Pipeline run
a9c16e58-75ff-4ca8-90d3-f5921e65e609
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
Custom Software Engineer
CASE Bslug: — · id: — · source: llm
Resolution:
human_review_required
— role not in DB; role↔dimension links may be deferred.
Job description
Job Title: Custom Software Engineer Project Role : Custom Software Engineer Project Role Description : Develop custom software solutions to design, code, and enhance components across systems or applications. Use modern frameworks and agile practices to deliver scalable, high-performing solutions tailored to specific business needs. Must have skills : Workday Core Integrations Good to have skills : NA Minimum 3 Year(s) Of Experience Is Required Educational Qualification : 15 years full time education Summary: Seeking a forward-thinking professional with an AI-first mindset to design, develop, and deploy enterprise-grade solutions using Generative and Agentic AI frameworks that drive innovation, efficiency, and business transformation. Roles & Responsibilities: Lead AI-driven solution design and delivery by applying GenAI and Agentic AI to address complex business challenges, automate processes, and integrate intelligent insights into enterprise workflows for measurable impact. Professional & Technical Skills: Strong grasp of Generative and Agentic AI, prompt engineering, and AI evaluation frameworks. Ability to align AI capabilities with business objectives while ensuring scalability, responsible use, and tangible value realization."" Summary:As an Application Developer, you will design, build, and configure applications to meet business process and application requirements. A typical day involves collaborating with team members to understand project needs, developing innovative solutions, and ensuring that applications function seamlessly to support organizational goals. You will engage in problem-solving discussions and contribute to the overall success of the projects you are involved in. Roles & Responsibilities:- Expected to perform independently and become an SME. - Required active participation/contribution in team discussions. - Contribute in providing solutions to work related problems. - Assist in the documentation of application processes and workflows. - Engage in continuous learning to stay updated with industry trends and technologies. Professional & Technical Skills:- Must To Have Skills: Proficiency in Workday Core Integrations. - Strong understanding of application development methodologies. - Experience with integration tools and techniques. - Ability to troubleshoot and resolve application issues effectively. - Familiarity with business process mapping and requirements gathering. Additional Information:- The candidate should have minimum 2 years of experience in Workday Core Integrations. - A 15 years full time education is required., 15 years full time education
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
- Cloud Platforms
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Agile (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Agile
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 367
- 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) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- FAST
- Typical lifespan
- SHORT_LIVED
- Version strategy
- VERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- FAST
- Typical lifespan
- SHORT_LIVED
- Version strategy
- VERSIONED
Aliases — catalog
- Prompt engineering (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Prompt Engineering
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Prompt engineering is increasingly listed in AI/LLM job descriptions and vendor docs, but it’s still not a universal hiring staple like Python or AWS.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- EMERGING
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 914
- 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) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- FAST
- Typical lifespan
- SHORT_LIVED
- Version strategy
- VERSIONED
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 |
|---|---|---|---|---|---|---|
| Agile | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Prompt Engineering | 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 | Workday Core Integrations | type=Cloud Platforms subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Workday | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Generative AI | type=Concepts subtype=general nature=CONCEPT lifespan=SHORT_LIVED | |
| canonical_skill_proposed | Agentic AI | type=Concepts subtype=general nature=CONCEPT lifespan=SHORT_LIVED | |
| canonical_skill_proposed | AI Evaluation Frameworks | type=Concepts subtype=general nature=CONCEPT lifespan=SHORT_LIVED |
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": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "null",
"qualification": "null - null",
"raw": "15 years full time education",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 3,
"raw": "Minimum 3 Year(s) Of Experience Is Required"
},
"job_locations": [],
"role": "Custom Software Engineer",
"role_aliases": [
"Software Engineer",
"Application Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Project Role Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Develop custom software solutions to",
"last_5_words": "business needs."
},
"text": "Develop custom software solutions to design, code, and enhance components across systems or applications. Use modern frameworks and agile practices to deliver scalable, high-performing solutions tailored to specific business needs.",
"word_count": 36
},
{
"bullet_count": 0,
"heading": "Must have skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Workday Core Integrations",
"last_5_words": "Core Integrations"
},
"text": "Workday Core Integrations",
"word_count": 3
},
{
"bullet_count": 0,
"heading": "Good to have skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "NA",
"last_5_words": "NA"
},
"text": "NA",
"word_count": 1
},
{
"bullet_count": 0,
"heading": "Summary",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Seeking a forward-thinking professional",
"last_5_words": "business transformation."
},
"text": "Seeking a forward-thinking professional with an AI-first mindset to design, develop, and deploy enterprise-grade solutions using Generative and Agentic AI frameworks that drive innovation, efficiency, and business transformation.",
"word_count": 32
},
{
"bullet_count": 0,
"heading": "Roles \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Lead AI-driven solution design and",
"last_5_words": "measurable impact."
},
"text": "Lead AI-driven solution design and delivery by applying GenAI and Agentic AI to address complex business challenges, automate processes, and integrate intelligent insights into enterprise workflows for measurable impact.",
"word_count": 36
},
{
"bullet_count": 0,
"heading": "Professional \u0026 Technical Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Strong grasp of Generative and",
"last_5_words": "value realization."
