Pipeline run
cc3a5d4b-2a2c-4aa7-b70c-a52b94c047ea
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
• Developing a content management platform from scratch • Developing a content blog website from scratch • Developing an application management system • Developing email marketing system We don't car…
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 centers on building web products end-to-end with backend, frontend, and DevOps, which best matches a full-stack role.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
We are looking for two individual student developer intern who are good at both backend and frontend development and knows how to develop and release a web product from scratch. Stipend: INR 30,000 per month for your time + incentives based on your performance Responsibilities • Developing a content management platform from scratch • Developing a content blog website from scratch • Developing an application management system • Developing email marketing system Qualifications We don't care about your qualification. However, you must be good at the following and must have developed production level web products before: • Backend development • Front-end development • DevOps • Preferably MEAN or MERN stack
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
- Web Frameworks
- Sub-category
- general
- Skill nature
- CONCEPT
- 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
- Web Frameworks
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- DevOps (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Devops Methodology
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: DevOps appears in a large share of software and platform engineering job descriptions, often alongside CI/CD, Kubernetes, and cloud tooling; it is a standard hiring-pipeline keyword rather than a niche specialty.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 922
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
CI/CD Pipeline Platforms Catalog dimension db id 150
Library dimension (catalog)
Roles linked in library: DevOps Engineer
-
Deployment and Release Patterns Catalog dimension db id 140
Library dimension (catalog)
Roles linked in library: Cloud Architect
-
Infrastructure as Code Catalog dimension db id 132
Library dimension (catalog)
Roles linked in library: Cloud Architect, DevOps Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Deployment and Release Patterns
deployment-and-release-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Infrastructure as Code
infrastructure-as-code
|
✓ | — | 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 |
|---|---|---|---|---|---|---|
| DevOps | in_db |
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| DevOps | in_db |
Deployment and Release Patterns
deployment-and-release-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| DevOps | in_db |
Infrastructure as Code
infrastructure-as-code
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | MEAN | type=Web Frameworks subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | MERN | type=Web 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": null,
"certifications": [],
"company_name": null,
"ctc": {
"currency": "INR",
"max": 30,
"min": 30,
"period": "monthly",
"raw": "INR 30,000 per month"
},
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [],
"role": "Student Developer Intern",
"role_aliases": [
"Intern Developer",
"Software Intern",
"Web Developer Intern"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 4,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Developing a content management",
"last_5_words": "email marketing system"
},
"text": "\u2022 Developing a content management platform from scratch\n\u2022 Developing a content blog website from scratch\n\u2022 Developing an application management system\n\u2022 Developing email marketing system",
"word_count": 32
},
{
"bullet_count": 4,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "We don\u0027t care about your",
"last_5_words": "or MERN stack"
},
"text": "We don\u0027t care about your qualification. However, you must be good at the following and must have developed production level web products before:\n\n\u2022 Backend development\n\u2022 Front-end development\n\u2022 DevOps\n\u2022 Preferably MEAN or MERN stack",
"word_count": 47
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": false,
"skill_name": "MEAN"
},
{
"is_primary": false,
"skill_name": "MERN"
},
{
"is_primary": true,
"skill_name": "DevOps"
}
],
"jd_role": {
"display_name": "Student Developer Intern",
"rationale": null,
"role_aliases": [
"Intern Developer",
"Software Intern",
"Web Developer Intern"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": {
"currency": "INR",
"max": 30,
"min": 30,
"period": "monthly",
"raw": "INR 30,000 per month"
},
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [],
"role": "Student Developer Intern",
"role_aliases": [
"Intern Developer",
"Software Intern",
"Web Developer Intern"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 4,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Developing a content management",
"last_5_words": "email marketing system"
},
"text": "\u2022 Developing a content management platform from scratch\n\u2022 Developing a content blog website from scratch\n\u2022 Developing an application management system\n\u2022 Developing email marketing system",
"word_count": 32
},
{
"bullet_count": 4,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "We don\u0027t care about your",
"last_5_words": "or MERN stack"
},
"text": "We don\u0027t care about your qualification. However, you must be good at the following and must have developed production level web products before:\n\n\u2022 Backend development\n\u2022 Front-end development\n\u2022 DevOps\n\u2022 Preferably MEAN or MERN stack",
"word_count": 47
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "cc3a5d4b-2a2c-4aa7-b70c-a52b94c047ea",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Drupal Dev",
"kra_matches": [
{
"kra_text": "Drupal site feature implementation",
"sentence": "Developing a content blog website from scratch",
"similarity": 0.4969
},
{
"kra_text": "Drupal site feature implementation",
"sentence": "Developing a content management platform from scratch",
"similarity": 0.4874
},
{
"kra_text": "update and patch application",
"sentence": "Developing an application management system",
"similarity": 0.4634
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 228,
"score": 0.4826,
"slug": "drupal-dev",
"total_count": null
},
{
"display_name": "Sitecore Dev",
"kra_matches": [
{
"kra_text": "Site templates and content models",
"sentence": "Developing a content management platform from scratch",
"similarity": 0.5258
},
{
"kra_text": "Site templates and content models",
"sentence": "Developing a content blog website from scratch",
"similarity": 0.5101
},
{
"kra_text": "integration with adjacent systems",
"sentence": "Developing an application management system",
"similarity": 0.3855
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 233,
"score": 0.4738,
"slug": "sitecore-dev",
"total_count": null
},
{
"display_name": "WordPress Dev",
"kra_matches": [
{
"kra_text": "Theme and template development",
"sentence": "Developing a content management platform from scratch",
"similarity": 0.4888
},
{
"kra_text": "Theme and template development",
"sentence": "Developing a content blog website from scratch",
"similarity": 0.4708
},
{
"kra_text": "Theme and template development",
"sentence": "Developing an application management system",
"similarity": 0.3913
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 227,
"score": 0.4503,
"slug": "wordpress-dev",
"total_count": null
},
{
"display_name": "Web Developer",
"kra_matches": [
{
"kra_text": "connect interfaces to application services",
"sentence": "Developing an application management system",
"similarity": 0.4631
