a dynamic and growing global business environment • Exposure to innovative and cutting-edge technology and tools • Scope to showcase one’s analytical capabilities and make high impact contributions to Business teams Whenever you join, however long you stay, the exceptional SMS Magic experience lasts a lifetime. Recognized as industry leader, we continually strive to be a great place to work and with a commitment to hiring and developing the most passionate people, we’ll make our ambition to be the“World’s best Messaging Partner” a reality. About SMS Magic: Founded over 10 years, we’ve become a trusted messaging leader for businesses around the world. We work with global customers across many industries including contact centers, financial services, higher education, retail, staffing, wellness and more. Our customers range from small and mid-size businesses to large global enterprises. Our commitment to every customer is,“We will deliver the most advanced, simple-to-use messaging platform available, so you can focus on the personal touch that sets you apart from your competition”. If you can confidently demonstrate that you meet the criteria mentioned above, please contact us as soon as possible. Read mode about us at: www.sms-magic.com SMS Magic is committed to inclusiveness, fairness, and accessibility. We encourage all qualified candidates to apply. "We are an ISO 27001:2013 Certified organization and we comply by all the data security guidelines mentioned in it" Powered by JazzHR WFL8QiqX1x
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
- Python (CANONICAL) primary
- Python 2 (VERSION)
- Python 2.x (VERSION)
- Python 3 (VERSION)
- Python 3.10 (VERSION)
- Python 3.11 (VERSION)
- Python 3.12 (VERSION)
- Python 3.x (VERSION)
- py (VERSION)
- py2 (VERSION)
- py3 (VERSION)
- python 3 (VERSION)
- python 3.x (VERSION)
- python2 (VERSION)
- python3 (VERSION)
- python3.x (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- PSF
- License
- mit
- Year introduced
- 1991
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 3
Maturity reasoning: Python appears in a very high volume of job descriptions across data, backend, automation, and ML roles, and remains a default hiring-pipeline language on major job boards and tech stacks.
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)
-
Cloud Security Scripting & DSL Languages Catalog dimension db id 248
Library dimension (catalog)
Roles linked in library: Cloud Security Engineer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
-
Programming Languages and Scripting Catalog dimension db id 59
Library dimension (catalog)
Roles linked in library: Cyber Security Engineer
-
Programming Languages for Data Work Catalog dimension db id 21
Library dimension (catalog)
Roles linked in library: Data Engineer
-
Programming Languages for ML Systems Catalog dimension db id 39
Library dimension (catalog)
Roles linked in library: ML Engineer, MLOps Engineer
-
Programming Languages for XR Catalog dimension db id 97
Library dimension (catalog)
Roles linked in library: AR/VR Engineer
-
Python Programming Catalog dimension db id 290
Library dimension (catalog)
Roles linked in library: Python Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cloud Security Scripting & DSL Languages
cloud-security-scripting-dsl-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages
programming-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Programming Languages and Scripting
programming-languages-and-scripting
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Python Programming
python-programming
|
✓ | — | 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
- Cloud Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- PHP (CANONICAL) primary
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
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)
-
PHP and Magento Extension Points Catalog dimension db id 391
Library dimension (catalog)
Roles linked in library: Magento Dev
-
PHP and WordPress Hooks Catalog dimension db id 326
Library dimension (catalog)
Roles linked in library: WordPress Dev
-
Programming Languages & Template Languages Catalog dimension db id 359
Library dimension (catalog)
Roles linked in library: Drupal Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
PHP and Magento Extension Points
php-and-magento-extension-points
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
PHP and WordPress Hooks
php-and-wordpress-hooks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | 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 |
|---|---|---|---|---|---|---|
| Python | in_db |
Cloud Security Scripting & DSL Languages
cloud-security-scripting-dsl-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages
programming-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Python | in_db |
Programming Languages and Scripting
programming-languages-and-scripting
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Python Programming
python-programming
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| PHP | in_db |
PHP and Magento Extension Points
php-and-magento-extension-points
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| PHP | in_db |
PHP and WordPress Hooks
php-and-wordpress-hooks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| PHP | in_db |
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Salesforce | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Certifications
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Founded over 10 years, we\u2019ve",
"last_5_words": "you apart from your competition."