},
"text": "Strong grasp of Generative and Agentic AI, prompt engineering, and AI evaluation frameworks. Ability to align AI capabilities with business objectives while ensuring scalability, responsible use, and tangible value realization.",
"word_count": 36
},
{
"bullet_count": 0,
"heading": "Summary",
"heading_was_present": true,
"source_marker": {
"first_5_words": "As an Application Developer, you",
"last_5_words": "success of the projects you"
},
"text": "As an Application Developer, you will design, build, and configure applications to meet business process and application requirements. A typical day involves collaborating with team members to understand project needs, developing innovative solutions, and ensuring that applications function seamlessly to support organizational goals. You will engage in problem-solving discussions and contribute to the overall success of the projects you are involved in.",
"word_count": 64
},
{
"bullet_count": 5,
"heading": "Roles \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "- Expected to perform independently",
"last_5_words": "trends and technologies."
},
"text": "- Expected to perform independently and become an SME.\n- Required active participation/contribution in team discussions.\n- Contribute in providing solutions to work related problems.\n- Assist in the documentation of application processes and workflows.\n- Engage in continuous learning to stay updated with industry trends and technologies.",
"word_count": 43
},
{
"bullet_count": 5,
"heading": "Professional \u0026 Technical Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "- Must To Have Skills: Proficiency",
"last_5_words": "requirements gathering."
},
"text": "- Must To Have Skills: Proficiency in Workday Core Integrations.\n- Strong understanding of application development methodologies.\n- Experience with integration tools and techniques.\n- Ability to troubleshoot and resolve application issues effectively.\n- Familiarity with business process mapping and requirements gathering.",
"word_count": 47
},
{
"bullet_count": 2,
"heading": "Additional Information",
"heading_was_present": true,
"source_marker": {
"first_5_words": "- The candidate should have minimum",
"last_5_words": "full time education."
},
"text": "- The candidate should have minimum 2 years of experience in Workday Core Integrations.\n- A 15 years full time education is required., 15 years full time education",
"word_count": 27
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Workday Core Integrations"
},
{
"is_primary": true,
"skill_name": "Workday"
},
{
"is_primary": false,
"skill_name": "Agile"
},
{
"is_primary": true,
"skill_name": "Generative AI"
},
{
"is_primary": true,
"skill_name": "Agentic AI"
},
{
"is_primary": true,
"skill_name": "Prompt Engineering"
},
{
"is_primary": true,
"skill_name": "AI Evaluation Frameworks"
}
],
"jd_role": {
"display_name": "Custom Software Engineer",
"rationale": null,
"role_aliases": [
"Software Engineer",
"Application Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "null",
"qualification": "null - null",
"raw": "15 years full time education",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 3,
"raw": "Minimum 3 Year(s) Of Experience Is Required"
},
"job_locations": [],
"role": "Custom Software Engineer",
"role_aliases": [
"Software Engineer",
"Application Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Project Role Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Develop custom software solutions to",
"last_5_words": "business needs."
},
"text": "Develop custom software solutions to design, code, and enhance components across systems or applications. Use modern frameworks and agile practices to deliver scalable, high-performing solutions tailored to specific business needs.",
"word_count": 36
},
{
"bullet_count": 0,
"heading": "Must have skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Workday Core Integrations",
"last_5_words": "Core Integrations"
},
"text": "Workday Core Integrations",
"word_count": 3
},
{
"bullet_count": 0,
"heading": "Good to have skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "NA",
"last_5_words": "NA"
},
"text": "NA",
"word_count": 1
},
{
"bullet_count": 0,
"heading": "Summary",
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"source_marker": {
"first_5_words": "Seeking a forward-thinking professional",
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},
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"word_count": 32
},
{
"bullet_count": 0,
"heading": "Roles \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Lead AI-driven solution design and",
"last_5_words": "measurable impact."
},
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},
{
"bullet_count": 0,
"heading": "Professional \u0026 Technical Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Strong grasp of Generative and",
"last_5_words": "value realization."
},
"text": "Strong grasp of Generative and Agentic AI, prompt engineering, and AI evaluation frameworks. Ability to align AI capabilities with business objectives while ensuring scalability, responsible use, and tangible value realization.",
"word_count": 36
},
{
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"heading": "Summary",
"heading_was_present": true,
"source_marker": {
"first_5_words": "As an Application Developer, you",
"last_5_words": "success of the projects you"
},
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},
{
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"heading": "Roles \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "- Expected to perform independently",
"last_5_words": "trends and technologies."
},
"text": "- Expected to perform independently and become an SME.\n- Required active participation/contribution in team discussions.\n- Contribute in providing solutions to work related problems.\n- Assist in the documentation of application processes and workflows.\n- Engage in continuous learning to stay updated with industry trends and technologies.",
"word_count": 43
},
{
"bullet_count": 5,
"heading": "Professional \u0026 Technical Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "- Must To Have Skills: Proficiency",
"last_5_words": "requirements gathering."