},
{
"kra_text": "maintain existing web features",
"sentence": "Developing a content management platform from scratch",
"similarity": 0.4445
},
{
"kra_text": "maintain existing web features",
"sentence": "Developing a content blog website from scratch",
"similarity": 0.4048
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 0.4375,
"slug": "web-developer",
"total_count": null
},
{
"display_name": "Scala Backend Developer",
"kra_matches": [
{
"kra_text": "application data modeling",
"sentence": "Developing an application management system",
"similarity": 0.5402
},
{
"kra_text": "Server-side feature implementation",
"sentence": "Developing a content management platform from scratch",
"similarity": 0.438
},
{
"kra_text": "Server-side feature implementation",
"sentence": "Developing a content blog website from scratch",
"similarity": 0.3328
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 87,
"score": 0.437,
"slug": "scala-backend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Cloud Architect",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"DevOps"
],
"role_id": 9,
"score": 1.0,
"slug": "cloud-architect",
"total_count": 1
},
{
"display_name": "DevOps Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"DevOps"
],
"role_id": 10,
"score": 1.0,
"slug": "devops-engineer",
"total_count": 1
}
]
},
"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": 0.94,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 0.94,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Full-stack web application development",
"Platform development from scratch",
"Web product delivery",
"Production-level engineering"
],
"matched_kras": [
"Developing a content management platform from scratch",
"Developing a content blog website from scratch",
"Developing an application management system",
"Developing email marketing system"
],
"matched_skills": [
"Backend development",
"Front-end development",
"DevOps",
"MEAN",
"MERN"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The JD centers on building web products end-to-end with backend, frontend, and DevOps, which best matches a full-stack role.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 293,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 687,
"r_and_r_preview": "\u2022 Developing a content management platform from scratch\n\u2022 Developing a content blog website from scratch\n\u2022 Developing an application management system\n\u2022 Developing email marketing system\n\nWe don\u0027t car",
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": false,
"queue_id": 10647,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "MEAN",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 10648,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "MERN",
"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": 1852,
"existing_alias_text": "DevOps",
"input_term": "DevOps",
"matched_canonical": {
"category_id": 8,
"display_name": "DevOps",
"id": 1216,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "devops",
"sub_category_id": 922,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
},
{
"display_name": "Cloud Architect",
"id": 9,
"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
}
],
"chosen_role": {
"display_name": "Fullstack Developer",
"id": 15,
"rationale": "Domain=Software Engineering; The JD centers on building web products end-to-end with backend, frontend, and DevOps, which best matches a full-stack role.",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "CI/CD Pipeline Platforms",
"id": 150,
"rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
"slug": "ci-cd-pipeline-platforms",
"source": "db"
},
"input_skill": "DevOps",
"llm_role": null,
"roles_from_db": [
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Deployment and Release Patterns",
"id": 140,
"rationale": "Patterns for promoting changes safely across environments, including rollout, rollback, and release gating strategies. Cloud Architects define these patterns so teams can deploy consistently across the platform.",
"slug": "deployment-and-release-patterns",
"source": "db"
},
"input_skill": "DevOps",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cloud Architect",
"id": 9,
"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Infrastructure as Code",
"id": 132,
"rationale": "Declarative provisioning and environment definition tools used to codify cloud infrastructure, repeatable environments, and platform standards. Cloud Architects use these to express reference architectures and guardrails.",
"slug": "infrastructure-as-code",
"source": "db"
},
"input_skill": "DevOps",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cloud Architect",
"id": 9,
"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
},
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
}
]
}
],
"input_final_skills": [
"MEAN",
"MERN",
"DevOps"
],
"input_llm_skills": [
"MEAN",
"MERN",
"DevOps"
],
"new_aliases_persisted": 0,
"run_id": "cc3a5d4b-2a2c-4aa7-b70c-a52b94c047ea",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "MEAN",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Web 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": "mean",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "MERN",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Web 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": "mern",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "DevOps",
"alias_type": "CANONICAL",
"id": 1852,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 8,
"display_name": "DevOps",
"id": 1216,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "devops",
"sub_category_id": 922,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "CI/CD Pipeline Platforms",
"id": 150,
"rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
"slug": "ci-cd-pipeline-platforms",
"source": "db"
},
"input_skill": "DevOps",
"llm_role": null,
"roles_from_db": [
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Deployment and Release Patterns",
"id": 140,
"rationale": "Patterns for promoting changes safely across environments, including rollout, rollback, and release gating strategies. Cloud Architects define these patterns so teams can deploy consistently across the platform.",
"slug": "deployment-and-release-patterns",
"source": "db"
},
"input_skill": "DevOps",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cloud Architect",
"id": 9,
"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Infrastructure as Code",
"id": 132,
"rationale": "Declarative provisioning and environment definition tools used to codify cloud infrastructure, repeatable environments, and platform standards. Cloud Architects use these to express reference architectures and guardrails.",
"slug": "infrastructure-as-code",
"source": "db"
},
"input_skill": "DevOps",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cloud Architect",
"id": 9,
"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
},
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
}
]
}
],
"input_skill": "DevOps",
"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": [
"MEAN",
"MERN"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Fullstack Developer",
"id": 15,
"rationale": "Domain=Software Engineering; The JD centers on building web products end-to-end with backend, frontend, and DevOps, which best matches a full-stack role.",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "MEAN",
"tag": "new"
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{
"skill": "MERN",
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{
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],
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"persistence": {
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{
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{
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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.