Pipeline run
421a1989-d472-4f55-ac87-d16cc43e255e
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
This is a part-time, remote role for a Solution Architect Application with expertise in Generative AI. The trainer will be responsible for designing and delivering high-quality training programs relat…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Fullstack Developer
CASE Dslug: full-stack-engineer · id: 15 · source: db
The role requires skills in Generative AI and API integration, which align with a Fullstack Developer's responsibilities.
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Job Title: Solution Architect Application with Generative AI-Part Time Trainer Company Description Patch the Skill is a leading provider of corporate and technical training, offering a wide range of programs including Artificial Intelligence, Machine Learning, Cloud Computing, Data Science, IoT, Industry 4.0, DevOps, Blockchain, and more. The organization specializes in equipping professionals with practical skills through industry-specific training in areas such as software development, data engineering, and financial services. With expertise in both technical and soft skills, Patch the Skill focuses on empowering individuals and teams to excel in their careers. Their trainings are designed to meet the evolving demands of various industries, leveraging cutting-edge technologies and best practices. Role Description This is a part-time, remote role for a Solution Architect Application with expertise in Generative AI. The trainer will be responsible for designing and delivering high-quality training programs related to solution architecture, consulting, software development, and integration within the context of Generative AI. Responsibilities include preparing course materials, conducting interactive virtual sessions, guiding learners through real-world use cases, and providing support to enhance their understanding of complex concepts. Qualifications • Expertise in Solution Architecture, including designing and implementing scalable, reliable, and efficient architecture solutions. • Strong background in Consulting, with skills in stakeholder management and translating client requirements into technical solutions. • Proficiency in Software Development, with experience in coding, software lifecycle, and development methodologies. • Knowledge of Integration processes, including API design, connecting diverse systems, and workflow automation. • Understanding of Business Processes and the ability to align technical solutions with organizational goals. • Strong communication and presentation skills for effectively training and mentoring professionals. • Prior experience in training or teaching technology-related topics is beneficial. • A bachelor’s or master’s degree in Computer Science, Information Technology, or a related field is preferred.
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
- Machine Learning Frameworks
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- API (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Application Programming Interface
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: APIs are a core requirement in most software engineering JDs and underpin common integrations across cloud, mobile, and web stacks; major vendors like AWS, Stripe, and Google Cloud center products on API-first usage.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1174
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
API Integration and Data Fetching Catalog dimension db id 127
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
API Integration and Data Fetching
api-integration-and-data-fetching
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
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 |
|---|---|---|---|---|---|---|
| API | in_db |
API Integration and Data Fetching
api-integration-and-data-fetching
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Generative AI | type=Machine Learning Frameworks 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": "Patch the Skill is a leading",
"last_5_words": "technologies and best practices."
},
"text": "Patch the Skill is a leading provider of corporate and technical training, offering a wide range of programs including Artificial Intelligence, Machine Learning, Cloud Computing, Data Science, IoT, Industry 4.0, DevOps, Blockchain, and more. The organization specializes in equipping professionals with practical skills through industry-specific training in areas such as software development, data engineering, and financial services. With expertise in both technical and soft skills, Patch the Skill focuses on empowering individuals and teams to excel in their careers. Their trainings are designed to meet the evolving demands of various industries, leveraging cutting-edge technologies and best practices.",
"word_count": 84
},
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"DevOps",
"Machine Learning",
"Artificial Intelligence",
"sessions",
"API",
"Cloud",
"Role"
],
"certifications": [],
"company_name": "Patch the Skill",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Training",
"Corporate Training"
],
"domain": "Education"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or related)",
"raw": "A bachelor\u2019s or master\u2019s degree in Computer Science, Information Technology, or a related field is preferred.",
"requirement": "preferred"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "remote"
}
],
"role": "Solution Architect Application with Generative AI-Part Time Trainer",
"role_aliases": [
"Solution Architect Trainer",
"Generative AI Trainer",
"Part-Time Trainer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Role Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "This is a part-time, remote",
"last_5_words": "understanding of complex concepts."