},
"text": "- Must To Have Skills: Proficiency in Workday Core Integrations.\n- Strong understanding of application development methodologies.\n- Experience with integration tools and techniques.\n- Ability to troubleshoot and resolve application issues effectively.\n- Familiarity with business process mapping and requirements gathering.",
"word_count": 47
},
{
"bullet_count": 2,
"heading": "Additional Information",
"heading_was_present": true,
"source_marker": {
"first_5_words": "- The candidate should have minimum",
"last_5_words": "full time education."
},
"text": "- The candidate should have minimum 2 years of experience in Workday Core Integrations.\n- A 15 years full time education is required., 15 years full time education",
"word_count": 27
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "a9c16e58-75ff-4ca8-90d3-f5921e65e609",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "AI Engineer",
"kra_matches": [
{
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"sentence": "Strong grasp of Generative and Agentic AI, prompt engineering, and AI evaluation frameworks.",
"similarity": 0.5789
},
{
"kra_text": "Integrates AI model API responses with application business logic, database writes, event publishing, and downstream service orchestration.",
"sentence": "Ability to align AI capabilities with business objectives while ensuring scalability, responsible use, and tangible value realization.",
"similarity": 0.5645
},
{
"kra_text": "Integrates AI model API responses with application business logic, database writes, event publishing, and downstream service orchestration.",
"sentence": "Lead AI-driven solution design and delivery by applying GenAI and Agentic AI to address complex business challenges, automate processes, and integrate intelligent insights into enterprise workflows for measurable impact.",
"similarity": 0.5577
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 13,
"score": 0.567,
"slug": "ai-engineer",
"total_count": null
},
{
"display_name": "AI Compliance Officer",
"kra_matches": [
{
"kra_text": "Defines AI governance frameworks including fairness standards, transparency obligations, explainability requirements, and human oversight accountability structures.",
"sentence": "Ability to align AI capabilities with business objectives while ensuring scalability, responsible use, and tangible value realization.",
"similarity": 0.5876
},
{
"kra_text": "Defines AI governance frameworks including fairness standards, transparency obligations, explainability requirements, and human oversight accountability structures.",
"sentence": "Strong grasp of Generative and Agentic AI, prompt engineering, and AI evaluation frameworks.",
"similarity": 0.5269
},
{
"kra_text": "Maps AI system behaviors and data processing activities to regulatory requirements including EU AI Act, GDPR, CCPA, and sector-specific compliance frameworks.",
"sentence": "Lead AI-driven solution design and delivery by applying GenAI and Agentic AI to address complex business challenges, automate processes, and integrate intelligent insights into enterprise workflows for measurable impact.",
"similarity": 0.4988
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 12,
"score": 0.5378,
"slug": "ai-compliance-officer",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"kra_matches": [
{
"kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
"sentence": "Ability to troubleshoot and resolve application issues effectively.",
"similarity": 0.5149
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "A typical day involves collaborating with team members to understand project needs, developing innovative solutions, and ensuring that applications function seamlessly to support organizational goals.",
"similarity": 0.5135
},
{
"kra_text": "Writes runbooks, deployment guides, incident playbooks, and infrastructure documentation to support operations and knowledge sharing.",
"sentence": "Assist in the documentation of application processes and workflows.",
"similarity": 0.4874
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.5053,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
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"sentence": "Develop custom software solutions to design, code, and enhance components across systems or applications.",
"similarity": 0.4962
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "A typical day involves collaborating with team members to understand project needs, developing innovative solutions, and ensuring that applications function seamlessly to support organizational goals.",
"similarity": 0.485
},
{
"kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
"sentence": "Ability to troubleshoot and resolve application issues effectively.",
"similarity": 0.4724
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4845,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "defect troubleshooting and resolution",
"sentence": "Ability to troubleshoot and resolve application issues effectively.",
"similarity": 0.5223
},
{
"kra_text": "external system integration implementation",
"sentence": "Develop custom software solutions to design, code, and enhance components across systems or applications.",
"similarity": 0.4534
},
{
"kra_text": "Requirements analysis and process translation",
"sentence": "Assist in the documentation of application processes and workflows.",
"similarity": 0.4208
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 24,
"score": 0.4655,
"slug": "pega-developer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "B",
"chosen_role": {
"display_name": "AI Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 13,
"score": 0.567,
"slug": "ai-engineer",
"total_count": null
},
"confidence": 0.567,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "KRA-led classification on ai-engineer (skill weak, KRA 0.57)"
},
"stage5_updates": {
"centroid_n_after": 26,
"centroid_updated": true,
"collision_log_id": 107,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 2416,
"role_display_name": "AI Engineer",
"role_slug": "ai-engineer",
"skill_name": "Workday Core Integrations",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 2417,
"role_display_name": "AI Engineer",
"role_slug": "ai-engineer",
"skill_name": "Workday",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 2418,
"role_display_name": "AI Engineer",
"role_slug": "ai-engineer",
"skill_name": "Generative AI",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 2419,
"role_display_name": "AI Engineer",
"role_slug": "ai-engineer",
"skill_name": "Agentic AI",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 2420,
"role_display_name": "AI Engineer",
"role_slug": "ai-engineer",
"skill_name": "AI Evaluation Frameworks",
"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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API 3 — final-role-output
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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.