},
"text": "Founded over 10 years, we\u2019ve become a trusted messaging leader for businesses around the world. We work with global customers across many industries including contact centers, financial services, higher education, retail, staffing, wellness and more. Our customers range from small and mid-size businesses to large global enterprises. Our commitment to every customer is,\u201cWe will deliver the most advanced, simple-to-use messaging platform available, so you can focus on the personal touch that sets you apart from your competition\u201d.",
"word_count": 64
},
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"Python",
"Make",
"ISO 27001",
"Role",
"Edge",
"PHP",
"roles",
"debugging"
],
"certifications": [
"ISO 27001:2013 Certified"
],
"company_name": "SMS Magic",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"CRM Messaging"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/MTECH - Computer Science \u0026 IT",
"raw": "Branch: BE/ME/ MTECH (CS\u0026 IT )",
"requirement": "required"
}
],
"experience": null,
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Roles\u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Understanding the Product\u0026 Technology",
"last_5_words": "coding on any skills e.g."
},
"text": "\u2022 Understanding the Product\u0026 Technology\n\u2022 Coding for New Products\n\u2022 Troubleshoot in the existing products\n\u2022 Need to do Technical Documentation, User Manuals, Estimates\n\u2022 Clarify any ambiguity with the Product Manager\n\u2022 Willing to do coding on any skills e.g. Python, Salesforce, PHP etc.",
"word_count": 54
},
{
"bullet_count": 2,
"heading": "Mandatory Requirement",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Through Out 60 % and",
"last_5_words": "done Coding in the past"
},
"text": "\u2022 Through Out 60 % and Above\n\u2022 Students must have done Coding in the past",
"word_count": 16
},
{
"bullet_count": 2,
"heading": "What will drive your success?",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Demonstrable Project work of",
"last_5_words": "Project Scope - Demo able"
},
"text": "\u2022 Demonstrable Project work of Web or Mobile application as a side gig or learning application\n\u2022 Internship Project Scope - Demo able",
"word_count": 24
}
],
"urls": [
{
"type": "website",
"url": "www.sms-magic.com"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Python"
},
{
"is_primary": true,
"skill_name": "Salesforce"
},
{
"is_primary": true,
"skill_name": "PHP"
}
],
"jd_role": null,
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Founded over 10 years, we\u2019ve",
"last_5_words": "you apart from your competition."
},
"text": "Founded over 10 years, we\u2019ve become a trusted messaging leader for businesses around the world. We work with global customers across many industries including contact centers, financial services, higher education, retail, staffing, wellness and more. Our customers range from small and mid-size businesses to large global enterprises. Our commitment to every customer is,\u201cWe will deliver the most advanced, simple-to-use messaging platform available, so you can focus on the personal touch that sets you apart from your competition\u201d.",
"word_count": 64
},
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"Python",
"Make",
"ISO 27001",
"Role",
"Edge",
"PHP",
"roles",
"debugging"
],
"certifications": [
"ISO 27001:2013 Certified"
],
"company_name": "SMS Magic",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"CRM Messaging"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/MTECH - Computer Science \u0026 IT",
"raw": "Branch: BE/ME/ MTECH (CS\u0026 IT )",
"requirement": "required"
}
],
"experience": null,
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Roles\u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Understanding the Product\u0026 Technology",
"last_5_words": "coding on any skills e.g."