},
"text": "This is a part-time, remote role for a Solution Architect Application with expertise in Generative AI. The trainer will be responsible for designing and delivering high-quality training programs related to solution architecture, consulting, software development, and integration within the context of Generative AI. Responsibilities include preparing course materials, conducting interactive virtual sessions, guiding learners through real-world use cases, and providing support to enhance their understanding of complex concepts.",
"word_count": 64
},
{
"bullet_count": 8,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Expertise in Solution Architecture, including",
"last_5_words": "or a related field is preferred."
},
"text": "\u2022 Expertise in Solution Architecture, including designing and implementing scalable, reliable, and efficient architecture solutions.\n\u2022 Strong background in Consulting, with skills in stakeholder management and translating client requirements into technical solutions.\n\u2022 Proficiency in Software Development, with experience in coding, software lifecycle, and development methodologies.\n\u2022 Knowledge of Integration processes, including API design, connecting diverse systems, and workflow automation.\n\u2022 Understanding of Business Processes and the ability to align technical solutions with organizational goals.\n\u2022 Strong communication and presentation skills for effectively training and mentoring professionals.\n\u2022 Prior experience in training or teaching technology-related topics is beneficial.\n\u2022 A bachelor\u2019s or master\u2019s degree in Computer Science, Information Technology, or a related field is preferred.",
"word_count": 118
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Generative AI"
},
{
"is_primary": true,
"skill_name": "API"
}
],
"jd_role": {
"display_name": "Solution Architect Application with Generative AI-Part Time Trainer",
"rationale": null,
"role_aliases": [
"Solution Architect Trainer",
"Generative AI Trainer",
"Part-Time Trainer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Patch the Skill is a leading",
"last_5_words": "technologies and best practices."
},
"text": "Patch the Skill is a leading provider of corporate and technical training, offering a wide range of programs including Artificial Intelligence, Machine Learning, Cloud Computing, Data Science, IoT, Industry 4.0, DevOps, Blockchain, and more. The organization specializes in equipping professionals with practical skills through industry-specific training in areas such as software development, data engineering, and financial services. With expertise in both technical and soft skills, Patch the Skill focuses on empowering individuals and teams to excel in their careers. Their trainings are designed to meet the evolving demands of various industries, leveraging cutting-edge technologies and best practices.",
"word_count": 84
},
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"DevOps",
"Machine Learning",
"Artificial Intelligence",
"sessions",
"API",
"Cloud",
"Role"
],
"certifications": [],
"company_name": "Patch the Skill",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Training",
"Corporate Training"
],
"domain": "Education"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or related)",
"raw": "A bachelor\u2019s or master\u2019s degree in Computer Science, Information Technology, or a related field is preferred.",
"requirement": "preferred"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "remote"
}
],
"role": "Solution Architect Application with Generative AI-Part Time Trainer",
"role_aliases": [
"Solution Architect Trainer",
"Generative AI Trainer",
"Part-Time Trainer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Role Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "This is a part-time, remote",
"last_5_words": "understanding of complex concepts."
},
"text": "This is a part-time, remote role for a Solution Architect Application with expertise in Generative AI. The trainer will be responsible for designing and delivering high-quality training programs related to solution architecture, consulting, software development, and integration within the context of Generative AI. Responsibilities include preparing course materials, conducting interactive virtual sessions, guiding learners through real-world use cases, and providing support to enhance their understanding of complex concepts.",
"word_count": 64
},
{
"bullet_count": 8,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Expertise in Solution Architecture, including",
"last_5_words": "or a related field is preferred."
},
"text": "\u2022 Expertise in Solution Architecture, including designing and implementing scalable, reliable, and efficient architecture solutions.\n\u2022 Strong background in Consulting, with skills in stakeholder management and translating client requirements into technical solutions.\n\u2022 Proficiency in Software Development, with experience in coding, software lifecycle, and development methodologies.\n\u2022 Knowledge of Integration processes, including API design, connecting diverse systems, and workflow automation.\n\u2022 Understanding of Business Processes and the ability to align technical solutions with organizational goals.\n\u2022 Strong communication and presentation skills for effectively training and mentoring professionals.\n\u2022 Prior experience in training or teaching technology-related topics is beneficial.\n\u2022 A bachelor\u2019s or master\u2019s degree in Computer Science, Information Technology, or a related field is preferred.",
"word_count": 118
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "421a1989-d472-4f55-ac87-d16cc43e255e",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "AI Engineer",
"kra_matches": [
{
"kra_text": "Translates product requirements into AI-powered features by integrating large language models like GPT-4, Claude, or Gemini into application workflows via API.",
"sentence": "The trainer will be responsible for designing and delivering high-quality training programs related to solution architecture, consulting, software development, and integration within the context of Generative AI.",
"similarity": 0.4679
},
{
"kra_text": "Translates product requirements into AI-powered features by integrating large language models like GPT-4, Claude, or Gemini into application workflows via API.",
"sentence": "This is a part-time, remote role for a Solution Architect Application with expertise in Generative AI.",
"similarity": 0.4354
},
{
"kra_text": "Integrates AI model API responses with application business logic, database writes, event publishing, and downstream service orchestration.",
"sentence": "Understanding of Business Processes and the ability to align technical solutions with organizational goals.",
"similarity": 0.3986
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 13,
"score": 0.434,
"slug": "ai-engineer",
"total_count": null
},
{
"display_name": "Cloud Architect",
"kra_matches": [
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "The trainer will be responsible for designing and delivering high-quality training programs related to solution architecture, consulting, software development, and integration within the context of Generative AI.",
"similarity": 0.4309
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Strong background in Consulting, with skills in stakeholder management and translating client requirements into technical solutions.",
"similarity": 0.4259
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Understanding of Business Processes and the ability to align technical solutions with organizational goals.",
"similarity": 0.3992
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.4187,
"slug": "cloud-architect",
"total_count": null
},
{
"display_name": "Data Engineer",
"kra_matches": [
{
"kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
"sentence": "Understanding of Business Processes and the ability to align technical solutions with organizational goals.",
"similarity": 0.4159
},
{
"kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
"sentence": "The trainer will be responsible for designing and delivering high-quality training programs related to solution architecture, consulting, software development, and integration within the context of Generative AI.",
"similarity": 0.4032
},
{
"kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
"sentence": "Strong background in Consulting, with skills in stakeholder management and translating client requirements into technical solutions.",
"similarity": 0.3794
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 2,
"score": 0.3995,
"slug": "data-engineer",
"total_count": null
},
{
"display_name": "ML Engineer",
"kra_matches": [
{
"kra_text": "Designs end-to-end ML training pipelines and model inference workflows using TensorFlow, PyTorch, or scikit-learn on cloud ML platforms.",
"sentence": "The trainer will be responsible for designing and delivering high-quality training programs related to solution architecture, consulting, software development, and integration within the context of Generative AI.",
"similarity": 0.4551
},
{
"kra_text": "Prepares, cleans, and transforms training datasets, manages feature stores, and builds feature engineering pipelines for model training.",
"sentence": "Responsibilities include preparing course materials, conducting interactive virtual sessions, guiding learners through real-world use cases, and providing support to enhance their understanding of complex concepts.",
"similarity": 0.376
},
{
"kra_text": "Translates product requirements into machine learning system specifications including feature definitions, model architecture choices, and success metric definitions.",
"sentence": "Understanding of Business Processes and the ability to align technical solutions with organizational goals.",
"similarity": 0.3597
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 3,
"score": 0.3969,
"slug": "ml-engineer",
"total_count": null
},
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "Requirements analysis and process translation",