},
"text": "\u2022 Understanding the Product\u0026 Technology\n\u2022 Coding for New Products\n\u2022 Troubleshoot in the existing products\n\u2022 Need to do Technical Documentation, User Manuals, Estimates\n\u2022 Clarify any ambiguity with the Product Manager\n\u2022 Willing to do coding on any skills e.g. Python, Salesforce, PHP etc.",
"word_count": 54
},
{
"bullet_count": 2,
"heading": "Mandatory Requirement",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Through Out 60 % and",
"last_5_words": "done Coding in the past"
},
"text": "\u2022 Through Out 60 % and Above\n\u2022 Students must have done Coding in the past",
"word_count": 16
},
{
"bullet_count": 2,
"heading": "What will drive your success?",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Demonstrable Project work of",
"last_5_words": "Project Scope - Demo able"
},
"text": "\u2022 Demonstrable Project work of Web or Mobile application as a side gig or learning application\n\u2022 Internship Project Scope - Demo able",
"word_count": 24
}
],
"urls": [
{
"type": "website",
"url": "www.sms-magic.com"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "71c6f671-183a-4a35-a3c7-08d65e84d16b",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Clarify any ambiguity with the Product Manager",
"similarity": 0.4744
},
{
"kra_text": "translate product and design requirements",
"sentence": "Need to do Technical Documentation, User Manuals, Estimates",
"similarity": 0.4575
},
{
"kra_text": "structure reusable application code",
"sentence": "Demonstrable Project work of Web or Mobile application as a side gig or learning application",
"similarity": 0.4166
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4495,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "React Frontend Developer",
"kra_matches": [
{
"kra_text": "translate product and design requirements",
"sentence": "Clarify any ambiguity with the Product Manager",
"similarity": 0.4734
},
{
"kra_text": "translate product and design requirements",
"sentence": "Need to do Technical Documentation, User Manuals, Estimates",
"similarity": 0.4575
},
{
"kra_text": "debug user-facing application issues",
"sentence": "Demonstrable Project work of Web or Mobile application as a side gig or learning application",
"similarity": 0.3985
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 89,
"score": 0.4431,
"slug": "react-frontend-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": "Clarify any ambiguity with the Product Manager",
"similarity": 0.4681
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Need to do Technical Documentation, User Manuals, Estimates",
"similarity": 0.3859
},
{
"kra_text": "Builds and integrates client-side React or Vue components with server-side Node.js or Django APIs, managing bidirectional data flow across frontend and backend layers.",
"sentence": "Demonstrable Project work of Web or Mobile application as a side gig or learning application",
"similarity": 0.3668
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4069,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Clarify any ambiguity with the Product Manager",
"similarity": 0.4212
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Need to do Technical Documentation, User Manuals, Estimates",
"similarity": 0.4026
},
{
"kra_text": "code review and refactoring",
"sentence": "Willing to do coding on any skills e.g. Python, Salesforce, PHP etc. \u2022 Through Out 60 % and Above",
"similarity": 0.3501
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.3913,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "Requirements analysis and process translation",
"sentence": "Need to do Technical Documentation, User Manuals, Estimates",
"similarity": 0.4608
},
{
"kra_text": "Requirements analysis and process translation",
"sentence": "Clarify any ambiguity with the Product Manager",
"similarity": 0.3684
},
{
"kra_text": "user interaction design and refinement",
"sentence": "Demonstrable Project work of Web or Mobile application as a side gig or learning application",
"similarity": 0.2991
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 24,
"score": 0.3761,
"slug": "pega-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Data Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 2,
"score": 0.3333,
"slug": "data-engineer",
"total_count": 3
},
{
"display_name": "ML Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 3,
"score": 0.3333,
"slug": "ml-engineer",
"total_count": 3
},
{
"display_name": "Cyber Security Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 5,
"score": 0.3333,
"slug": "cybersecurity-engineer",
"total_count": 3
},
{
"display_name": "AR/VR Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 8,
"score": 0.3333,
"slug": "ar-vr-engineer",
"total_count": 3
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 1,
"score": 0.3333,
"slug": "backend-engineer",
"total_count": 3
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.83,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 0.83,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Product and technology understanding",
"New product development",
"Production troubleshooting",
"Technical documentation",
"Cross-language coding",
"Web/mobile project work"
],
"matched_kras": [
"Understanding the Product\u0026 Technology",
"Coding for New Products",
"Troubleshoot in the existing products",
"Technical Documentation, User Manuals, Estimates",
"Clarify any ambiguity with the Product Manager",
"Demonstrable Project work of Web or Mobile application"
],
"matched_skills": [
"Python",
"Salesforce",
"PHP",
"Technical Documentation",
"User Manuals",
"Estimates",
"Product Manager",
"Web application",
"Mobile application"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The JD is for a general coding role across products, troubleshooting, documentation, and multiple languages, which best fits a broad full-stack/software engineer profile.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 255,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 9890,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Salesforce",
"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",
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},
{
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},
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},
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],
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},
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}
]
}
],
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}
],
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]
}
API 3 — final-role-output
{
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{
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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.