"sentence": "Understanding of Business Processes and the ability to align technical solutions with organizational goals.",
"similarity": 0.4553
},
{
"kra_text": "Requirements analysis and process translation",
"sentence": "Strong background in Consulting, with skills in stakeholder management and translating client requirements into technical solutions.",
"similarity": 0.4049
},
{
"kra_text": "user interaction design and refinement",
"sentence": "Responsibilities include preparing course materials, conducting interactive virtual sessions, guiding learners through real-world use cases, and providing support to enhance their understanding of complex concepts.",
"similarity": 0.3228
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 24,
"score": 0.3943,
"slug": "pega-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"API"
],
"role_id": 15,
"score": 0.5,
"slug": "full-stack-engineer",
"total_count": 2
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"API"
],
"role_id": 7,
"score": 0.5,
"slug": "frontend-engineer",
"total_count": 2
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "D",
"chosen_role": {
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 0.8,
"is_new_role": false,
"llm2_fired": true,
"llm2_reasoning": "The Fullstack Developer\u2019s experience with end-to-end system architecture, API integration, and stakeholder collaboration best matches the JD\u2019s solution architecture and training requirements in a Generative AI context.",
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "LLM2 picked full-stack-engineer (confidence 0.80)"
},
"stage5_updates": {
"centroid_n_after": 20,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 87,
"r_and_r_preview": "This is a part-time, remote role for a Solution Architect Application with expertise in Generative AI. The trainer will be responsible for designing and delivering high-quality training programs relat",
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 2694,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Generative AI",
"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": 2514,
"existing_alias_text": "API",
"input_term": "API",
"matched_canonical": {
"category_id": 2,
"display_name": "API",
"id": 1568,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "api",
"sub_category_id": 1174,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Fullstack Developer",
"id": 15,
"rationale": "The role requires skills in Generative AI and API integration, which align with a Fullstack Developer\u0027s responsibilities.",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "API Integration and Data Fetching",
"id": 127,
"rationale": "Client-side integration with backend endpoints and third-party services, including request shaping, response handling, and synchronization with UI state. This is central to frontend work because most screens depend on remote data.",
"slug": "api-integration-and-data-fetching",
"source": "db"
},
"input_skill": "API",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
}
]
}
],
"input_final_skills": [
"Generative AI",
"API"
],
"input_llm_skills": [
"Generative AI",
"API"
],
"new_aliases_persisted": 0,
"run_id": "421a1989-d472-4f55-ac87-d16cc43e255e",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Generative AI",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Machine Learning Frameworks",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "generative-ai",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "API",
"alias_type": "CANONICAL",
"id": 2514,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 2,
"display_name": "API",
"id": 1568,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "api",
"sub_category_id": 1174,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "API Integration and Data Fetching",
"id": 127,
"rationale": "Client-side integration with backend endpoints and third-party services, including request shaping, response handling, and synchronization with UI state. This is central to frontend work because most screens depend on remote data.",
"slug": "api-integration-and-data-fetching",
"source": "db"
},
"input_skill": "API",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
}
]
}
],
"input_skill": "API",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Generative AI"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Fullstack Developer",
"id": 15,
"rationale": "The role requires skills in Generative AI and API integration, which align with a Fullstack Developer\u0027s responsibilities.",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Generative AI",
"tag": "new"
},
{
"skill": "API",
"tag": "in_db"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
"chosen_role_id": 15,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "API Integration and Data Fetching",
"id": 127,
"rationale": "Client-side integration with backend endpoints and third-party services, including request shaping, response handling, and synchronization with UI state. This is central to frontend work because most screens depend on remote data.",
"slug": "api-integration-and-data-fetching",
"source": "db"
},
"dimension_id": 127,
"input_skill": "API",
"llm_role": null,
"matched_chosen_role": true,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
"roles_from_db": [
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1568,
"skill_tag": "in_db",
"skipped_reason": null
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "421a1989-d472-4f55-ac87-d16cc43e255e"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.